From fed1036c7be8f9961bc451d7b969184ce5809e1e Mon Sep 17 00:00:00 2001 From: Jooho Lee Date: Fri, 8 Dec 2023 09:22:25 -0500 Subject: [PATCH 01/33] feat: CA bundle mount options for storage initializer (#3250) * Add CA bundle configuration Signed-off-by: Danilo Peixoto * Implement CA bundle volume mount Signed-off-by: Danilo Peixoto * Update tests Signed-off-by: Danilo Peixoto * Add default mount path Signed-off-by: Danilo Peixoto * Update defaults Signed-off-by: Danilo Peixoto * Update constants Signed-off-by: Danilo Peixoto * Use constant Signed-off-by: Danilo Peixoto * Implement tests Signed-off-by: Danilo Peixoto * Rename volume Signed-off-by: Danilo Peixoto * Fix name references Signed-off-by: Danilo Peixoto * Update configmap Signed-off-by: Danilo Peixoto * fix unit test for pr-3216 Signed-off-by: jooho * add a logic to mount cabundle secret to storage-initializer container Signed-off-by: jooho * Correct failed conflict resolve of storage_initializer_injector.go Signed-off-by: Christian Kadner * Revert changes in go.sum Signed-off-by: Christian Kadner * Revert changes in zz_generated.deepcopy.go Signed-off-by: Christian Kadner * Revert changes in openapi_generated.go Signed-off-by: Christian Kadner * Revert changes in zz_generated.deepcopy.go Signed-off-by: Christian Kadner * convert Secret to ConfigMap for cabundle Signed-off-by: jooho * update some sources to solve reviews Signed-off-by: jooho * Add 'cabundle_configmap' to 'storage-config' StorageSpec Signed-off-by: jooho * fix new comments Signed-off-by: jooho * update to fix review comments Signed-off-by: jooho --------- Signed-off-by: Danilo Peixoto Signed-off-by: Dan Sun Signed-off-by: jooho Signed-off-by: Christian Kadner Signed-off-by: Jooho Lee Co-authored-by: Danilo Peixoto Co-authored-by: Dan Sun Co-authored-by: Christian Kadner --- config/configmap/inferenceservice.yaml | 16 +- docs/samples/cabundle/README.md | 139 ++++ pkg/constants/constants.go | 15 + .../v1beta1/inferenceservice/controller.go | 8 + .../inferenceservice/controller_test.go | 344 +++++++- .../rawkube_controller_test.go | 31 +- .../cabundle_configmap_reconciler.go | 159 ++++ .../cabundle_configmap_reconciler_test.go | 62 ++ pkg/credentials/s3/s3_secret.go | 17 +- pkg/credentials/s3/utils.go | 11 + pkg/credentials/s3/utils_test.go | 19 +- .../service_account_credentials.go | 6 + .../pod/storage_initializer_injector.go | 71 ++ .../pod/storage_initializer_injector_test.go | 770 +++++++++++++++++- python/kserve/kserve/storage/storage.py | 19 + 15 files changed, 1632 insertions(+), 55 deletions(-) create mode 100644 docs/samples/cabundle/README.md create mode 100644 pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler.go create mode 100644 pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler_test.go diff --git a/config/configmap/inferenceservice.yaml b/config/configmap/inferenceservice.yaml index d58408a350..c3c6b631e1 100644 --- a/config/configmap/inferenceservice.yaml +++ b/config/configmap/inferenceservice.yaml @@ -10,7 +10,7 @@ data: # EXAMPLE CONFIGURATION # # # ################################ - + # This block is not actually functional configuration, # but serves to illustrate the available configuration # options and document them in a way that is accessible @@ -19,7 +19,7 @@ data: # These sample configuration options may be copied out of # this example block and unindented to be in the data block # to actually change the configuration. - + # ====================================== EXPLAINERS CONFIGURATION ====================================== # Example explainers: |- @@ -63,7 +63,9 @@ data: "memoryLimit": "1Gi", "cpuRequest": "100m", "cpuLimit": "1", - "enableDirectPvcVolumeMount": false + "caBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false, } storageInitializer: |- { @@ -82,6 +84,12 @@ data: # cpuLimit is the limits.cpu to set for the storage initializer init container. "cpuLimit": "1", + # caBundleConfigMapName is the ConfigMap will be copied to a user namespace for the storage initializer init container. + "caBundleConfigMapName": "", + + # caBundleVolumeMountPath is the mount point for the configmap set by caBundleConfigMapName for the storage initializer init container. + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + # enableDirectPvcVolumeMount controls whether users can mount pvc volumes directly. # if pvc volume is provided in storageuri then the pvc volume is directly mounted to /mnt/models in the user container. # rather than symlink it to a shared volume. For more info see https://github.com/kserve/kserve/issues/2737 @@ -417,6 +425,8 @@ data: "memoryLimit": "1Gi", "cpuRequest": "100m", "cpuLimit": "1", + "caBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", "enableDirectPvcVolumeMount": false } diff --git a/docs/samples/cabundle/README.md b/docs/samples/cabundle/README.md new file mode 100644 index 0000000000..739376f7b1 --- /dev/null +++ b/docs/samples/cabundle/README.md @@ -0,0 +1,139 @@ +# KServe with Self Signed Certificate Model Registry + +If you are using a model registry with a self-signed certificate, you must either skip ssl verify or apply the appropriate CA bundle to the storage-initializer to create a connection with the registry. +This document explains three methods that can be used in KServe, described below: + +- Configure CA bundle for storage-initializer + - Global configuration + - Using `storage-config` Secret + +- Skip SSL Verification + +## Configure CaBundle for storage-initializer +### Global Configuration + +KServe use `inferenceservice-config` ConfigMap for default configuration. If you want to add `cabundle` cert for every inference service, you can set `caBundleConfigMapName` in the ConfigMap. Before updating the ConfigMap, you have to create a ConfigMap for CA bundle certificate in the namespace that KServe controller is running and the data key in the ConfigMap must be `cabundle.crt`. + +- Create a ConfigMap with the CA bundle cert + ~~~ + kubectl create configmap cabundle --from-file=/path/to/cabundle.crt + + kubectl get configmap cabundle -o yaml + apiVersion: v1 + data: + cabundle.crt: XXXXX + kind: ConfigMap + metadata: + name: cabundle + namespace: kserve + ~~~ +- Update `inferenceservice-config` ConfigMap + ~~~ + storageInitializer: |- + { + ... + "caBundleConfigMapName": "cabundle", + ... + } + ~~~ + +If you update this configuration after, please restart KServe controller pod. + +### Using storage-config Secret + +If you want to apply the cabundle only to a specific inferenceservice, you can use a specific annotation or variable(`cabundle_configmap`) on the `storage-config` Secret used by the inferenceservice. +In this case, you have to create the cabundle ConfigMap in the user namespace before you create the inferenceservice. + + +- Create a ConfigMap with the cabundle cert + ~~~ + kubectl create configmap local-cabundle --from-file=/path/to/cabundle.crt + + kubectl get configmap cabundle -o yaml + apiVersion: v1 + data: + cabundle.crt: XXXXX + kind: ConfigMap + metadata: + name: local-cabundle + namespace: kserve-demo + ~~~ + +- Add an annotation `serving.kserve.io/s3-cabundle-configmap` to `storage-config` Secret + ~~~ + apiVersion: v1 + data: + AWS_ACCESS_KEY_ID: VEhFQUNDRVNTS0VZ + AWS_SECRET_ACCESS_KEY: VEhFUEFTU1dPUkQ= + kind: Secret + metadata: + annotations: + serving.kserve.io/s3-cabundle-configmap: local-cabundle + ... + name: storage-config + namespace: kserve-demo + type: Opaque + ~~~ + +- Or, set a variable `cabundle_configmap` to `storage-config` Secret + ~~~ + apiVersion: v1 + stringData: + localMinIO: | + { + "type": "s3", + "access_key_id": "THEACCESSKEY", + "secret_access_key": "THEPASSWORD", + "endpoint_url": "https://minio.minio.svc:9000", + "bucket": "modelmesh-example-models", + "region": "us-south" + "cabundle_configmap": "local-cabundle" + } + kind: Secret + metadata: + name: storage-config + namespace: kserve-demo + type: Opaque + ~~~ + +## Skip SSL Verification + +For testing purposes or when there is no cabundle, you can easily create an SSL connection by disabling SSL verification. +This can also be used by adding an annotation or setting a variable in `secret-config` Secret. + +- Add an annotation(`serving.kserve.io/s3-verifyssl`) to `storage-config` Secret + ~~~ + apiVersion: v1 + data: + AWS_ACCESS_KEY_ID: VEhFQUNDRVNTS0VZ + AWS_SECRET_ACCESS_KEY: VEhFUEFTU1dPUkQ= + kind: Secret + metadata: + annotations: + serving.kserve.io/s3-verifyssl: "0" # 1 is true, 0 is false + ... + name: storage-config + namespace: kserve-demo + type: Opaque + ~~~ + +- Or, set a variable (`verify_ssl`) to `storage-config` Secret + ~~~ + apiVersion: v1 + stringData: + localMinIO: | + { + "type": "s3", + "access_key_id": "THEACCESSKEY", + "secret_access_key": "THEPASSWORD", + "endpoint_url": "https://minio.minio.svc:9000", + "bucket": "modelmesh-example-models", + "region": "us-south", + "verify_ssl": "0" # 1 is true, 0 is false (You can set True/true/False/false too) + } + kind: Secret + metadata: + name: storage-config + namespace: kserve-demo + type: Opaque + ~~~ diff --git a/pkg/constants/constants.go b/pkg/constants/constants.go index 63c33f74e2..486cc08ff8 100644 --- a/pkg/constants/constants.go +++ b/pkg/constants/constants.go @@ -303,6 +303,21 @@ const ( // DefaultModelLocalMountPath is where models will be mounted by the storage-initializer const DefaultModelLocalMountPath = "/mnt/models" +// Default path to mount CA bundle configmap volume +const DefaultCaBundleVolumeMountPath = "/etc/ssl/custom-certs" + +// Default name for CA bundle file +const DefaultCaBundleFileName = "cabundle.crt" + +// Default CA bundle configmap name that will be created in the user namespace. +const DefaultGlobalCaBundleConfigMapName = "global-ca-bundle" + +// Custom CA bundle configmap Environment Variables +const ( + CaBundleConfigMapNameEnvVarKey = "CA_BUNDLE_CONFIGMAP_NAME" + CaBundleVolumeMountPathEnvVarKey = "CA_BUNDLE_VOLUME_MOUNT_POINT" +) + // Multi-model InferenceService const ( ModelConfigVolumeName = "model-config" diff --git a/pkg/controller/v1beta1/inferenceservice/controller.go b/pkg/controller/v1beta1/inferenceservice/controller.go index bc70b47a73..b2f8350fae 100644 --- a/pkg/controller/v1beta1/inferenceservice/controller.go +++ b/pkg/controller/v1beta1/inferenceservice/controller.go @@ -28,6 +28,7 @@ import ( v1beta1api "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice/components" + "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap" "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice/reconcilers/ingress" modelconfig "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice/reconcilers/modelconfig" isvcutils "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice/utils" @@ -168,6 +169,13 @@ func (r *InferenceServiceReconciler) Reconcile(ctx context.Context, req ctrl.Req if err != nil { return reconcile.Result{}, errors.Wrapf(err, "fails to create InferenceServicesConfig") } + + // Reconcile cabundleConfigMap + caBundleConfigMapReconciler := cabundleconfigmap.NewCaBundleConfigMapReconciler(r.Client, r.Scheme) + if err := caBundleConfigMapReconciler.Reconcile(isvc); err != nil { + return reconcile.Result{}, err + } + reconcilers := []components.Component{} if deploymentMode != constants.ModelMeshDeployment { reconcilers = append(reconcilers, components.NewPredictor(r.Client, r.Scheme, isvcConfig, deploymentMode)) diff --git a/pkg/controller/v1beta1/inferenceservice/controller_test.go b/pkg/controller/v1beta1/inferenceservice/controller_test.go index 0e7ec8bb15..1420e02bae 100644 --- a/pkg/controller/v1beta1/inferenceservice/controller_test.go +++ b/pkg/controller/v1beta1/inferenceservice/controller_test.go @@ -35,6 +35,7 @@ import ( istiov1beta1 "istio.io/api/networking/v1beta1" istioclientv1beta1 "istio.io/client-go/pkg/apis/networking/v1beta1" v1 "k8s.io/api/core/v1" + apierr "k8s.io/apimachinery/pkg/api/errors" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "k8s.io/apimachinery/pkg/types" @@ -67,17 +68,27 @@ var _ = Describe("v1beta1 inference service controller", func() { } configs = map[string]string{ "explainers": `{ - "alibi": { - "image": "kserve/alibi-explainer", - "defaultImageVersion": "latest" - } - }`, + "alibi": { + "image": "kserve/alibi-explainer", + "defaultImageVersion": "latest" + } + }`, "ingress": `{ - "ingressGateway": "knative-serving/knative-ingress-gateway", - "ingressService": "test-destination", - "localGateway": "knative-serving/knative-local-gateway", - "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local" - }`, + "ingressGateway": "knative-serving/knative-ingress-gateway", + "ingressService": "test-destination", + "localGateway": "knative-serving/knative-local-gateway", + "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local" + }`, + "storageInitializer": `{ + "image" : "kserve/storage-initializer:latest", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "CaBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false + }`, } ) Context("When creating inference service with predictor", func() { @@ -2087,4 +2098,317 @@ var _ = Describe("v1beta1 inference service controller", func() { })) }) }) + Context("Set CaBundle ConfigMap in inferenceservice-config confimap", func() { + It("Should not create a global cabundle configMap in a user namespace when CaBundleConfigMapName set ''", func() { + // Create configmap + var configMap = &v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: constants.InferenceServiceConfigMapName, + Namespace: constants.KServeNamespace, + }, + Data: configs, + } + + Expect(k8sClient.Create(context.TODO(), configMap)).NotTo(HaveOccurred()) + defer k8sClient.Delete(context.TODO(), configMap) + + By("By creating a new InferenceService") + serviceName := "sample-isvc" + var expectedRequest = reconcile.Request{NamespacedName: types.NamespacedName{Name: serviceName, Namespace: "default"}} + var serviceKey = expectedRequest.NamespacedName + var storageUri = "s3://test/mnist/export" + ctx := context.Background() + isvc := &v1beta1.InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: serviceKey.Name, + Namespace: serviceKey.Namespace, + }, + Spec: v1beta1.InferenceServiceSpec{ + Predictor: v1beta1.PredictorSpec{ + ComponentExtensionSpec: v1beta1.ComponentExtensionSpec{ + MinReplicas: v1beta1.GetIntReference(1), + MaxReplicas: 3, + }, + Tensorflow: &v1beta1.TFServingSpec{ + PredictorExtensionSpec: v1beta1.PredictorExtensionSpec{ + StorageURI: &storageUri, + RuntimeVersion: proto.String("1.14.0"), + Container: v1.Container{ + Name: constants.InferenceServiceContainerName, + Resources: defaultResource, + }, + }, + }, + }, + }, + } + Expect(k8sClient.Create(ctx, isvc)).Should(Succeed()) + + caBundleConfigMap := &v1.ConfigMap{} + Consistently(func() bool { + err := k8sClient.Get(ctx, types.NamespacedName{Name: constants.DefaultGlobalCaBundleConfigMapName, Namespace: "default"}, caBundleConfigMap) + if err != nil { + if apierr.IsNotFound(err) { + return true + } + } + return false + }, timeout, interval).Should(BeTrue()) + + }) + It("Should not create a global cabundle configmap in a user namespace when the target cabundle configmap in the 'inferenceservice-config' configmap does not exist", func() { + // Create configmap + copiedConfigs := make(map[string]string) + for key, value := range configs { + if key == "storageInitializer" { + copiedConfigs[key] = `{ + "image" : "kserve/storage-initializer:latest", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "CaBundleConfigMapName": "not-exist-configmap", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false + }` + } else { + copiedConfigs[key] = value + } + } + + var configMap = &v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: constants.InferenceServiceConfigMapName, + Namespace: constants.KServeNamespace, + }, + Data: copiedConfigs, + } + + Expect(k8sClient.Create(context.TODO(), configMap)).NotTo(HaveOccurred()) + defer k8sClient.Delete(context.TODO(), configMap) + + By("By creating a new InferenceService") + serviceName := "sample-isvc-2" + var expectedRequest = reconcile.Request{NamespacedName: types.NamespacedName{Name: serviceName, Namespace: "default"}} + var serviceKey = expectedRequest.NamespacedName + var storageUri = "s3://test/mnist/export" + ctx := context.Background() + isvc := &v1beta1.InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: serviceKey.Name, + Namespace: serviceKey.Namespace, + }, + Spec: v1beta1.InferenceServiceSpec{ + Predictor: v1beta1.PredictorSpec{ + ComponentExtensionSpec: v1beta1.ComponentExtensionSpec{ + MinReplicas: v1beta1.GetIntReference(1), + MaxReplicas: 3, + }, + Tensorflow: &v1beta1.TFServingSpec{ + PredictorExtensionSpec: v1beta1.PredictorExtensionSpec{ + StorageURI: &storageUri, + RuntimeVersion: proto.String("1.14.0"), + Container: v1.Container{ + Name: constants.InferenceServiceContainerName, + Resources: defaultResource, + }, + }, + }, + }, + }, + } + Expect(k8sClient.Create(ctx, isvc)).Should(Succeed()) + defer k8sClient.Delete(ctx, isvc) + + caBundleConfigMap := &v1.ConfigMap{} + Consistently(func() bool { + err := k8sClient.Get(ctx, types.NamespacedName{Name: constants.DefaultGlobalCaBundleConfigMapName, Namespace: "default"}, caBundleConfigMap) + if err != nil { + if apierr.IsNotFound(err) { + return true + } + } + return false + }, timeout, interval).Should(BeTrue()) + + }) + It("Should not create a global cabundle configmap in a user namespace when the cabundle.crt file data does not exist in the target cabundle configmap in the 'inferenceservice-config' configmap", func() { + // Create configmap + copiedConfigs := make(map[string]string) + for key, value := range configs { + if key == "storageInitializer" { + copiedConfigs[key] = `{ + "image" : "kserve/storage-initializer:latest", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "CaBundleConfigMapName": "test-cabundle-with-wrong-file-name", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false + }` + } else { + copiedConfigs[key] = value + } + } + var configMap = &v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: constants.InferenceServiceConfigMapName, + Namespace: constants.KServeNamespace, + }, + Data: copiedConfigs, + } + + Expect(k8sClient.Create(context.TODO(), configMap)).NotTo(HaveOccurred()) + defer k8sClient.Delete(context.TODO(), configMap) + + // Create original cabundle configmap with wrong file name + cabundleConfigMapData := make(map[string]string) + cabundleConfigMapData["wrong-cabundle-name.crt"] = "SAMPLE_CA_BUNDLE" + var originalCabundleConfigMap = &v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: "test-cabundle-with-wrong-file-name", + Namespace: constants.KServeNamespace, + }, + Data: cabundleConfigMapData, + } + + Expect(k8sClient.Create(context.TODO(), originalCabundleConfigMap)).NotTo(HaveOccurred()) + defer k8sClient.Delete(context.TODO(), originalCabundleConfigMap) + + By("By creating a new InferenceService") + serviceName := "sample-isvc-3" + var expectedRequest = reconcile.Request{NamespacedName: types.NamespacedName{Name: serviceName, Namespace: "default"}} + var serviceKey = expectedRequest.NamespacedName + var storageUri = "s3://test/mnist/export" + ctx := context.Background() + isvc := &v1beta1.InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: serviceKey.Name, + Namespace: serviceKey.Namespace, + }, + Spec: v1beta1.InferenceServiceSpec{ + Predictor: v1beta1.PredictorSpec{ + ComponentExtensionSpec: v1beta1.ComponentExtensionSpec{ + MinReplicas: v1beta1.GetIntReference(1), + MaxReplicas: 3, + }, + Tensorflow: &v1beta1.TFServingSpec{ + PredictorExtensionSpec: v1beta1.PredictorExtensionSpec{ + StorageURI: &storageUri, + RuntimeVersion: proto.String("1.14.0"), + Container: v1.Container{ + Name: constants.InferenceServiceContainerName, + Resources: defaultResource, + }, + }, + }, + }, + }, + } + Expect(k8sClient.Create(ctx, isvc)).Should(Succeed()) + defer k8sClient.Delete(ctx, isvc) + + caBundleConfigMap := &v1.ConfigMap{} + Consistently(func() bool { + err := k8sClient.Get(ctx, types.NamespacedName{Name: constants.DefaultGlobalCaBundleConfigMapName, Namespace: "default"}, caBundleConfigMap) + if err != nil { + if apierr.IsNotFound(err) { + return true + } + } + return false + }, timeout, interval).Should(BeTrue()) + }) + + It("Should create a global cabundle configmap in a user namespace when it meets all conditions and an inferenceservice is created", func() { + // Create configmap + copiedConfigs := make(map[string]string) + for key, value := range configs { + if key == "storageInitializer" { + copiedConfigs[key] = `{ + "image" : "kserve/storage-initializer:latest", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "CaBundleConfigMapName": "test-cabundle-with-right-file-name", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false + }` + } else { + copiedConfigs[key] = value + } + } + var configMap = &v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: constants.InferenceServiceConfigMapName, + Namespace: constants.KServeNamespace, + }, + Data: copiedConfigs, + } + + Expect(k8sClient.Create(context.TODO(), configMap)).NotTo(HaveOccurred()) + defer k8sClient.Delete(context.TODO(), configMap) + + //Create original cabundle configmap with right file name + cabundleConfigMapData := make(map[string]string) + // cabundle data + cabundleConfigMapData["cabundle.crt"] = "SAMPLE_CA_BUNDLE" + var originalCabundleConfigMap = &v1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: "test-cabundle-with-right-file-name", + Namespace: constants.KServeNamespace, + }, + Data: cabundleConfigMapData, + } + + Expect(k8sClient.Create(context.TODO(), originalCabundleConfigMap)).NotTo(HaveOccurred()) + defer k8sClient.Delete(context.TODO(), originalCabundleConfigMap) + + By("By creating a new InferenceService") + serviceName := "sample-isvc-4" + var expectedRequest = reconcile.Request{NamespacedName: types.NamespacedName{Name: serviceName, Namespace: "default"}} + var serviceKey = expectedRequest.NamespacedName + var storageUri = "s3://test/mnist/export" + ctx := context.Background() + isvc := &v1beta1.InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: serviceKey.Name, + Namespace: serviceKey.Namespace, + }, + Spec: v1beta1.InferenceServiceSpec{ + Predictor: v1beta1.PredictorSpec{ + ComponentExtensionSpec: v1beta1.ComponentExtensionSpec{ + MinReplicas: v1beta1.GetIntReference(1), + MaxReplicas: 3, + }, + Tensorflow: &v1beta1.TFServingSpec{ + PredictorExtensionSpec: v1beta1.PredictorExtensionSpec{ + StorageURI: &storageUri, + RuntimeVersion: proto.String("1.14.0"), + Container: v1.Container{ + Name: constants.InferenceServiceContainerName, + Resources: defaultResource, + }, + }, + }, + }, + }, + } + Expect(k8sClient.Create(ctx, isvc)).Should(Succeed()) + defer k8sClient.Delete(ctx, isvc) + + caBundleConfigMap := &v1.ConfigMap{} + Eventually(func() bool { + err := k8sClient.Get(ctx, types.NamespacedName{Name: constants.DefaultGlobalCaBundleConfigMapName, Namespace: "default"}, caBundleConfigMap) + if err != nil { + if apierr.IsNotFound(err) { + return false + } + } + return true + }, timeout, interval).Should(BeTrue()) + }) + }) }) diff --git a/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go b/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go index 3ba1dac9e0..e1f1d46c7e 100644 --- a/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go +++ b/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go @@ -67,18 +67,27 @@ var _ = Describe("v1beta1 inference service controller", func() { Context("When creating inference service with raw kube predictor", func() { configs := map[string]string{ "explainers": `{ - "alibi": { - "image": "kfserving/alibi-explainer", - "defaultImageVersion": "latest" - } - }`, + "alibi": { + "image": "kserve/alibi-explainer", + "defaultImageVersion": "latest" + } + }`, "ingress": `{ - "ingressGateway": "knative-serving/knative-ingress-gateway", - "ingressService": "test-destination", - "localGateway": "knative-serving/knative-local-gateway", - "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local", - "ingressDomain": "example.com" - }`, + "ingressGateway": "knative-serving/knative-ingress-gateway", + "ingressService": "test-destination", + "localGateway": "knative-serving/knative-local-gateway", + "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local" + }`, + "storageInitializer": `{ + "image" : "kserve/storage-initializer:latest", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "CaBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false + }`, } It("Should have ingress/service/deployment/hpa created", func() { diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler.go new file mode 100644 index 0000000000..4f32de2c72 --- /dev/null +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler.go @@ -0,0 +1,159 @@ +/* +Copyright 2023 The KServe Authors. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +*/ + +package cabundleconfigmap + +import ( + "context" + "encoding/json" + "fmt" + + kservev1beta1 "github.com/kserve/kserve/pkg/apis/serving/v1beta1" + "github.com/kserve/kserve/pkg/constants" + "github.com/kserve/kserve/pkg/webhook/admission/pod" + + corev1 "k8s.io/api/core/v1" + "k8s.io/apimachinery/pkg/types" + + "k8s.io/apimachinery/pkg/api/equality" + apierr "k8s.io/apimachinery/pkg/api/errors" + metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" + "k8s.io/apimachinery/pkg/runtime" + "knative.dev/pkg/kmp" + "sigs.k8s.io/controller-runtime/pkg/client" + logf "sigs.k8s.io/controller-runtime/pkg/log" +) + +var log = logf.Log.WithName("CaBundleConfigMapReconciler") + +type CaBundleConfigMapReconciler struct { + client client.Client + scheme *runtime.Scheme +} + +func NewCaBundleConfigMapReconciler(client client.Client, scheme *runtime.Scheme) *CaBundleConfigMapReconciler { + return &CaBundleConfigMapReconciler{ + client: client, + scheme: scheme, + } +} + +func (c *CaBundleConfigMapReconciler) Reconcile(isvc *kservev1beta1.InferenceService) error { + log.Info("Reconciling CaBundleConfigMap", "namespace", isvc.Namespace) + + isvcConfigMap := &corev1.ConfigMap{} + err := c.client.Get(context.TODO(), types.NamespacedName{Name: constants.InferenceServiceConfigMapName, Namespace: constants.KServeNamespace}, isvcConfigMap) + if err != nil { + log.Error(err, "failed to find config map", "name", constants.InferenceServiceConfigMapName) + return err + } + + storageInitializerConfig := &pod.StorageInitializerConfig{} + if storageInitializerConfigValue, ok := isvcConfigMap.Data["storageInitializer"]; ok { + err := json.Unmarshal([]byte(storageInitializerConfigValue), &storageInitializerConfig) + if err != nil { + return fmt.Errorf("unable to unmarshal storage initializer json string due to %w ", err) + } + } + + var newCaBundleConfigMap *corev1.ConfigMap + if storageInitializerConfig.CaBundleConfigMapName == "" { + return nil + } else { + newCaBundleConfigMap, err = c.getCabundleConfigMapForUserNS(storageInitializerConfig.CaBundleConfigMapName, constants.KServeNamespace, isvc.Namespace) + if err != nil { + return fmt.Errorf("fails to get cabundle configmap for creating to user namespace: %w", err) + } + } + + if err := c.ReconcileCaBundleConfigMap(newCaBundleConfigMap); err != nil { + return fmt.Errorf("fails to reconcile cabundle configmap: %w", err) + } + + return nil +} + +func (c *CaBundleConfigMapReconciler) getCabundleConfigMapForUserNS(caBundleNameInConfig string, kserveNamespace string, isvcNamespace string) (*corev1.ConfigMap, error) { + var newCaBundleConfigMap *corev1.ConfigMap + + // Check if cabundle configmap exist & the cabundle.crt exist in the data in controller namespace + // If it does not exist, return error + caBundleConfigMap := &corev1.ConfigMap{} + if err := c.client.Get(context.TODO(), + types.NamespacedName{Name: caBundleNameInConfig, Namespace: kserveNamespace}, caBundleConfigMap); err == nil { + + if caBundleConfigMapData := caBundleConfigMap.Data[constants.DefaultCaBundleFileName]; caBundleConfigMapData == "" { + return nil, fmt.Errorf("specified cabundle file %s not found in cabundle configmap %s", + constants.DefaultCaBundleFileName, caBundleNameInConfig) + } else { + configData := map[string]string{ + constants.DefaultCaBundleFileName: caBundleConfigMapData, + } + newCaBundleConfigMap = getDesiredCaBundleConfigMapForUserNS(constants.DefaultGlobalCaBundleConfigMapName, isvcNamespace, configData) + } + } else { + return nil, fmt.Errorf("can't read cabundle configmap %s: %w", constants.DefaultCaBundleFileName, err) + } + + return newCaBundleConfigMap, nil +} + +func getDesiredCaBundleConfigMapForUserNS(configmapName string, namespace string, cabundleData map[string]string) *corev1.ConfigMap { + desiredConfigMap := &corev1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: configmapName, + Namespace: namespace, + }, + Data: cabundleData, + } + + return desiredConfigMap +} + +// ReconcileCaBundleConfigMap will manage the creation, update and deletion of the ca bundle ConfigMap +func (c *CaBundleConfigMapReconciler) ReconcileCaBundleConfigMap(desiredConfigMap *corev1.ConfigMap) error { + + // Create ConfigMap if does not exist + existingConfigMap := &corev1.ConfigMap{} + err := c.client.Get(context.TODO(), types.NamespacedName{Name: desiredConfigMap.Name, Namespace: desiredConfigMap.Namespace}, existingConfigMap) + if err != nil { + if apierr.IsNotFound(err) { + log.Info("Creating cabundle configmap", "namespace", desiredConfigMap.Namespace, "name", desiredConfigMap.Name) + err = c.client.Create(context.TODO(), desiredConfigMap) + } + return err + } + + // Return if no differences to reconcile. + if equality.Semantic.DeepEqual(desiredConfigMap, existingConfigMap) { + return nil + } + + // Reconcile differences and update + diff, err := kmp.SafeDiff(desiredConfigMap.Data, existingConfigMap.Data) + if err != nil { + return fmt.Errorf("failed to diff cabundle configmap: %w", err) + } + log.V(1).Info("Reconciling cabundle configmap diff (-desired, +observed):", "diff", diff) + log.Info("Updating cabundle configmap", "namespace", existingConfigMap.Namespace, "name", existingConfigMap.Name) + existingConfigMap.Data = desiredConfigMap.Data + err = c.client.Update(context.TODO(), existingConfigMap) + if err != nil { + return fmt.Errorf("fails to update cabundle configmap: %w", err) + } + + return nil +} diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler_test.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler_test.go new file mode 100644 index 0000000000..52b3252e91 --- /dev/null +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/cabundleconfigmap/cabundle_configmap_reconciler_test.go @@ -0,0 +1,62 @@ +/* +Copyright 2023 The KServe Authors. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +*/ + +package cabundleconfigmap + +import ( + "testing" + + "github.com/google/go-cmp/cmp" + "github.com/kserve/kserve/pkg/constants" + corev1 "k8s.io/api/core/v1" + metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" +) + +func TestGetDesiredCaBundleConfigMapForUserNS(t *testing.T) { + cabundleConfigMapData := make(map[string]string) + + // cabundle data + cabundleConfigMapData["cabundle.crt"] = "SAMPLE_CA_BUNDLE" + targetNamespace := "test" + testCases := []struct { + name string + namespace string + configMapData map[string]string + expectedCopiedCaConfigMap *corev1.ConfigMap + }{ + { + name: "Do not create a ca bundle configmap,if CaBundleConfigMapName is '' in storageConfig of inference-config configmap", + namespace: targetNamespace, + configMapData: cabundleConfigMapData, + expectedCopiedCaConfigMap: &corev1.ConfigMap{ + ObjectMeta: metav1.ObjectMeta{ + Name: constants.DefaultGlobalCaBundleConfigMapName, + Namespace: targetNamespace, + }, + Data: cabundleConfigMapData, + }, + }, + } + + for _, tt := range testCases { + t.Run(tt.name, func(t *testing.T) { + result := getDesiredCaBundleConfigMapForUserNS(constants.DefaultGlobalCaBundleConfigMapName, tt.namespace, tt.configMapData) + if diff := cmp.Diff(tt.expectedCopiedCaConfigMap, result); diff != "" { + t.Errorf("Test %q unexpected result (-want +got): %v", t.Name(), diff) + } + }) + } +} diff --git a/pkg/credentials/s3/s3_secret.go b/pkg/credentials/s3/s3_secret.go index dc3c7c621a..10d4c75da4 100644 --- a/pkg/credentials/s3/s3_secret.go +++ b/pkg/credentials/s3/s3_secret.go @@ -39,6 +39,7 @@ const ( S3UseVirtualBucket = "S3_USER_VIRTUAL_BUCKET" AWSAnonymousCredential = "awsAnonymousCredential" AWSCABundle = "AWS_CA_BUNDLE" + AWSCABundleConfigMap = "AWS_CA_BUNDLE_CONFIGMAP" ) type S3Config struct { @@ -50,17 +51,19 @@ type S3Config struct { S3VerifySSL string `json:"s3VerifySSL,omitempty"` S3UseVirtualBucket string `json:"s3UseVirtualBucket,omitempty"` S3UseAnonymousCredential string `json:"s3UseAnonymousCredential,omitempty"` + S3CABundleConfigMap string `json:"s3CABundleConfigMap,omitempty"` S3CABundle string `json:"s3CABundle,omitempty"` } var ( - InferenceServiceS3SecretEndpointAnnotation = constants.KServeAPIGroupName + "/" + "s3-endpoint" - InferenceServiceS3SecretRegionAnnotation = constants.KServeAPIGroupName + "/" + "s3-region" - InferenceServiceS3SecretSSLAnnotation = constants.KServeAPIGroupName + "/" + "s3-verifyssl" - InferenceServiceS3SecretHttpsAnnotation = constants.KServeAPIGroupName + "/" + "s3-usehttps" - InferenceServiceS3UseVirtualBucketAnnotation = constants.KServeAPIGroupName + "/" + "s3-usevirtualbucket" - InferenceServiceS3UseAnonymousCredential = constants.KServeAPIGroupName + "/" + "s3-useanoncredential" - InferenceServiceS3CABundleAnnotation = constants.KServeAPIGroupName + "/" + "s3-cabundle" + InferenceServiceS3SecretEndpointAnnotation = constants.KServeAPIGroupName + "/" + "s3-endpoint" + InferenceServiceS3SecretRegionAnnotation = constants.KServeAPIGroupName + "/" + "s3-region" + InferenceServiceS3SecretSSLAnnotation = constants.KServeAPIGroupName + "/" + "s3-verifyssl" + InferenceServiceS3SecretHttpsAnnotation = constants.KServeAPIGroupName + "/" + "s3-usehttps" + InferenceServiceS3UseVirtualBucketAnnotation = constants.KServeAPIGroupName + "/" + "s3-usevirtualbucket" + InferenceServiceS3UseAnonymousCredential = constants.KServeAPIGroupName + "/" + "s3-useanoncredential" + InferenceServiceS3CABundleConfigMapAnnotation = constants.KServeAPIGroupName + "/" + "s3-cabundle-configmap" + InferenceServiceS3CABundleAnnotation = constants.KServeAPIGroupName + "/" + "s3-cabundle" ) func BuildSecretEnvs(secret *v1.Secret, s3Config *S3Config) []v1.EnvVar { diff --git a/pkg/credentials/s3/utils.go b/pkg/credentials/s3/utils.go index 37d31bc9d0..b23e4be83e 100644 --- a/pkg/credentials/s3/utils.go +++ b/pkg/credentials/s3/utils.go @@ -117,5 +117,16 @@ func BuildS3EnvVars(annotations map[string]string, s3Config *S3Config) []v1.EnvV }) } + customCABundleConfigMap, ok := annotations[InferenceServiceS3CABundleConfigMapAnnotation] + if !ok { + customCABundleConfigMap = s3Config.S3CABundleConfigMap + } + if customCABundleConfigMap != "" { + envs = append(envs, v1.EnvVar{ + Name: AWSCABundleConfigMap, + Value: customCABundleConfigMap, + }) + } + return envs } diff --git a/pkg/credentials/s3/utils_test.go b/pkg/credentials/s3/utils_test.go index d97fbe5fad..928510c83d 100644 --- a/pkg/credentials/s3/utils_test.go +++ b/pkg/credentials/s3/utils_test.go @@ -46,13 +46,14 @@ func TestBuildS3EnvVars(t *testing.T) { }, "AllAnnotations": { annotations: map[string]string{ - InferenceServiceS3SecretEndpointAnnotation: "s3.aws.com", - InferenceServiceS3SecretRegionAnnotation: "us-east-2", - InferenceServiceS3SecretSSLAnnotation: "0", - InferenceServiceS3SecretHttpsAnnotation: "0", - InferenceServiceS3UseVirtualBucketAnnotation: "true", - InferenceServiceS3UseAnonymousCredential: "true", - InferenceServiceS3CABundleAnnotation: "value", + InferenceServiceS3SecretEndpointAnnotation: "s3.aws.com", + InferenceServiceS3SecretRegionAnnotation: "us-east-2", + InferenceServiceS3SecretSSLAnnotation: "0", + InferenceServiceS3SecretHttpsAnnotation: "0", + InferenceServiceS3UseVirtualBucketAnnotation: "true", + InferenceServiceS3UseAnonymousCredential: "true", + InferenceServiceS3CABundleAnnotation: "value", + InferenceServiceS3CABundleConfigMapAnnotation: "value", }, expected: []v1.EnvVar{ { @@ -87,6 +88,10 @@ func TestBuildS3EnvVars(t *testing.T) { Name: AWSCABundle, Value: "value", }, + { + Name: AWSCABundleConfigMap, + Value: "value", + }, }, }, } diff --git a/pkg/credentials/service_account_credentials.go b/pkg/credentials/service_account_credentials.go index e63adb919e..0de908cb0d 100644 --- a/pkg/credentials/service_account_credentials.go +++ b/pkg/credentials/service_account_credentials.go @@ -137,6 +137,12 @@ func (c *CredentialBuilder) CreateStorageSpecSecretEnvs(namespace string, annota if _, ok = storageDataJson["bucket"]; ok && bucket == "" { bucket = storageDataJson["bucket"] } + if cabundle_configmap, ok := storageDataJson["cabundle_configmap"]; ok { + container.Env = append(container.Env, v1.EnvVar{ + Name: s3.AWSCABundleConfigMap, + Value: cabundle_configmap, + }) + } } // Pass storage config json as SecretKeyRef env var diff --git a/pkg/webhook/admission/pod/storage_initializer_injector.go b/pkg/webhook/admission/pod/storage_initializer_injector.go index a733b55ac2..e44241e8e6 100644 --- a/pkg/webhook/admission/pod/storage_initializer_injector.go +++ b/pkg/webhook/admission/pod/storage_initializer_injector.go @@ -20,6 +20,7 @@ import ( "context" "encoding/json" "fmt" + "path/filepath" "strconv" "strings" @@ -29,6 +30,7 @@ import ( "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/credentials" + "github.com/kserve/kserve/pkg/credentials/s3" v1 "k8s.io/api/core/v1" "knative.dev/pkg/ptr" "sigs.k8s.io/controller-runtime/pkg/client" @@ -43,6 +45,7 @@ const ( PvcURIPrefix = "pvc://" PvcSourceMountName = "kserve-pvc-source" PvcSourceMountPath = "/mnt/pvc" + CaBundleVolumeName = "cabundle-cert" ) type StorageInitializerConfig struct { @@ -51,6 +54,8 @@ type StorageInitializerConfig struct { CpuLimit string `json:"cpuLimit"` MemoryRequest string `json:"memoryRequest"` MemoryLimit string `json:"memoryLimit"` + CaBundleConfigMapName string `json:"caBundleConfigMapName"` + CaBundleVolumeMountPath string `json:"caBundleVolumeMountPath"` EnableDirectPvcVolumeMount bool `json:"enableDirectPvcVolumeMount"` } @@ -354,6 +359,58 @@ func (mi *StorageInitializerInjector) InjectStorageInitializer(pod *v1.Pod) erro } } + // Inject CA bundle configMap if caBundleConfigMapName or constants.DefaultGlobalCaBundleConfigMapName annotation is set + caBundleConfigMapName := mi.config.CaBundleConfigMapName + if ok := needCaBundleMount(caBundleConfigMapName, initContainer); ok { + if pod.Namespace != constants.KServeNamespace { + caBundleConfigMapName = constants.DefaultGlobalCaBundleConfigMapName + } + + caBundleVolumeMountPath := mi.config.CaBundleVolumeMountPath + if caBundleVolumeMountPath == "" { + caBundleVolumeMountPath = constants.DefaultCaBundleVolumeMountPath + } + + for _, envVar := range initContainer.Env { + if envVar.Name == s3.AWSCABundleConfigMap { + caBundleConfigMapName = envVar.Value + } + if envVar.Name == s3.AWSCABundle { + caBundleVolumeMountPath = filepath.Dir(envVar.Value) + } + } + + initContainer.Env = append(initContainer.Env, v1.EnvVar{ + Name: constants.CaBundleConfigMapNameEnvVarKey, + Value: caBundleConfigMapName, + }) + + initContainer.Env = append(initContainer.Env, v1.EnvVar{ + Name: constants.CaBundleVolumeMountPathEnvVarKey, + Value: caBundleVolumeMountPath, + }) + + caBundleVolume := v1.Volume{ + Name: CaBundleVolumeName, + VolumeSource: v1.VolumeSource{ + ConfigMap: &v1.ConfigMapVolumeSource{ + LocalObjectReference: v1.LocalObjectReference{ + Name: caBundleConfigMapName, + }, + }, + }, + } + + caBundleVolumeMount := v1.VolumeMount{ + Name: CaBundleVolumeName, + MountPath: caBundleVolumeMountPath, + ReadOnly: true, + } + + pod.Spec.Volumes = append(pod.Spec.Volumes, caBundleVolume) + initContainer.VolumeMounts = append(initContainer.VolumeMounts, caBundleVolumeMount) + } + // Update initContainer (container spec) from a storage container CR if there is a match, // otherwise initContainer is not updated. // Priority: CR > configMap @@ -432,3 +489,17 @@ func parsePvcURI(srcURI string) (pvcName string, pvcPath string, err error) { return pvcName, pvcPath, nil } + +func needCaBundleMount(caBundleConfigMapName string, initContainer *v1.Container) bool { + result := false + if caBundleConfigMapName != "" { + result = true + } + for _, envVar := range initContainer.Env { + if envVar.Name == s3.AWSCABundleConfigMap { + result = true + break + } + } + return result +} diff --git a/pkg/webhook/admission/pod/storage_initializer_injector_test.go b/pkg/webhook/admission/pod/storage_initializer_injector_test.go index fcfc0be0cf..097d1047f6 100644 --- a/pkg/webhook/admission/pod/storage_initializer_injector_test.go +++ b/pkg/webhook/admission/pod/storage_initializer_injector_test.go @@ -13,6 +13,7 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ + package pod import ( @@ -41,6 +42,8 @@ const ( StorageInitializerDefaultCPULimit = "1" StorageInitializerDefaultMemoryRequest = "200Mi" StorageInitializerDefaultMemoryLimit = "1Gi" + StorageInitializerDefaultCaBundleConfigMapName = "" + StorageInitializerDefaultCaBundleVolumeMountPath = "/etc/ssl/custom-certs" StorageInitializerDefaultEnableDirectPvcVolumeMount = false ) @@ -50,6 +53,8 @@ var ( CpuLimit: StorageInitializerDefaultCPULimit, MemoryRequest: StorageInitializerDefaultMemoryRequest, MemoryLimit: StorageInitializerDefaultMemoryLimit, + CaBundleConfigMapName: StorageInitializerDefaultCaBundleConfigMapName, + CaBundleVolumeMountPath: StorageInitializerDefaultCaBundleVolumeMountPath, EnableDirectPvcVolumeMount: StorageInitializerDefaultEnableDirectPvcVolumeMount, } @@ -1034,11 +1039,13 @@ func TestStorageInitializerConfigmap(t *testing.T) { Data: map[string]string{}, }), config: &StorageInitializerConfig{ - Image: "kserve/storage-initializer@sha256:xxx", - CpuRequest: StorageInitializerDefaultCPURequest, - CpuLimit: StorageInitializerDefaultCPULimit, - MemoryRequest: StorageInitializerDefaultMemoryRequest, - MemoryLimit: StorageInitializerDefaultMemoryLimit, + Image: "kserve/storage-initializer@sha256:xxx", + CpuRequest: StorageInitializerDefaultCPURequest, + CpuLimit: StorageInitializerDefaultCPULimit, + MemoryRequest: StorageInitializerDefaultMemoryRequest, + MemoryLimit: StorageInitializerDefaultMemoryLimit, + CaBundleConfigMapName: StorageInitializerDefaultCaBundleConfigMapName, + CaBundleVolumeMountPath: StorageInitializerDefaultCaBundleVolumeMountPath, }, client: c, } @@ -1069,18 +1076,22 @@ func TestGetStorageInitializerConfigs(t *testing.T) { "CpuRequest": "100m", "CpuLimit": "1", "MemoryRequest": "200Mi", - "MemoryLimit": "1Gi" + "MemoryLimit": "1Gi", + "CaBundleConfigMapName": "", + "CaBundleVolumeMountPath": "/etc/ssl/custom-certs" }`, }, BinaryData: map[string][]byte{}, }, matchers: []types.GomegaMatcher{ gomega.Equal(&StorageInitializerConfig{ - Image: "gcr.io/kserve/storage-initializer:latest", - CpuRequest: "100m", - CpuLimit: "1", - MemoryRequest: "200Mi", - MemoryLimit: "1Gi", + Image: "gcr.io/kserve/storage-initializer:latest", + CpuRequest: "100m", + CpuLimit: "1", + MemoryRequest: "200Mi", + MemoryLimit: "1Gi", + CaBundleConfigMapName: "", + CaBundleVolumeMountPath: "/etc/ssl/custom-certs", }), gomega.BeNil(), }, @@ -1096,18 +1107,22 @@ func TestGetStorageInitializerConfigs(t *testing.T) { "CpuRequest": "100m", "CpuLimit": "1", "MemoryRequest": "200MC", - "MemoryLimit": "1Gi" + "MemoryLimit": "1Gi", + "CaBundleConfigMapName": "", + "CaBundleVolumeMountPath": "/etc/ssl/custom-certs" }`, }, BinaryData: map[string][]byte{}, }, matchers: []types.GomegaMatcher{ gomega.Equal(&StorageInitializerConfig{ - Image: "gcr.io/kserve/storage-initializer:latest", - CpuRequest: "100m", - CpuLimit: "1", - MemoryRequest: "200MC", - MemoryLimit: "1Gi", + Image: "gcr.io/kserve/storage-initializer:latest", + CpuRequest: "100m", + CpuLimit: "1", + MemoryRequest: "200MC", + MemoryLimit: "1Gi", + CaBundleConfigMapName: "", + CaBundleVolumeMountPath: "/etc/ssl/custom-certs", }), gomega.HaveOccurred(), }, @@ -1159,6 +1174,727 @@ func TestParsePvcURI(t *testing.T) { } } +func TestCaBundleConfigMapVolumeMountInStorageInitializer(t *testing.T) { + g := gomega.NewGomegaWithT(t) + var configMap = &v1.ConfigMap{ + Data: map[string]string{ + "credentials": `{ + "gcs" : {"gcsCredentialFileName": "gcloud-application-credentials.json"}, + "s3" : { + "s3AccessKeyIDName": "awsAccessKeyID", + "s3SecretAccessKeyName": "awsSecretAccessKey" + } + }`, + }, + } + scenarios := map[string]struct { + storageConfig *StorageInitializerConfig + secret *v1.Secret + sa *v1.ServiceAccount + original *v1.Pod + expected *v1.Pod + }{ + "DoNotMountWithCaBundleConfigMapVolumeWhenCaBundleConfigMapNameNotSet": { + storageConfig: storageInitializerConfig, + secret: &v1.Secret{ + ObjectMeta: metav1.ObjectMeta{ + Name: "s3-secret", + Namespace: "default", + }, + Data: map[string][]byte{ + "awsAccessKeyID": {}, + "awsSecretAccessKey": {}, + }, + }, + sa: &v1.ServiceAccount{ + ObjectMeta: metav1.ObjectMeta{ + Name: "default", + Namespace: "default", + }, + Secrets: []v1.ObjectReference{ + { + Name: "s3-secret", + Namespace: "default", + }, + }, + }, + original: makePod(), + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: "gs://foo", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + ReadOnly: true, + }, + }, + }, + }, + InitContainers: []v1.Container{ + { + Name: "storage-initializer", + Image: StorageInitializerContainerImage + ":" + StorageInitializerContainerImageVersion, + Args: []string{"gs://foo", constants.DefaultModelLocalMountPath}, + Env: []v1.EnvVar{ + { + Name: s3.AWSAccessKeyId, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsAccessKeyID", + }, + }, + }, + { + Name: s3.AWSSecretAccessKey, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsSecretAccessKey", + }, + }, + }, + }, + Resources: resourceRequirement, + TerminationMessagePolicy: "FallbackToLogsOnError", + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + }, + }, + }, + }, + Volumes: []v1.Volume{ + { + Name: "kserve-provision-location", + VolumeSource: v1.VolumeSource{ + EmptyDir: &v1.EmptyDirVolumeSource{}, + }, + }, + }, + }, + }, + }, + "MountsCaBundleConfigMapVolumeWhenCaBundleConfigMapNameSet": { + storageConfig: &StorageInitializerConfig{ + Image: "kserve/storage-initializer:latest", + CpuRequest: "100m", + CpuLimit: "1", + MemoryRequest: "200Mi", + MemoryLimit: "1Gi", + CaBundleConfigMapName: "custom-certs", // enable CA bundle config volume mount + }, + secret: &v1.Secret{ + ObjectMeta: metav1.ObjectMeta{ + Name: "s3-secret", + Namespace: "default", + }, + Data: map[string][]byte{ + "awsAccessKeyID": {}, + "awsSecretAccessKey": {}, + }, + }, + sa: &v1.ServiceAccount{ + ObjectMeta: metav1.ObjectMeta{ + Name: "default", + Namespace: "default", + }, + Secrets: []v1.ObjectReference{ + { + Name: "s3-secret", + Namespace: "default", + }, + }, + }, + original: makePod(), + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: "gs://foo", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + ReadOnly: true, + }, + }, + }, + }, + InitContainers: []v1.Container{ + { + Name: "storage-initializer", + Image: StorageInitializerContainerImage + ":" + StorageInitializerContainerImageVersion, + Args: []string{"gs://foo", constants.DefaultModelLocalMountPath}, + Env: []v1.EnvVar{ + { + Name: s3.AWSAccessKeyId, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsAccessKeyID", + }, + }, + }, + { + Name: s3.AWSSecretAccessKey, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsSecretAccessKey", + }, + }, + }, + {Name: "CA_BUNDLE_CONFIGMAP_NAME", Value: constants.DefaultGlobalCaBundleConfigMapName}, + {Name: "CA_BUNDLE_VOLUME_MOUNT_POINT", Value: "/etc/ssl/custom-certs"}, + }, + Resources: resourceRequirement, + TerminationMessagePolicy: "FallbackToLogsOnError", + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + }, + { + Name: CaBundleVolumeName, + MountPath: constants.DefaultCaBundleVolumeMountPath, + ReadOnly: true, + }, + }, + }, + }, + Volumes: []v1.Volume{ + { + Name: "kserve-provision-location", + VolumeSource: v1.VolumeSource{ + EmptyDir: &v1.EmptyDirVolumeSource{}, + }, + }, + { + Name: CaBundleVolumeName, + VolumeSource: v1.VolumeSource{ + ConfigMap: &v1.ConfigMapVolumeSource{ + LocalObjectReference: v1.LocalObjectReference{ + Name: constants.DefaultGlobalCaBundleConfigMapName, + }, + }, + }, + }, + }, + }, + }, + }, + "MountsCaBundleConfigMapVolumeByAnnotation": { + storageConfig: &StorageInitializerConfig{ + Image: "kserve/storage-initializer:latest", + CpuRequest: "100m", + CpuLimit: "1", + MemoryRequest: "200Mi", + MemoryLimit: "1Gi", + }, + secret: &v1.Secret{ + ObjectMeta: metav1.ObjectMeta{ + Name: "s3-secret", + Namespace: "default", + Annotations: map[string]string{ + s3.InferenceServiceS3CABundleConfigMapAnnotation: "cabundle-annotation", + }, + }, + Data: map[string][]byte{ + "awsAccessKeyID": {}, + "awsSecretAccessKey": {}, + }, + }, + sa: &v1.ServiceAccount{ + ObjectMeta: metav1.ObjectMeta{ + Name: "default", + Namespace: "default", + }, + Secrets: []v1.ObjectReference{ + { + Name: "s3-secret", + Namespace: "default", + }, + }, + }, + original: makePod(), + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: "gs://foo", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + ReadOnly: true, + }, + }, + }, + }, + InitContainers: []v1.Container{ + { + Name: "storage-initializer", + Image: StorageInitializerContainerImage + ":" + StorageInitializerContainerImageVersion, + Args: []string{"gs://foo", constants.DefaultModelLocalMountPath}, + Env: []v1.EnvVar{ + { + Name: s3.AWSAccessKeyId, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsAccessKeyID", + }, + }, + }, + { + Name: s3.AWSSecretAccessKey, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsSecretAccessKey", + }, + }, + }, + {Name: "AWS_CA_BUNDLE_CONFIGMAP", Value: "cabundle-annotation"}, + {Name: "CA_BUNDLE_CONFIGMAP_NAME", Value: "cabundle-annotation"}, + {Name: "CA_BUNDLE_VOLUME_MOUNT_POINT", Value: "/etc/ssl/custom-certs"}, + }, + Resources: resourceRequirement, + TerminationMessagePolicy: "FallbackToLogsOnError", + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + }, + { + Name: CaBundleVolumeName, + MountPath: constants.DefaultCaBundleVolumeMountPath, + ReadOnly: true, + }, + }, + }, + }, + Volumes: []v1.Volume{ + { + Name: "kserve-provision-location", + VolumeSource: v1.VolumeSource{ + EmptyDir: &v1.EmptyDirVolumeSource{}, + }, + }, + { + Name: CaBundleVolumeName, + VolumeSource: v1.VolumeSource{ + ConfigMap: &v1.ConfigMapVolumeSource{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "cabundle-annotation", + }, + }, + }, + }, + }, + }, + }, + }, + "MountsCaBundleConfigMapVolumeByAnnotationInstreadOfConfigMap": { + storageConfig: &StorageInitializerConfig{ + Image: "kserve/storage-initializer:latest", + CpuRequest: "100m", + CpuLimit: "1", + MemoryRequest: "200Mi", + MemoryLimit: "1Gi", + CaBundleConfigMapName: "custom-certs", // enable CA bundle configmap volume mount + }, + secret: &v1.Secret{ + ObjectMeta: metav1.ObjectMeta{ + Name: "s3-secret", + Namespace: "default", + Annotations: map[string]string{ + s3.InferenceServiceS3CABundleConfigMapAnnotation: "cabundle-annotation", + }, + }, + Data: map[string][]byte{ + "awsAccessKeyID": {}, + "awsSecretAccessKey": {}, + }, + }, + sa: &v1.ServiceAccount{ + ObjectMeta: metav1.ObjectMeta{ + Name: "default", + Namespace: "default", + }, + Secrets: []v1.ObjectReference{ + { + Name: "s3-secret", + Namespace: "default", + }, + }, + }, + original: makePod(), + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: "gs://foo", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + ReadOnly: true, + }, + }, + }, + }, + InitContainers: []v1.Container{ + { + Name: "storage-initializer", + Image: StorageInitializerContainerImage + ":" + StorageInitializerContainerImageVersion, + Args: []string{"gs://foo", constants.DefaultModelLocalMountPath}, + Env: []v1.EnvVar{ + { + Name: s3.AWSAccessKeyId, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsAccessKeyID", + }, + }, + }, + { + Name: s3.AWSSecretAccessKey, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsSecretAccessKey", + }, + }, + }, + {Name: "AWS_CA_BUNDLE_CONFIGMAP", Value: "cabundle-annotation"}, + {Name: "CA_BUNDLE_CONFIGMAP_NAME", Value: "cabundle-annotation"}, + {Name: "CA_BUNDLE_VOLUME_MOUNT_POINT", Value: "/etc/ssl/custom-certs"}, + }, + Resources: resourceRequirement, + TerminationMessagePolicy: "FallbackToLogsOnError", + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + }, + { + Name: CaBundleVolumeName, + MountPath: constants.DefaultCaBundleVolumeMountPath, + ReadOnly: true, + }, + }, + }, + }, + Volumes: []v1.Volume{ + { + Name: "kserve-provision-location", + VolumeSource: v1.VolumeSource{ + EmptyDir: &v1.EmptyDirVolumeSource{}, + }, + }, + { + Name: CaBundleVolumeName, + VolumeSource: v1.VolumeSource{ + ConfigMap: &v1.ConfigMapVolumeSource{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "cabundle-annotation", + }, + }, + }, + }, + }, + }, + }, + }, + "DoNotSetMountsCaBundleConfigMapVolumePathByAnnotationIfCaBundleConfigMapNameDidNotSet": { + storageConfig: storageInitializerConfig, + secret: &v1.Secret{ + ObjectMeta: metav1.ObjectMeta{ + Name: "s3-secret", + Namespace: "default", + Annotations: map[string]string{ + s3.InferenceServiceS3CABundleAnnotation: "/path/to/ca.crt", + }, + }, + Data: map[string][]byte{ + "awsAccessKeyID": {}, + "awsSecretAccessKey": {}, + }, + }, + sa: &v1.ServiceAccount{ + ObjectMeta: metav1.ObjectMeta{ + Name: "default", + Namespace: "default", + }, + Secrets: []v1.ObjectReference{ + { + Name: "s3-secret", + Namespace: "default", + }, + }, + }, + original: makePod(), + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: "gs://foo", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + ReadOnly: true, + }, + }, + }, + }, + InitContainers: []v1.Container{ + { + Name: "storage-initializer", + Image: StorageInitializerContainerImage + ":" + StorageInitializerContainerImageVersion, + Args: []string{"gs://foo", constants.DefaultModelLocalMountPath}, + Env: []v1.EnvVar{ + { + Name: s3.AWSAccessKeyId, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsAccessKeyID", + }, + }, + }, + { + Name: s3.AWSSecretAccessKey, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsSecretAccessKey", + }, + }, + }, + {Name: "AWS_CA_BUNDLE", Value: "/path/to/ca.crt"}, + }, + Resources: resourceRequirement, + TerminationMessagePolicy: "FallbackToLogsOnError", + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + }, + }, + }, + }, + Volumes: []v1.Volume{ + { + Name: "kserve-provision-location", + VolumeSource: v1.VolumeSource{ + EmptyDir: &v1.EmptyDirVolumeSource{}, + }, + }, + }, + }, + }, + }, + "SetMountsCaBundleConfigMapVolumePathByAnnotationInstreadOfConfigMap": { + storageConfig: &StorageInitializerConfig{ + Image: "kserve/storage-initializer:latest", + CpuRequest: "100m", + CpuLimit: "1", + MemoryRequest: "200Mi", + MemoryLimit: "1Gi", + CaBundleConfigMapName: "custom-certs", // enable CA bundle configmap volume mount + CaBundleVolumeMountPath: "/path/to", // set CA bundle configmap volume mount path + }, + secret: &v1.Secret{ + ObjectMeta: metav1.ObjectMeta{ + Name: "s3-secret", + Namespace: "default", + Annotations: map[string]string{ + s3.InferenceServiceS3CABundleAnnotation: "/annotation/path/to/annotation-ca.crt", + }, + }, + Data: map[string][]byte{ + "awsAccessKeyID": {}, + "awsSecretAccessKey": {}, + }, + }, + sa: &v1.ServiceAccount{ + ObjectMeta: metav1.ObjectMeta{ + Name: "default", + Namespace: "default", + }, + Secrets: []v1.ObjectReference{ + { + Name: "s3-secret", + Namespace: "default", + }, + }, + }, + original: makePod(), + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: "gs://foo", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + ReadOnly: true, + }, + }, + }, + }, + InitContainers: []v1.Container{ + { + Name: "storage-initializer", + Image: StorageInitializerContainerImage + ":" + StorageInitializerContainerImageVersion, + Args: []string{"gs://foo", constants.DefaultModelLocalMountPath}, + Env: []v1.EnvVar{ + { + Name: s3.AWSAccessKeyId, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsAccessKeyID", + }, + }, + }, + { + Name: s3.AWSSecretAccessKey, + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{ + LocalObjectReference: v1.LocalObjectReference{ + Name: "s3-secret", + }, + Key: "awsSecretAccessKey", + }, + }, + }, + {Name: "AWS_CA_BUNDLE", Value: "/annotation/path/to/annotation-ca.crt"}, + {Name: "CA_BUNDLE_CONFIGMAP_NAME", Value: constants.DefaultGlobalCaBundleConfigMapName}, + {Name: "CA_BUNDLE_VOLUME_MOUNT_POINT", Value: "/annotation/path/to"}, + }, + Resources: resourceRequirement, + TerminationMessagePolicy: "FallbackToLogsOnError", + VolumeMounts: []v1.VolumeMount{ + { + Name: "kserve-provision-location", + MountPath: constants.DefaultModelLocalMountPath, + }, + { + Name: CaBundleVolumeName, + MountPath: "/annotation/path/to", + ReadOnly: true, + }, + }, + }, + }, + Volumes: []v1.Volume{ + { + Name: "kserve-provision-location", + VolumeSource: v1.VolumeSource{ + EmptyDir: &v1.EmptyDirVolumeSource{}, + }, + }, + { + Name: CaBundleVolumeName, + VolumeSource: v1.VolumeSource{ + ConfigMap: &v1.ConfigMapVolumeSource{ + LocalObjectReference: v1.LocalObjectReference{ + Name: constants.DefaultGlobalCaBundleConfigMapName, + }, + }, + }, + }, + }, + }, + }, + }, + } + + builder := credentials.NewCredentialBuilder(c, configMap) + for name, scenario := range scenarios { + g.Expect(c.Create(context.TODO(), scenario.sa)).NotTo(gomega.HaveOccurred()) + g.Expect(c.Create(context.TODO(), scenario.secret)).NotTo(gomega.HaveOccurred()) + + injector := &StorageInitializerInjector{ + credentialBuilder: builder, + config: scenario.storageConfig, + client: c, + } + if err := injector.InjectStorageInitializer(scenario.original); err != nil { + t.Errorf("Test %q unexpected failure [%s]", name, err.Error()) + } + if diff, _ := kmp.SafeDiff(scenario.expected.Spec, scenario.original.Spec); diff != "" { + t.Errorf("Test %q unexpected result (-want +got): %v", name, diff) + } + + g.Expect(c.Delete(context.TODO(), scenario.secret)).NotTo(gomega.HaveOccurred()) + g.Expect(c.Delete(context.TODO(), scenario.sa)).NotTo(gomega.HaveOccurred()) + } + +} + func TestDirectVolumeMountForPvc(t *testing.T) { scenarios := map[string]struct { original *v1.Pod diff --git a/python/kserve/kserve/storage/storage.py b/python/kserve/kserve/storage/storage.py index 6466ea883f..50bfa8aa39 100644 --- a/python/kserve/kserve/storage/storage.py +++ b/python/kserve/kserve/storage/storage.py @@ -175,6 +175,25 @@ def _download_s3(uri, temp_dir: str): if verify_ssl: verify_ssl = not verify_ssl.lower() in ["0", "false"] kwargs.update({"verify": verify_ssl}) + else: + verify_ssl = True + + # If verify_ssl is true, then check there is custom ca bundle cert + if verify_ssl: + global_ca_bundle_configmap = os.getenv("CA_BUNDLE_CONFIGMAP_NAME") + if global_ca_bundle_configmap: + isvc_aws_ca_bundle_path = os.getenv("AWS_CA_BUNDLE") + if isvc_aws_ca_bundle_path and isvc_aws_ca_bundle_path != "": + ca_bundle_full_path = isvc_aws_ca_bundle_path + else: + global_ca_bundle_volume_mount_path = os.getenv("CA_BUNDLE_VOLUME_MOUNT_POINT") + ca_bundle_full_path = global_ca_bundle_volume_mount_path + "/cabundle.crt" + if os.path.exists(ca_bundle_full_path): + logging.info('ca bundle file(%s) exists.' % (ca_bundle_full_path)) + kwargs.update({"verify": ca_bundle_full_path}) + else: + raise RuntimeError( + "Failed to find ca bundle file(%s)." % ca_bundle_full_path) s3 = boto3.resource("s3", **kwargs) parsed = urlparse(uri, scheme='s3') bucket_name = parsed.netloc From 611c4a088cd9830a630e4ffa46c90502ac98e387 Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Sat, 9 Dec 2023 21:51:26 +0530 Subject: [PATCH 02/33] Fix tensorflow e2e test fails due to OOM error (#3293) Signed-off-by: Sivanantham Chinnaiyan --- test/e2e/predictor/test_tensorflow.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/test/e2e/predictor/test_tensorflow.py b/test/e2e/predictor/test_tensorflow.py index 457d6fd95d..bb38b67724 100644 --- a/test/e2e/predictor/test_tensorflow.py +++ b/test/e2e/predictor/test_tensorflow.py @@ -37,8 +37,8 @@ def test_tensorflow_kserve(): tensorflow=V1beta1TFServingSpec( storage_uri='gs://kfserving-examples/models/tensorflow/flowers', resources=V1ResourceRequirements( - requests={'cpu': '10m', 'memory': '128Mi'}, - limits={'cpu': '100m', 'memory': '256Mi'} + requests={'cpu': '10m', 'memory': '256Mi'}, + limits={'cpu': '100m', 'memory': '512Mi'} ) ) ) @@ -70,8 +70,8 @@ def test_tensorflow_runtime_kserve(): ), storage_uri='gs://kfserving-examples/models/tensorflow/flowers', resources=V1ResourceRequirements( - requests={'cpu': '10m', 'memory': '128Mi'}, - limits={'cpu': '100m', 'memory': '256Mi'} + requests={'cpu': '10m', 'memory': '256Mi'}, + limits={'cpu': '100m', 'memory': '512Mi'} ) ) ) From 58bf8f97ccfc75b3a05e0eb6f5e78e769d3e145a Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Mon, 11 Dec 2023 03:08:30 +0530 Subject: [PATCH 03/33] Update Istio-Dex docs (#3260) * Update Istio-Dex docs Signed-off-by: Sivanantham Chinnaiyan * Add docs for auth using service account Signed-off-by: Sivanantham Chinnaiyan * Fix kfserving name Signed-off-by: Dan Sun --------- Signed-off-by: Sivanantham Chinnaiyan Signed-off-by: Dan Sun Co-authored-by: Dan Sun --- docs/samples/istio-dex/README.md | 282 ++++++++++++++++++++-------- docs/samples/istio-dex/dex_auth.py | 129 +++++++++++++ docs/samples/istio-dex/sklearn.yaml | 4 +- 3 files changed, 340 insertions(+), 75 deletions(-) create mode 100644 docs/samples/istio-dex/dex_auth.py diff --git a/docs/samples/istio-dex/README.md b/docs/samples/istio-dex/README.md index 9e630b3b6c..031ec8d704 100644 --- a/docs/samples/istio-dex/README.md +++ b/docs/samples/istio-dex/README.md @@ -1,106 +1,240 @@ -# KFServing on Kubeflow with Istio-Dex +# KServe on Kubeflow with Istio-Dex -This example shows how to create a KFServing InferenceService as well as sending a prediction request to the InferenceService in an Istio-Dex environment. +This example shows how to create an InferenceService as well as sending a prediction request to the InferenceService in an Istio-Dex environment. We will be using the [SKLearn example](/docs/samples/v1beta1/sklearn/v1) to create our InferenceService. ## Setup -Deploy a Multi-user, auth-enabled Kubeflow from Kustomize manifests using [kftcl_istio_dex.yaml](https://raw.githubusercontent.com/kubeflow/manifests/v1.1-branch/kfdef/kfctl_istio_dex.yaml) +Deploy a Multi-user, auth-enabled Kubeflow from [Kustomize manifests](https://github.com/kubeflow/manifests#installation). ## Create the InferenceService -Apply the CRD to your namespace (this example uses the namespace `admin`) +Create the InferenceService using the [manifest](sklearn.yaml) in your namespace (this example uses the namespace `kubeflow-user-example-com`) ```bash -kubectl apply -f sklearn.yaml -n admin +kubectl apply -f sklearn.yaml -n kubeflow-user-example-com ``` Expected Output ``` -$ inferenceservice.serving.kubeflow.org/sklearn-iris created +$ inferenceservice.serving.kserve.io/sklearn-iris created ``` ## Run a prediction ### Authentication +There are 2 ways to authenticate with kubeflow in order to send prediction requests to the InferenceService. -There are 2 methods to obtain the authservice_session token in order to send authenticated prediction requests to the `InferenceService`. - -* From CLI - - Follow the steps: - - ```bash - 1) CLUSTER_IP=$(kubectl -n istio-system get service istio-ingressgateway -o jsonpath='{.spec.clusterIP}') - - 2) curl -v http://${CLUSTER_IP} - Response: - >> Found. - - STATE=STATE_VALUE - - 3) curl -v "http://${CLUSTER_IP}/dex/auth?client_id=kubeflow-oidc-authservice&redirect_uri=%2Flogin%2Foidc&response_type=code&scope=profile+email+groups+openid&state=${STATE}" - Response: - >> Found - - REQ=REQ_VALUE - 4) curl -v "http://${CLUSTER_IP}/dex/auth/local?req=${REQ}" -H 'Content-Type: application/x-www-form-urlencoded' --data 'login=admin%40kubeflow.org&password=12341234' - - 5) curl -v "http://${CLUSTER_IP}/dex/approval?req=${REQ}" - - Response: - >> See Other. - - CODE=CODE_VALUE - - 6) curl -v "http://${CLUSTER_IP}/login/oidc?code=${CODE}&state=${STATE}" - - Response: - >> set-cookie authservice_session=SESSION - - SESSION=SESSION - ``` - -* From the browser - - 1. Log in to Kubeflow Central Dashboard with your user account. - 2. View cookies used in the Kubeflow Central Dashboard site from your browser. - 3. Copy the token content from the cookie `authservice_session` - - ![authservice_session](https://user-images.githubusercontent.com/41395198/81792510-bbd28800-953a-11ea-8cab-f9bee161d5a7.png) - -### Prediction - +#### Authenticate through service account token +By default, kubeflow creates two `ServiceAccount` namely `default-editor` and `default-viewer` for every user in their kubeflow user namespace. +We are going to use the `default-editor` ServiceAccount to create a JWT token which allows us to authenticate with dex. ```bash -MODEL_NAME=sklearn-iris -INPUT_PATH=@./iris-input.json -CLUSTER_IP=$(kubectl -n istio-system get service istio-ingressgateway -o jsonpath='{.spec.clusterIP}') -SERVICE_HOSTNAME=$(kubectl get -n admin inferenceservice ${MODEL_NAME} -o jsonpath='{.status.url}' | cut -d "/" -f 3) -curl -v -H "Host: ${SERVICE_HOSTNAME}" -H "Cookie: authservice_session=${SESSION}" http://${CLUSTER_IP}/v1/models/${MODEL_NAME}:predict -d ${INPUT_PATH} + kubectl get sa -n kubeflow-user-example-com +``` +1. Create a JWT token for the `ServiceAccount` with audience `istio-ingressgateway.istio-system.svc.cluster.local`. + Modify the duration according to your needs. + ```shell + TOKEN=$(kubectl create token default-editor -n kubeflow-user-example-com --audience=istio-ingressgateway.istio-system.svc.cluster.local --duration=24h) + ``` +#### Prediction +```bash +curl -v -H "Host: sklearn-iris.kubeflow-user-example-com.example.com" -H "Authorization: Bearer $TOKEN" -H "Content-Type: application/json" -d @./iris-input.json http://localhost:8080/v1/models/sklearn-iris:predict ``` -Expected Output - +**Expected Output** ```bash -* Trying 10.152.183.241... -* TCP_NODELAY set -* Connected to 10.152.183.241 (10.152.183.241) port 80 (#0) +* Trying 127.0.0.1:8080... +* Connected to localhost (127.0.0.1) port 8080 (#0) > POST /v1/models/sklearn-iris:predict HTTP/1.1 -> Host: sklearn-iris.admin.example.com -> User-Agent: curl/7.58.0 +> Host: sklearn-iris.kubeflow-user-example-com.example.com +> User-Agent: curl/7.85.0 > Accept: */* -> Cookie: authservice_session=MTU4OTI5NDAzMHxOd3dBTkVveldFUlRWa3hJUVVKV1NrZE1WVWhCVmxSS05GRTFSMGhaVmtWR1JrUlhSRXRRUmtnMVRrTkpUekpOTTBOSFNGcElXRkU9fLgsofp8amFkZv4N4gnFUGjCePgaZPAU20ylfr8J-63T +> Authorization: Bearer eyJhbGciOiJSUzI1NiIsImtpZCI6IkY2S29nTmpNOGZmUkZiZnh2d2Q0QzJfNWc5UjIybF9FTXZ2ZXpORzM3VjQifQ.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.nmk7AnNN8x2MPW_x77yk8wAFwgyiyHWzYfM0F1FpdZvGoG5Xl_lEr_7wIE4PuYm0Y5ATSC6ug5BbGlPg6fgvARcSQZYqq8T6ha3YtXrtt7V_VJnGYjC3bIM1mKW7aiQBzhoTjecRAy4iOrdpMK4UNVgxEIYxTl-KNdaFStgrYY90u3yY51_birTSJBzwF4pdSVkJeR8YHvUeb3yTYGeTpab23NhcspeUoXXtSp2cqqaTS-LJd0JU_5y45DqzMmMGt4s2XWsuOsUl3AQ8iFqGKFfsBWaBp9cReETooGKcQN9dtOfOTZ9K-Kvr93oo5aycr7EzzPlFqapFP-9n7ueXQw +> Content-Type: application/json > Content-Length: 76 -> Content-Type: application/x-www-form-urlencoded > -* upload completely sent off: 76 out of 76 bytes +* Mark bundle as not supporting multiuse < HTTP/1.1 200 OK -< content-length: 23 -< content-type: text/html; charset=UTF-8 -< date: Tue, 12 May 2020 14:38:50 GMT +< content-length: 21 +< content-type: application/json +< date: Thu, 30 Nov 2023 08:48:50 GMT < server: istio-envoy -< x-envoy-upstream-service-time: 7307 +< x-envoy-upstream-service-time: 72 < -* Connection #0 to host 10.152.183.241 left intact -{"predictions": [1, 1]} +* Connection #0 to host localhost left intact +{"predictions":[1,1]} +``` + +#### Authenticate through cookies + +The below python code defines a *get_istio_auth_session()* function that returns a session cookie by authenticating with dex. + +```python +import re +from urllib.parse import urlsplit +import requests + +def get_istio_auth_session(url: str, username: str, password: str) -> dict: + """ + Determine if the specified URL is secured by Dex and try to obtain a session cookie. + WARNING: only Dex `staticPasswords` and `LDAP` authentication are currently supported + (we default to using `staticPasswords` if both are enabled) + + :param url: Kubeflow server URL, including protocol + :param username: Dex `staticPasswords` or `LDAP` username + :param password: Dex `staticPasswords` or `LDAP` password + :return: auth session information + """ + # define the default return object + auth_session = { + "endpoint_url": url, # KF endpoint URL + "redirect_url": None, # KF redirect URL, if applicable + "dex_login_url": None, # Dex login URL (for POST of credentials) + "is_secured": None, # True if KF endpoint is secured + "session_cookie": None, # Resulting session cookies in the form "key1=value1; key2=value2" + } + + # use a persistent session (for cookies) + with requests.Session() as s: + ################ + # Determine if Endpoint is Secured + ################ + resp = s.get(url, allow_redirects=True) + if resp.status_code != 200: + raise RuntimeError( + f"HTTP status code '{resp.status_code}' for GET against: {url}" + ) + + auth_session["redirect_url"] = resp.url + + # if we were NOT redirected, then the endpoint is UNSECURED + if len(resp.history) == 0: + auth_session["is_secured"] = False + return auth_session + else: + auth_session["is_secured"] = True + + ################ + # Get Dex Login URL + ################ + redirect_url_obj = urlsplit(auth_session["redirect_url"]) + + # if we are at `/auth?=xxxx` path, we need to select an auth type + if re.search(r"/auth$", redirect_url_obj.path): + ####### + # TIP: choose the default auth type by including ONE of the following + ####### + + # OPTION 1: set "staticPasswords" as default auth type + redirect_url_obj = redirect_url_obj._replace( + path=re.sub(r"/auth$", "/auth/local", redirect_url_obj.path) + ) + # OPTION 2: set "ldap" as default auth type + # redirect_url_obj = redirect_url_obj._replace( + # path=re.sub(r"/auth$", "/auth/ldap", redirect_url_obj.path) + # ) + + # if we are at `/auth/xxxx/login` path, then no further action is needed (we can use it for login POST) + if re.search(r"/auth/.*/login$", redirect_url_obj.path): + auth_session["dex_login_url"] = redirect_url_obj.geturl() + + # else, we need to be redirected to the actual login page + else: + # this GET should redirect us to the `/auth/xxxx/login` path + resp = s.get(redirect_url_obj.geturl(), allow_redirects=True) + if resp.status_code != 200: + raise RuntimeError( + f"HTTP status code '{resp.status_code}' for GET against: {redirect_url_obj.geturl()}" + ) + + # set the login url + auth_session["dex_login_url"] = resp.url + + ################ + # Attempt Dex Login + ################ + resp = s.post( + auth_session["dex_login_url"], + data={"login": username, "password": password}, + allow_redirects=True, + ) + if len(resp.history) == 0: + raise RuntimeError( + f"Login credentials were probably invalid - " + f"No redirect after POST to: {auth_session['dex_login_url']}" + ) + + # store the session cookies in a "key1=value1; key2=value2" string + auth_session["session_cookie"] = "; ".join( + [f"{c.name}={c.value}" for c in s.cookies] + ) + auth_session["authservice_session"] = s.cookies.get("authservice_session") + + return auth_session ``` + +#### Prediction + +This python code uses the above function to obtain the authservice_session token in order to +send authenticated prediction requests to the `InferenceService`. + +```python +import requests + +KUBEFLOW_ENDPOINT = "http://localhost:8080" # Cluster IP and port +KUBEFLOW_USERNAME = "user@example.com" +KUBEFLOW_PASSWORD = "12341234" +MODEL_NAME = "sklearn-iris" +SERVICE_HOSTNAME = "sklearn-iris.kubeflow-user-example-com.example.com" +PREDICT_ENDPOINT = f"{KUBEFLOW_ENDPOINT}/v1/models/{MODEL_NAME}:predict" +iris_input = {"instances": [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]]} + +_auth_session = get_istio_auth_session( + url=KUBEFLOW_ENDPOINT, username=KUBEFLOW_USERNAME, password=KUBEFLOW_PASSWORD +) + +cookies = {"authservice_session": _auth_session['authservice_session']} +jar = requests.cookies.cookiejar_from_dict(cookies) + +res = requests.post( + url=PREDICT_ENDPOINT, + headers={"Host": SERVICE_HOSTNAME, "Content-Type": "application/json"}, + cookies=jar, + json=iris_input, + timeout=200, +) +print("Status Code: ", res.status_code) +print("Response: ", res.json()) +``` +> **NOTE:** +> Change the Variables as necessary. +> +> You can get the cluster IP by executing the following command. +> ```bash +> kubectl -n istio-system get service istio-ingressgateway -o jsonpath='{.spec.clusterIP}' +> ``` +> +> You can get the `SERVICE_HOSTNAME` by executing the following command. +> ```bash +> kubectl get -n kubeflow-user-example-com inferenceservice ${MODEL_NAME} -o jsonpath='{.status.url}' | cut -d "/" -f 3 +> ``` + +### Expected Output + +```bash +Status Code: 200 +Response: {"predictions": [1, 1]} +``` + +### FAQ + +1. Why I am getting 404 not found error ? + + Check the url and service hostname for typos. If you are sending request from outside the cluster and service + hostname ends with `svc.cluster.local` domain, you need to [configure the domain/DNS](https://knative.dev/docs/install/yaml-install/serving/install-serving-with-yaml/#configure-dns) + in knative serving. + +2. Why I am getting 403 Forbidden RBAC access denied error ? + + If you are using istio sidecar injection then, create an [Istio AuthorizationPolicy](https://istio.io/latest/docs/reference/config/security/authorization-policy/) to grant access to the pods or + disable it by adding the annotation `sidecar.istio.io/inject: false` to the InferenceService. diff --git a/docs/samples/istio-dex/dex_auth.py b/docs/samples/istio-dex/dex_auth.py new file mode 100644 index 0000000000..bffe5859eb --- /dev/null +++ b/docs/samples/istio-dex/dex_auth.py @@ -0,0 +1,129 @@ +import re +from urllib.parse import urlsplit +import requests + + +def get_istio_auth_session(url: str, username: str, password: str) -> dict: + """ + Determine if the specified URL is secured by Dex and try to obtain a session cookie. + WARNING: only Dex `staticPasswords` and `LDAP` authentication are currently supported + (we default to using `staticPasswords` if both are enabled) + + :param url: Kubeflow server URL, including protocol + :param username: Dex `staticPasswords` or `LDAP` username + :param password: Dex `staticPasswords` or `LDAP` password + :return: auth session information + """ + # define the default return object + auth_session = { + "endpoint_url": url, # KF endpoint URL + "redirect_url": None, # KF redirect URL, if applicable + "dex_login_url": None, # Dex login URL (for POST of credentials) + "is_secured": None, # True if KF endpoint is secured + "session_cookie": None, # Resulting session cookies in the form "key1=value1; key2=value2" + } + + # use a persistent session (for cookies) + with requests.Session() as s: + ################ + # Determine if Endpoint is Secured + ################ + resp = s.get(url, allow_redirects=True) + if resp.status_code != 200: + raise RuntimeError( + f"HTTP status code '{resp.status_code}' for GET against: {url}" + ) + + auth_session["redirect_url"] = resp.url + + # if we were NOT redirected, then the endpoint is UNSECURED + if len(resp.history) == 0: + auth_session["is_secured"] = False + return auth_session + else: + auth_session["is_secured"] = True + + ################ + # Get Dex Login URL + ################ + redirect_url_obj = urlsplit(auth_session["redirect_url"]) + + # if we are at `/auth?=xxxx` path, we need to select an auth type + if re.search(r"/auth$", redirect_url_obj.path): + ####### + # TIP: choose the default auth type by including ONE of the following + ####### + + # OPTION 1: set "staticPasswords" as default auth type + redirect_url_obj = redirect_url_obj._replace( + path=re.sub(r"/auth$", "/auth/local", redirect_url_obj.path) + ) + # OPTION 2: set "ldap" as default auth type + # redirect_url_obj = redirect_url_obj._replace( + # path=re.sub(r"/auth$", "/auth/ldap", redirect_url_obj.path) + # ) + + # if we are at `/auth/xxxx/login` path, then no further action is needed (we can use it for login POST) + if re.search(r"/auth/.*/login$", redirect_url_obj.path): + auth_session["dex_login_url"] = redirect_url_obj.geturl() + + # else, we need to be redirected to the actual login page + else: + # this GET should redirect us to the `/auth/xxxx/login` path + resp = s.get(redirect_url_obj.geturl(), allow_redirects=True) + if resp.status_code != 200: + raise RuntimeError( + f"HTTP status code '{resp.status_code}' for GET against: {redirect_url_obj.geturl()}" + ) + + # set the login url + auth_session["dex_login_url"] = resp.url + + ################ + # Attempt Dex Login + ################ + resp = s.post( + auth_session["dex_login_url"], + data={"login": username, "password": password}, + allow_redirects=True, + ) + if len(resp.history) == 0: + raise RuntimeError( + f"Login credentials were probably invalid - " + f"No redirect after POST to: {auth_session['dex_login_url']}" + ) + + # store the session cookies in a "key1=value1; key2=value2" string + auth_session["session_cookie"] = "; ".join( + [f"{c.name}={c.value}" for c in s.cookies] + ) + auth_session["authservice_session"] = s.cookies.get("authservice_session") + + return auth_session + + +if __name__ == "__main__": + KUBEFLOW_ENDPOINT = "http://localhost:8080" # Cluster IP and port + KUBEFLOW_USERNAME = "user@example.com" + KUBEFLOW_PASSWORD = "12341234" + MODEL_NAME = "sklearn-iris" + SERVICE_HOSTNAME = "sklearn-iris.kubeflow-user-example-com.example.com" + PREDICT_ENDPOINT = f"{KUBEFLOW_ENDPOINT}/v1/models/{MODEL_NAME}:predict" + iris_input = {"instances": [[6.8, 2.8, 4.8, 1.4], [6.0, 3.4, 4.5, 1.6]]} + + _auth_session = get_istio_auth_session( + url=KUBEFLOW_ENDPOINT, username=KUBEFLOW_USERNAME, password=KUBEFLOW_PASSWORD + ) + + cookies = {"authservice_session": _auth_session['authservice_session']} + jar = requests.cookies.cookiejar_from_dict(cookies) + + res = requests.post( + url=PREDICT_ENDPOINT, + headers={"Host": SERVICE_HOSTNAME, "Content-Type": "application/json"}, + cookies=jar, + json=iris_input, + timeout=200, + ) + print("Status Code: ", res.status_code) + print("Response: ", res.json()) diff --git a/docs/samples/istio-dex/sklearn.yaml b/docs/samples/istio-dex/sklearn.yaml index 2c850b6bf1..cc12e4aeaf 100644 --- a/docs/samples/istio-dex/sklearn.yaml +++ b/docs/samples/istio-dex/sklearn.yaml @@ -6,5 +6,7 @@ metadata: sidecar.istio.io/inject: "false" spec: predictor: - sklearn: + model: + modelFormat: + name: sklearn storageUri: "gs://kfserving-examples/models/sklearn/1.0/model" From 28747305d3d016bd3d5fb1a8d99252b7ca8a16e9 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Sun, 10 Dec 2023 16:41:47 -0500 Subject: [PATCH 04/33] chore: Upgrade Go to v1.21 (#3296) Signed-off-by: Yuan Tang --- .github/workflows/e2e-test.yml | 20 ++++++++++---------- .github/workflows/go.yml | 2 +- .github/workflows/verify-codegen.yml | 2 +- Dockerfile | 2 +- agent.Dockerfile | 2 +- docs/samples/graph/bgtest/Dockerfile | 2 +- go.mod | 2 +- go.sum | 7 +++++++ qpext/qpext.Dockerfile | 2 +- router.Dockerfile | 2 +- tools/tf2openapi/Dockerfile | 2 +- 11 files changed, 26 insertions(+), 19 deletions(-) diff --git a/.github/workflows/e2e-test.yml b/.github/workflows/e2e-test.yml index d1b2b2b781..627f1b3f03 100644 --- a/.github/workflows/e2e-test.yml +++ b/.github/workflows/e2e-test.yml @@ -182,7 +182,7 @@ jobs: - name: Setup Go uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - name: Setup Python uses: actions/setup-python@v4 @@ -277,7 +277,7 @@ jobs: - name: Setup Go uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - name: Setup Python uses: actions/setup-python@v4 @@ -349,7 +349,7 @@ jobs: - uses: actions/checkout@v3 - uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" @@ -407,7 +407,7 @@ jobs: - uses: actions/checkout@v3 - uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" @@ -460,7 +460,7 @@ jobs: - uses: actions/checkout@v3 - uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" @@ -512,7 +512,7 @@ jobs: - uses: actions/checkout@v3 - uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" @@ -565,7 +565,7 @@ jobs: - uses: actions/checkout@v3 - uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" @@ -627,7 +627,7 @@ jobs: - uses: actions/checkout@v3 - uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" @@ -666,7 +666,7 @@ jobs: - uses: actions/checkout@v3 - uses: actions/setup-go@v4 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" @@ -709,7 +709,7 @@ jobs: - uses: actions/checkout@v2 - uses: actions/setup-go@v2 with: - go-version: "1.20" + go-version: "1.21" - uses: actions/setup-python@v4 with: python-version: "3.9" diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml index b18c8b59f4..2b692aef02 100644 --- a/.github/workflows/go.yml +++ b/.github/workflows/go.yml @@ -19,7 +19,7 @@ jobs: - name: Set up Go 1.x uses: actions/setup-go@v2 with: - go-version: "1.20" + go-version: "1.21" id: go - name: Check out code into the Go module directory diff --git a/.github/workflows/verify-codegen.yml b/.github/workflows/verify-codegen.yml index d64f74b5c2..3ff1da514a 100644 --- a/.github/workflows/verify-codegen.yml +++ b/.github/workflows/verify-codegen.yml @@ -14,7 +14,7 @@ jobs: - name: Setup Go uses: actions/setup-go@v4 with: - go-version: 1.20.x + go-version: 1.21 - name: Checkout source code uses: actions/checkout@v3 diff --git a/Dockerfile b/Dockerfile index 1fa8bfc8f5..9abd1b0098 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,5 +1,5 @@ # Build the manager binary -FROM golang:1.20 as builder +FROM golang:1.21 as builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve diff --git a/agent.Dockerfile b/agent.Dockerfile index dd294651a8..07d0260eec 100644 --- a/agent.Dockerfile +++ b/agent.Dockerfile @@ -1,5 +1,5 @@ # Build the inference-agent binary -FROM golang:1.20 as builder +FROM golang:1.21 as builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve diff --git a/docs/samples/graph/bgtest/Dockerfile b/docs/samples/graph/bgtest/Dockerfile index e3fd3eb921..493efa9a48 100644 --- a/docs/samples/graph/bgtest/Dockerfile +++ b/docs/samples/graph/bgtest/Dockerfile @@ -1,4 +1,4 @@ -FROM golang:1.20.3 AS build +FROM golang:1.21 AS build WORKDIR / COPY bgtest /project/bgtest/ RUN cd /project/bgtest && go build -mod vendor -o bgtest -ldflags '-linkmode "external" -extldflags "-static"' diff --git a/go.mod b/go.mod index 4e8da25009..7926a5c298 100644 --- a/go.mod +++ b/go.mod @@ -1,6 +1,6 @@ module github.com/kserve/kserve -go 1.20 +go 1.21 require ( cloud.google.com/go/storage v1.35.1 diff --git a/go.sum b/go.sum index 117bb582c9..eee3684a98 100644 --- a/go.sum +++ b/go.sum @@ -152,6 +152,7 @@ github.com/go-stack/stack v1.8.0/go.mod h1:v0f6uXyyMGvRgIKkXu+yp6POWl0qKG85gN/me github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 h1:tfuBGBXKqDEevZMzYi5KSi8KkcZtzBcTgAUUtapy0OI= github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572/go.mod h1:9Pwr4B2jHnOSGXyyzV8ROjYa2ojvAY6HCGYYfMoC3Ls= github.com/go-test/deep v1.0.8 h1:TDsG77qcSprGbC6vTN8OuXp5g+J+b5Pcguhf7Zt61VM= +github.com/go-test/deep v1.0.8/go.mod h1:5C2ZWiW0ErCdrYzpqxLbTX7MG14M9iiw8DgHncVwcsE= github.com/gofrs/uuid/v5 v5.0.0 h1:p544++a97kEL+svbcFbCQVM9KFu0Yo25UoISXGNNH9M= github.com/gofrs/uuid/v5 v5.0.0/go.mod h1:CDOjlDMVAtN56jqyRUZh58JT31Tiw7/oQyEXZV+9bD8= github.com/gogo/protobuf v1.1.1/go.mod h1:r8qH/GZQm5c6nD/R0oafs1akxWv10x8SbQlK7atdtwQ= @@ -218,6 +219,7 @@ github.com/google/martian v2.1.0+incompatible h1:/CP5g8u/VJHijgedC/Legn3BAbAaWPg github.com/google/martian v2.1.0+incompatible/go.mod h1:9I4somxYTbIHy5NJKHRl3wXiIaQGbYVAs8BPL6v8lEs= github.com/google/martian/v3 v3.0.0/go.mod h1:y5Zk1BBys9G+gd6Jrk0W3cC1+ELVxBWuIGO+w/tUAp0= github.com/google/martian/v3 v3.3.2 h1:IqNFLAmvJOgVlpdEBiQbDc2EwKW77amAycfTuWKdfvw= +github.com/google/martian/v3 v3.3.2/go.mod h1:oBOf6HBosgwRXnUGWUB05QECsc6uvmMiJ3+6W4l/CUk= github.com/google/pprof v0.0.0-20181206194817-3ea8567a2e57/go.mod h1:zfwlbNMJ+OItoe0UupaVj+oy1omPYYDuagoSzA8v9mc= github.com/google/pprof v0.0.0-20190515194954-54271f7e092f/go.mod h1:zfwlbNMJ+OItoe0UupaVj+oy1omPYYDuagoSzA8v9mc= github.com/google/pprof v0.0.0-20191218002539-d4f498aebedc/go.mod h1:ZgVRPoUq/hfqzAqh7sHMqb3I9Rq5C59dIz2SbBwJ4eM= @@ -245,6 +247,7 @@ github.com/googleapis/google-cloud-go-testing v0.0.0-20210719221736-1c9a4c676720 github.com/gorilla/context v1.1.1/go.mod h1:kBGZzfjB9CEq2AlWe17Uuf7NDRt0dE0s8S51q0aT7Yg= github.com/gorilla/mux v1.6.2/go.mod h1:1lud6UwP+6orDFRuTfBEV8e9/aOM/c4fVVCaMa2zaAs= github.com/gorilla/mux v1.8.0 h1:i40aqfkR1h2SlN9hojwV5ZA91wcXFOvkdNIeFDP5koI= +github.com/gorilla/mux v1.8.0/go.mod h1:DVbg23sWSpFRCP0SfiEN6jmj59UnW/n46BH5rLB71So= github.com/gorilla/websocket v1.5.1 h1:gmztn0JnHVt9JZquRuzLw3g4wouNVzKL15iLr/zn/QY= github.com/gorilla/websocket v1.5.1/go.mod h1:x3kM2JMyaluk02fnUJpQuwD2dCS5NDG2ZHL0uE0tcaY= github.com/grpc-ecosystem/grpc-gateway v1.8.5/go.mod h1:vNeuVxBJEsws4ogUvrchl83t/GYV9WGTSLVdBhOQFDY= @@ -292,6 +295,7 @@ github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORN github.com/kr/pretty v0.2.0/go.mod h1:ipq/a2n7PKx3OHsz4KJII5eveXtPO4qwEXGdVfWzfnI= github.com/kr/pretty v0.2.1/go.mod h1:ipq/a2n7PKx3OHsz4KJII5eveXtPO4qwEXGdVfWzfnI= github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE= +github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk= github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ= github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI= github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY= @@ -389,6 +393,7 @@ github.com/rogpeppe/fastuuid v0.0.0-20150106093220-6724a57986af/go.mod h1:XWv6So github.com/rogpeppe/fastuuid v1.2.0/go.mod h1:jVj6XXZzXRy/MSR5jhDC/2q6DgLz+nrA6LYCDYWNEvQ= github.com/rogpeppe/go-internal v1.3.0/go.mod h1:M8bDsm7K2OlrFYOpmOWEs/qY81heoFRclV5y23lUDJ4= github.com/rogpeppe/go-internal v1.10.0 h1:TMyTOH3F/DB16zRVcYyreMH6GnZZrwQVAoYjRBZyWFQ= +github.com/rogpeppe/go-internal v1.10.0/go.mod h1:UQnix2H7Ngw/k4C5ijL5+65zddjncjaFoBhdsK/akog= github.com/russross/blackfriday/v2 v2.1.0/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM= github.com/sirupsen/logrus v1.2.0/go.mod h1:LxeOpSwHxABJmUn/MG1IvRgCAasNZTLOkJPxbbu5VWo= github.com/sirupsen/logrus v1.4.2/go.mod h1:tLMulIdttU9McNUspp0xgXVQah82FyeX6MwdIuYE2rE= @@ -419,6 +424,7 @@ github.com/tidwall/pretty v1.2.0/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhso github.com/tidwall/pretty v1.2.1 h1:qjsOFOWWQl+N3RsoF5/ssm1pHmJJwhjlSbZ51I6wMl4= github.com/tidwall/pretty v1.2.1/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU= github.com/ugorji/go/codec v1.2.7 h1:YPXUKf7fYbp/y8xloBqZOw2qaVggbfwMlI8WM3wZUJ0= +github.com/ugorji/go/codec v1.2.7/go.mod h1:WGN1fab3R1fzQlVQTkfxVtIBhWDRqOviHU95kRgeqEY= github.com/valyala/bytebufferpool v1.0.0/go.mod h1:6bBcMArwyJ5K/AmCkWv1jt77kVWyCJ6HpOuEn7z0Csc= github.com/yuin/goldmark v1.1.25/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74= github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74= @@ -439,6 +445,7 @@ go.uber.org/atomic v1.4.0/go.mod h1:gD2HeocX3+yG+ygLZcrzQJaqmWj9AIm7n08wl/qW/PE= go.uber.org/atomic v1.11.0 h1:ZvwS0R+56ePWxUNi+Atn9dWONBPp/AUETXlHW0DxSjE= go.uber.org/atomic v1.11.0/go.mod h1:LUxbIzbOniOlMKjJjyPfpl4v+PKK2cNJn91OQbhoJI0= go.uber.org/goleak v1.2.1 h1:NBol2c7O1ZokfZ0LEU9K6Whx/KnwvepVetCUhtKja4A= +go.uber.org/goleak v1.2.1/go.mod h1:qlT2yGI9QafXHhZZLxlSuNsMw3FFLxBr+tBRlmO1xH4= go.uber.org/multierr v1.1.0/go.mod h1:wR5kodmAFQ0UK8QlbwjlSNy0Z68gJhDJUG5sjR94q/0= go.uber.org/multierr v1.11.0 h1:blXXJkSxSSfBVBlC76pxqeO+LN3aDfLQo+309xJstO0= go.uber.org/multierr v1.11.0/go.mod h1:20+QtiLqy0Nd6FdQB9TLXag12DsQkrbs3htMFfDN80Y= diff --git a/qpext/qpext.Dockerfile b/qpext/qpext.Dockerfile index 9c8f2e2072..436cd131d4 100644 --- a/qpext/qpext.Dockerfile +++ b/qpext/qpext.Dockerfile @@ -1,5 +1,5 @@ # Build the inference qpext binary -FROM golang:1.20 as builder +FROM golang:1.21 as builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve/qpext diff --git a/router.Dockerfile b/router.Dockerfile index 932c737470..1b3e241384 100644 --- a/router.Dockerfile +++ b/router.Dockerfile @@ -1,5 +1,5 @@ # Build the inference-router binary -FROM golang:1.20 as builder +FROM golang:1.21 as builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve diff --git a/tools/tf2openapi/Dockerfile b/tools/tf2openapi/Dockerfile index 76538708e7..e070eada3c 100644 --- a/tools/tf2openapi/Dockerfile +++ b/tools/tf2openapi/Dockerfile @@ -1,5 +1,5 @@ # Build the manager binary -FROM golang:1.20 as builder +FROM golang:1.21 as builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve From d2e37849a91d24bc6e245ed460d06a3d3111996e Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Sun, 10 Dec 2023 17:25:26 -0500 Subject: [PATCH 05/33] fix: Properly handle the creation and closure of success file in DownloadModel() (#3295) Signed-off-by: Yuan Tang --- pkg/agent/downloader.go | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/pkg/agent/downloader.go b/pkg/agent/downloader.go index 15fae2336c..484f32c647 100644 --- a/pkg/agent/downloader.go +++ b/pkg/agent/downloader.go @@ -52,10 +52,15 @@ func (d *Downloader) DownloadModel(modelName string, modelSpec *v1alpha1.ModelSp return errors.Wrapf(err, "failed to download model") } file, createErr := storage.Create(successFile) - defer file.Close() if createErr != nil { return errors.Wrapf(createErr, "failed to create success file") } + defer func(file *os.File) { + err := file.Close() + if err != nil { + d.Logger.Errorf("Failed to close created file %v", err) + } + }(file) encodedJson, err := json.Marshal(modelSpec) if err != nil { return errors.Wrapf(createErr, "failed to encode model spec") From c1c5efec646462f34b8848c3264849f8ed7a65c5 Mon Sep 17 00:00:00 2001 From: Andrews Arokiam <87992092+andyi2it@users.noreply.github.com> Date: Mon, 11 Dec 2023 12:49:24 +0530 Subject: [PATCH 06/33] Updated ray to 2.8.0 and removed detached flag to avoid deprecation error in future (#3272) * Update ray serve version Update tests to remove detached=false parameter Signed-off-by: Andrews Arokiam * Pinned `async-timeout` as direct dependency for python 3.11 Signed-off-by: Andrews Arokiam --------- Signed-off-by: Andrews Arokiam --- python/aiffairness/poetry.lock | 1618 ++++++------ python/alibiexplainer/poetry.lock | 2240 ++++++++--------- python/artexplainer/poetry.lock | 1777 +++++++------ python/custom_model/poetry.lock | 1702 ++++++------- python/custom_transformer/poetry.lock | 1708 ++++++------- python/kserve/poetry.lock | 1671 ++++++------ python/kserve/pyproject.toml | 3 +- python/kserve/test/test_dataplane.py | 7 +- python/kserve/test/test_server.py | 8 +- python/lgbserver/poetry.lock | 1713 ++++++------- python/paddleserver/poetry.lock | 1800 ++++++------- python/pmmlserver/poetry.lock | 1810 ++++++------- python/sklearnserver/poetry.lock | 1707 ++++++------- .../graph/error_404_isvc/poetry.lock | 1699 ++++++------- .../graph/success_200_isvc/poetry.lock | 1699 ++++++------- python/xgbserver/poetry.lock | 1653 ++++++------ 16 files changed, 10960 insertions(+), 11855 deletions(-) diff --git a/python/aiffairness/poetry.lock b/python/aiffairness/poetry.lock index 14c5ae2b08..81ecb35987 100644 --- a/python/aiffairness/poetry.lock +++ b/python/aiffairness/poetry.lock @@ -19,111 +19,99 @@ scipy = "*" [[package]] name = "aiohttp" -version = "3.8.6" +version = "3.9.0" 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b/python/kserve/pyproject.toml index a937338ef0..5cc85385e7 100644 --- a/python/kserve/pyproject.toml +++ b/python/kserve/pyproject.toml @@ -42,7 +42,8 @@ kubernetes = ">=23.3.0" python-dateutil = "^2.8.0" numpy = "^1.23.5" psutil = "^5.9.0" -ray = { version = "^2.7.0", extras = ["serve"] } +ray = { version = "^2.8.0", extras = ["serve"] } +async-timeout = { version = "^4.0.3", python = "==3.11.*" } grpcio = "^1.49.1" protobuf = "^3.19.0" prometheus-client = "^0.13.1" diff --git a/python/kserve/test/test_dataplane.py b/python/kserve/test/test_dataplane.py index 3ca84c9d4c..0fcc647baa 100644 --- a/python/kserve/test/test_dataplane.py +++ b/python/kserve/test/test_dataplane.py @@ -50,9 +50,10 @@ def dataplane_with_model(self, request): # pylint: disable=no-self-use dataplane._model_registry.update(model) yield dataplane else: # request.param == "TEST_RAY_SERVE_MODEL" - serve.start(detached=False, http_options={"host": "0.0.0.0", "port": 9071}) - DummyServeModel.deploy(self.MODEL_NAME) - 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error occurred while preparing request object with serviceUrl.", "serviceUrl", serviceUrl) - return nil,500, err + if err != nil { + log.Error(err, "An error occurred while preparing request object with serviceUrl.", "serviceUrl", serviceUrl) + return nil, 500, err } for _, h := range headersToPropagate { if values, ok := headers[h]; ok { @@ -281,14 +281,19 @@ func graphHandler(w http.ResponseWriter, req *http.Request) { log.Error(err, "failed to process request") w.Header().Set("Content-Type", "application/json") w.WriteHeader(statusCode) - w.Write(prepareErrorResponse(err, "Failed to process request")) + _, writeErr := w.Write(prepareErrorResponse(err, "Failed to process request")) + if writeErr != nil { + log.Error(writeErr, "failed to write graphHandler response") + } } else { if json.Valid(response) { w.Header().Set("Content-Type", "application/json") } w.WriteHeader(statusCode) - w.Write(response) - + _, writeErr := w.Write(response) + if writeErr != nil { + log.Error(writeErr, "failed to write graphHandler response") + } } } From f0a47e092003ba366ab79ea5a6d404fc5a46551e Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Sun, 17 Dec 2023 07:45:45 +0530 Subject: [PATCH 08/33] Fix qpext hangs during shutdown (#3268) * Fix qpext hangs during shutdown Signed-off-by: Sivanantham Chinnaiyan * Fix e2e qpext image build Signed-off-by: Sivanantham Chinnaiyan * Revert vcs info stamping Signed-off-by: Sivanantham Chinnaiyan --------- Signed-off-by: Sivanantham Chinnaiyan --- .github/workflows/e2e-test.yml | 8 ---- .github/workflows/qpext-docker-publish.yml | 7 ++- Makefile | 7 ++- qpext/README.md | 6 ++- qpext/cmd/qpext/main.go | 49 +++++++++++++------- qpext/qpext.Dockerfile | 8 ++-- test/scripts/gh-actions/build-qpext-image.sh | 4 +- 7 files changed, 50 insertions(+), 39 deletions(-) diff --git a/.github/workflows/e2e-test.yml b/.github/workflows/e2e-test.yml index 627f1b3f03..aac740e24d 100644 --- a/.github/workflows/e2e-test.yml +++ b/.github/workflows/e2e-test.yml @@ -524,14 +524,6 @@ jobs: run: | ./test/scripts/gh-actions/build-qpext-image.sh docker image ls - - name: Upload qpext image - uses: ishworkh/docker-image-artifact-upload@v1 - with: - image: "kserve/qpext:${{ github.sha }}" - - name: Download qpext image - uses: ishworkh/docker-image-artifact-download@v1 - with: - image: "kserve/qpext:${{ github.sha }}" - name: Download sklearn server image uses: ishworkh/docker-image-artifact-download@v1 with: diff --git a/.github/workflows/qpext-docker-publish.yml b/.github/workflows/qpext-docker-publish.yml index 8229ec0a6e..b77d0d2df8 100644 --- a/.github/workflows/qpext-docker-publish.yml +++ b/.github/workflows/qpext-docker-publish.yml @@ -35,8 +35,7 @@ jobs: docker-compose --file docker-compose.test.yml build docker-compose --file docker-compose.test.yml run sut else - cd qpext - docker buildx build . --file qpext.Dockerfile + docker buildx build . --file qpext/qpext.Dockerfile fi # Push image to GitHub Packages. @@ -86,7 +85,7 @@ jobs: uses: docker/build-push-action@v3 with: platforms: linux/amd64,linux/arm/v7,linux/arm64/v8,linux/ppc64le,linux/s390x - context: "{{defaultContext}}:qpext" - file: qpext.Dockerfile + context: "." + file: qpext/qpext.Dockerfile push: true tags: ${{ env.IMAGE_ID }}:${{ env.VERSION }} diff --git a/Makefile b/Makefile index 855485b48c..5b09a2abd7 100644 --- a/Makefile +++ b/Makefile @@ -21,7 +21,7 @@ ALIBI_IMG ?= alibi-explainer AIF_IMG ?= aiffairness ART_IMG ?= art-explainer STORAGE_INIT_IMG ?= storage-initializer -QPEXT_IMG ?= qpext +QPEXT_IMG ?= qpext:latest CRD_OPTIONS ?= "crd:maxDescLen=0" KSERVE_ENABLE_SELF_SIGNED_CA ?= false # ENVTEST_K8S_VERSION refers to the version of kubebuilder assets to be downloaded by envtest binary. @@ -296,11 +296,14 @@ docker-push-storageInitializer: docker-build-storageInitializer docker push ${KO_DOCKER_REPO}/${STORAGE_INIT_IMG} docker-build-qpext: - cd qpext && docker buildx build -t ${KO_DOCKER_REPO}/${QPEXT_IMG} -f qpext.Dockerfile . + docker buildx build -t ${KO_DOCKER_REPO}/${QPEXT_IMG} -f qpext/qpext.Dockerfile . docker-build-push-qpext: docker-build-qpext docker push ${KO_DOCKER_REPO}/${QPEXT_IMG} +deploy-dev-qpext: docker-build-push-qpext + kubectl patch cm config-deployment -n knative-serving --type merge --patch '{"data": {"queue-sidecar-image": "${KO_DOCKER_REPO}/${QPEXT_IMG}"}}' + docker-build-success-200-isvc: cd python && docker buildx build -t ${KO_DOCKER_REPO}/${SUCCESS_200_ISVC_IMG} -f success_200_isvc.Dockerfile . diff --git a/qpext/README.md b/qpext/README.md index 67f925320c..36bc8734d7 100644 --- a/qpext/README.md +++ b/qpext/README.md @@ -138,10 +138,14 @@ pushing the image to dockerhub/container registry, and patching the knative depl the test image. The pods will then pick up the new configuration. -(1) To build the qpext image in the kserve/qpext directory (as an example, `some_docker_repo` in dockerhub), run +(1) To build the qpext image in the ${KO_DOCKER_REPO}/qpext directory (as an example, `some_docker_repo` in dockerhub), run ```shell make docker-build-push-qpext ``` +(2) To build, push and patch the image, run +```shell +make deploy-dev-qpext +``` Alternatively, build and push the image step by step yourself. ```shell diff --git a/qpext/cmd/qpext/main.go b/qpext/cmd/qpext/main.go index 232f7863b8..cb8e28d915 100644 --- a/qpext/cmd/qpext/main.go +++ b/qpext/cmd/qpext/main.go @@ -219,7 +219,10 @@ func scrape(url string, header http.Header, logger *zap.Logger) (io.ReadCloser, return nil, cancel, "", fmt.Errorf("error scraping %s: %v", url, err) } if resp.StatusCode != http.StatusOK { - resp.Body.Close() + if err := resp.Body.Close(); err != nil { + cancel() + return nil, nil, "", err + } return nil, cancel, "", fmt.Errorf("error scraping %s, status code: %v", url, resp.StatusCode) } format := resp.Header.Get("Content-Type") @@ -308,7 +311,8 @@ func (sc *ScrapeConfigurations) handleStats(w http.ResponseWriter, r *http.Reque func main() { zapLogger := logger.InitializeLogger() mux := http.NewServeMux() - ctx := context.Background() + ctx, cancel := context.WithCancel(context.Background()) + aggregateMetricsPort := os.Getenv(QueueProxyAggregatePrometheusMetricsPortEnvVarKey) sc := NewScrapeConfigs( zapLogger, QueueProxyMetricsPort, @@ -316,31 +320,42 @@ func main() { os.Getenv(KServeContainerPrometheusMetricsPathEnvVarKey), ) mux.HandleFunc(`/metrics`, sc.handleStats) - l, err := net.Listen("tcp", fmt.Sprintf(":%v", os.Getenv(QueueProxyAggregatePrometheusMetricsPortEnvVarKey))) + l, err := net.Listen("tcp", fmt.Sprintf(":%v", aggregateMetricsPort)) if err != nil { zapLogger.Error("error listening on status port", zap.Error(err)) return } - defer l.Close() - + errCh := make(chan error) go func() { + zapLogger.Info(fmt.Sprintf("Starting stats server on port %v", aggregateMetricsPort)) if err = http.Serve(l, mux); err != nil { - zapLogger.Error("error serving aggregate metrics", zap.Error(err)) - fmt.Println(err) - select { - case <-ctx.Done(): - // We are shutting down already, don't trigger SIGTERM - return - default: - } + errCh <- fmt.Errorf("stats server failed to serve: %w", err) + } + }() + + go func() { + if err := sharedmain.Main(); err != nil { + errCh <- err } + // sharedMain exited without error which means graceful shutdown due to SIGTERM / SIGINT signal + // Attempt a graceful shutdown of stats server + cancel() }() - zapLogger.Info("Stats server has successfully started") - if sharedmain.Main() != nil { + + // Blocks until sharedMain or server exits unexpectedly or SIGTERM / SIGINT signal is received. + select { + case err := <-errCh: + zapLogger.Error("error serving aggregate metrics", zap.Error(err)) os.Exit(1) + + case <-ctx.Done(): + zapLogger.Info("Attempting graceful shutdown of stats server") + err := l.Close() + if err != nil { + zapLogger.Error("failed to shutdown stats server", zap.Error(err)) + os.Exit(1) + } } - // Wait for the agent to be shut down. - <-ctx.Done() zapLogger.Info("Stats server has successfully terminated") } diff --git a/qpext/qpext.Dockerfile b/qpext/qpext.Dockerfile index 436cd131d4..030ff144a8 100644 --- a/qpext/qpext.Dockerfile +++ b/qpext/qpext.Dockerfile @@ -3,13 +3,13 @@ FROM golang:1.21 as builder # Copy in the go src WORKDIR /go/src/github.com/kserve/kserve/qpext -COPY go.mod go.mod -COPY go.sum go.sum +COPY qpext/go.mod go.mod +COPY qpext/go.sum go.sum RUN go mod download -COPY cmd/qpext cmd/qpext -COPY logger.go logger.go +COPY qpext/cmd/qpext cmd/qpext +COPY qpext/logger.go logger.go # Build RUN CGO_ENABLED=0 go build -a -o qpext ./cmd/qpext diff --git a/test/scripts/gh-actions/build-qpext-image.sh b/test/scripts/gh-actions/build-qpext-image.sh index 59c3a49f8c..5be05a7e4c 100755 --- a/test/scripts/gh-actions/build-qpext-image.sh +++ b/test/scripts/gh-actions/build-qpext-image.sh @@ -22,8 +22,6 @@ set -o pipefail echo "Github SHA ${GITHUB_SHA}" export QPEXT_IMG=kserve/qpext:${GITHUB_SHA} -pushd qpext >/dev/null echo "Building queue proxy extension image" -docker buildx build -t ${QPEXT_IMG} -f qpext.Dockerfile . -popd +docker buildx build -t ${QPEXT_IMG} -f qpext/qpext.Dockerfile . echo "Done building image" From 27f13d02966fe7ba40fa69afcab2f861819db134 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Mon, 18 Dec 2023 00:21:13 -0500 Subject: [PATCH 09/33] chore: Upgrade to XGBoost v2.0.2. Fixes #3310 (#3309) chore: Upgrade to XGBoost v2.0.2 Signed-off-by: Yuan Tang --- python/xgbserver/poetry.lock | 19 ++++++++++--------- python/xgbserver/pyproject.toml | 2 +- 2 files changed, 11 insertions(+), 10 deletions(-) diff --git a/python/xgbserver/poetry.lock b/python/xgbserver/poetry.lock index 7ab8ebf84f..9751bc1144 100644 --- a/python/xgbserver/poetry.lock +++ b/python/xgbserver/poetry.lock @@ -1377,6 +1377,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} azure-identity = {version = "^1.8.0", optional = true} azure-storage-blob = {version = "^12.10.0", optional = true} azure-storage-file-share = {version = "^12.7.0", optional = true} @@ -1880,8 +1881,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.20.3", markers = "python_version < \"3.10\""}, - {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.23.2", markers = "python_version >= \"3.11\""}, + {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -3232,17 +3233,17 @@ files = [ [[package]] name = "xgboost" -version = "1.7.6" +version = "2.0.2" description = "XGBoost Python Package" optional = false python-versions = ">=3.8" files = [ - {file = "xgboost-1.7.6-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:4c34675b4d2678c624ddde5d45361e7e16046923e362e4e609b88353e6b87124"}, - {file = "xgboost-1.7.6-py3-none-macosx_12_0_arm64.whl", hash = "sha256:59b4b366d2cafc7f645e87d897983a5b59be02876194b1d213bd8d8b811d8ce8"}, - {file = "xgboost-1.7.6-py3-none-manylinux2014_aarch64.whl", hash = "sha256:281c3c6f4fbed2d36bf95cd02a641afa95e72e9abde70064056da5e76233e8df"}, - {file = "xgboost-1.7.6-py3-none-manylinux2014_x86_64.whl", hash = "sha256:b1d5db49b199152d62bd9217c98760207d3de86d2b9d243260c573ffe638f80a"}, - {file = "xgboost-1.7.6-py3-none-win_amd64.whl", hash = "sha256:127cf1f5e2ec25cd41429394c6719b87af1456ce583e89f0bffd35d02ad18bcb"}, - {file = "xgboost-1.7.6.tar.gz", hash = "sha256:1c527554a400445e0c38186039ba1a00425dcdb4e40b37eed0e74cb39a159c47"}, + {file = "xgboost-2.0.2-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:630f04b04b0dccd532ad9e5c112030c04ea4e4764b6c3dc8ac49431ce60c03df"}, + {file = "xgboost-2.0.2-py3-none-macosx_12_0_arm64.whl", hash = "sha256:ceefbf09a66af56109e9076680e44f14895a09e3c81e1af9e22ee57a86d86c9b"}, + {file = "xgboost-2.0.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:6c98b48229eefbdc7a30ce7df88ec5c8e88c5a5d13a7dd78952de2f12ae72480"}, + {file = "xgboost-2.0.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:351acb1696f6e83ce7650a8ca1fee5d4f9e4cef78d39c0973984c8eb226e2bff"}, + {file = "xgboost-2.0.2-py3-none-win_amd64.whl", hash = "sha256:f07f42441f05a289bc4d34342c2335726763ae0759d7241ef25d0eab007dbec4"}, + {file = "xgboost-2.0.2.tar.gz", hash = "sha256:55b5188e6da1d61f02f30a5dd8daffc3a6b5bb975a7249bf381dc1754dc89688"}, ] [package.dependencies] @@ -3378,4 +3379,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [metadata] lock-version = "2.0" python-versions = ">=3.8,<3.12" -content-hash = "c44df1560d86167f8fea8edd61d0d9b7138160c3fc32875a3077283b010285c7" +content-hash = "aba74f44fb8b84d988aefa914600ac8b13d3b8155a9d586ed8d102b74db3a3b0" diff --git a/python/xgbserver/pyproject.toml b/python/xgbserver/pyproject.toml index d68fb9a32b..1eeebcb2ac 100644 --- a/python/xgbserver/pyproject.toml +++ b/python/xgbserver/pyproject.toml @@ -12,7 +12,7 @@ packages = [ [tool.poetry.dependencies] python = ">=3.8,<3.12" kserve = { path = "../kserve", extras = ["storage"], develop = true } -xgboost = "~1.7.5" +xgboost = "~2.0.2" [tool.poetry.group.test] optional = true From d32e1e21513b5e6e66949443b742052f88127f16 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Wed, 20 Dec 2023 21:01:31 -0500 Subject: [PATCH 10/33] fix: Check if HPA has the same scaleTargetRef and behavior (#3294) * fix: Check if HPA has the same scaleTargetRef Signed-off-by: Yuan Tang * Update pkg/controller/v1beta1/inferenceservice/reconcilers/hpa/hpa_reconciler.go Co-authored-by: Jooho Lee Signed-off-by: Yuan Tang * chore: simplify semanticHPAEquals Signed-off-by: Yuan Tang * chore: simplify Signed-off-by: Yuan Tang --------- Signed-off-by: Yuan Tang Co-authored-by: Jooho Lee --- .../inferenceservice/reconcilers/hpa/hpa_reconciler.go | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/hpa/hpa_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/hpa/hpa_reconciler.go index 97eca43d50..7683447166 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/hpa/hpa_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/hpa/hpa_reconciler.go @@ -144,9 +144,7 @@ func (r *HPAReconciler) checkHPAExist(client client.Client) (constants.CheckResu } func semanticHPAEquals(desired, existing *autoscalingv2.HorizontalPodAutoscaler) bool { - return equality.Semantic.DeepEqual(desired.Spec.Metrics, existing.Spec.Metrics) && - equality.Semantic.DeepEqual(desired.Spec.MaxReplicas, existing.Spec.MaxReplicas) && - equality.Semantic.DeepEqual(*desired.Spec.MinReplicas, *existing.Spec.MinReplicas) + return equality.Semantic.DeepEqual(desired.Spec, existing.Spec) } // Reconcile ... From e1155eae7585c991983c6cf7fa854a81ba4a656d Mon Sep 17 00:00:00 2001 From: Andrews Arokiam <87992092+andyi2it@users.noreply.github.com> Date: Fri, 22 Dec 2023 19:35:59 +0530 Subject: [PATCH 11/33] Updated quick_install script to temporarily fix 0.11.2 release install (#3311) * Updated quick_install script. Signed-off-by: Andrews Arokiam * Use existing variables for checking versions Signed-off-by: Andrews Arokiam * Fixed typo mistakes. Signed-off-by: Andrews Arokiam --------- Signed-off-by: Andrews Arokiam --- docs/OPENSHIFT_GUIDE.md | 2 +- hack/quick_install.sh | 7 ++++++- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/docs/OPENSHIFT_GUIDE.md b/docs/OPENSHIFT_GUIDE.md index 5d6aa009ae..75d2080c93 100644 --- a/docs/OPENSHIFT_GUIDE.md +++ b/docs/OPENSHIFT_GUIDE.md @@ -51,7 +51,7 @@ oc rollout restart deployment kserve-controller-manager -n kserve oc wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s # Install KServe built-in servingruntimes and storagecontainers -oc apply -f "https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-cluster-resouces.yaml" +oc apply -f "https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-cluster-resources.yaml" ``` ## Installation with Service Mesh diff --git a/hack/quick_install.sh b/hack/quick_install.sh index 3a71f52323..37b3e66c5f 100755 --- a/hack/quick_install.sh +++ b/hack/quick_install.sh @@ -124,7 +124,12 @@ kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VER # Install KServe built-in servingruntimes and storagecontainers kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s -kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-cluster-resouces.yaml +if [ ${MAJOR_VERSION} -eq 0 ] && [ ${MINOR_VERSION} -le 11 ]; then + kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-runtimes.yaml +else + kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-cluster-resources.yaml +fi + echo "😀 Successfully installed KServe" # Clean up From 684b91391af54899e2f02532fce59db6b787424a Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Fri, 22 Dec 2023 19:36:31 +0530 Subject: [PATCH 12/33] Remove deprecated protobuf packages (#3328) * replace github.com/golang/protobuf Signed-off-by: Sivanantham Chinnaiyan * regenerate tf2openapi Signed-off-by: Sivanantham Chinnaiyan * remove use of github.com/gogo/protobuf pkg Signed-off-by: Sivanantham Chinnaiyan --------- Signed-off-by: Sivanantham Chinnaiyan --- go.mod | 4 +- pkg/agent/mocks/s3mock.go | 2 +- .../inference_graph_validation_test.go | 2 +- .../v1alpha1/servingruntime_types_test.go | 2 +- pkg/apis/serving/v1beta1/component_test.go | 2 +- pkg/apis/serving/v1beta1/explainer_alibi.go | 2 +- .../serving/v1beta1/explainer_alibi_test.go | 2 +- pkg/apis/serving/v1beta1/explainer_art.go | 2 +- .../serving/v1beta1/explainer_art_test.go | 2 +- .../serving/v1beta1/explainer_custom_test.go | 2 +- .../inference_service_defaults_test.go | 2 +- .../v1beta1/inference_service_status_test.go | 2 +- .../inference_service_validation_test.go | 2 +- .../serving/v1beta1/predictor_custom_test.go | 2 +- .../v1beta1/predictor_lightgbm_test.go | 2 +- .../serving/v1beta1/predictor_model_test.go | 2 +- .../v1beta1/predictor_onnxruntime_test.go | 2 +- .../serving/v1beta1/predictor_paddle_test.go | 2 +- .../serving/v1beta1/predictor_pmml_test.go | 2 +- .../serving/v1beta1/predictor_sklearn_test.go | 2 +- pkg/apis/serving/v1beta1/predictor_test.go | 2 +- .../v1beta1/predictor_tfserving_test.go | 2 +- .../v1beta1/predictor_torchserve_test.go | 2 +- .../serving/v1beta1/predictor_triton_test.go | 2 +- .../serving/v1beta1/predictor_xgboost_test.go | 2 +- .../v1beta1/transformer_custom_test.go | 2 +- .../inferencegraph/knative_reconciler.go | 2 +- .../v1alpha1/trainedmodel/controller_test.go | 2 +- .../inferenceservice/controller_test.go | 4 +- .../rawkube_controller_test.go | 2 +- .../reconcilers/knative/ksvc_reconciler.go | 2 +- .../inferenceservice/utils/utils_test.go | 2 +- pkg/testing/envtest_setup.go | 2 +- pkg/webhook/admission/pod/mutator_test.go | 2 +- .../servingruntime_webhook_test.go | 2 +- qpext/go.mod | 2 +- qpext/go.sum | 40 +- tools/tf2openapi/Makefile | 4 +- tools/tf2openapi/cmd/main.go | 5 +- .../framework/allocation_description.pb.go | 239 +- .../generated/framework/api_def.pb.go | 779 ++++--- .../generated/framework/attr_value.pb.go | 683 +++--- .../generated/framework/cost_graph.pb.go | 646 ++++-- .../framework/device_attributes.pb.go | 516 +++-- .../generated/framework/function.pb.go | 455 ++-- .../generated/framework/graph.pb.go | 242 +- .../framework/graph_transfer_info.pb.go | 1069 +++++---- .../generated/framework/iterator.pb.go | 187 +- .../generated/framework/kernel_def.pb.go | 426 ++-- .../generated/framework/log_memory.pb.go | 729 +++--- .../generated/framework/node_def.pb.go | 338 ++- .../generated/framework/op_def.pb.go | 826 ++++--- .../generated/framework/reader_base.pb.go | 217 +- .../remote_fused_graph_execute_info.pb.go | 385 ++-- .../generated/framework/resource_handle.pb.go | 215 +- .../generated/framework/step_stats.pb.go | 1034 +++++---- .../generated/framework/summary.pb.go | 1095 +++++---- .../generated/framework/tensor.pb.go | 464 ++-- .../framework/tensor_description.pb.go | 223 +- .../generated/framework/tensor_shape.pb.go | 287 ++- .../generated/framework/tensor_slice.pb.go | 295 ++- .../generated/framework/types.pb.go | 410 ++-- .../generated/framework/variable.pb.go | 355 +-- .../generated/framework/versions.pb.go | 204 +- .../generated/lib/core/error_codes.pb.go | 275 ++- .../generated/protobuf/meta_graph.pb.go | 1969 ++++++++++------- .../generated/protobuf/saved_model.pb.go | 201 +- .../tf2openapi/generated/protobuf/saver.pb.go | 302 ++- tools/tf2openapi/generator/generate_test.go | 2 +- .../generator/tensorflow_serving_protocol.go | 2 +- 70 files changed, 9693 insertions(+), 5502 deletions(-) diff --git a/go.mod b/go.mod index 7926a5c298..ded67b8ec2 100644 --- a/go.mod +++ b/go.mod @@ -10,8 +10,6 @@ require ( github.com/getkin/kin-openapi v0.120.0 github.com/go-logr/logr v1.3.0 github.com/gofrs/uuid/v5 v5.0.0 - github.com/gogo/protobuf v1.3.2 - github.com/golang/protobuf v1.5.3 github.com/google/go-cmp v0.6.0 github.com/google/uuid v1.4.0 github.com/googleapis/google-cloud-go-testing v0.0.0-20210719221736-1c9a4c676720 @@ -65,7 +63,9 @@ require ( github.com/go-openapi/jsonreference v0.20.2 // indirect github.com/go-openapi/swag v0.22.4 // indirect github.com/go-task/slim-sprig v0.0.0-20230315185526-52ccab3ef572 // indirect + github.com/gogo/protobuf v1.3.2 // indirect github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect + github.com/golang/protobuf v1.5.3 // indirect github.com/google/gnostic-models v0.6.8 // indirect github.com/google/go-containerregistry v0.16.1 // indirect github.com/google/gofuzz v1.2.0 // indirect diff --git a/pkg/agent/mocks/s3mock.go b/pkg/agent/mocks/s3mock.go index 93ef4b8b0f..96110e8b2a 100644 --- a/pkg/agent/mocks/s3mock.go +++ b/pkg/agent/mocks/s3mock.go @@ -22,7 +22,7 @@ import ( "github.com/aws/aws-sdk-go/service/s3" "github.com/aws/aws-sdk-go/service/s3/s3iface" "github.com/aws/aws-sdk-go/service/s3/s3manager" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" ) type MockS3Client struct { diff --git a/pkg/apis/serving/v1alpha1/inference_graph_validation_test.go b/pkg/apis/serving/v1alpha1/inference_graph_validation_test.go index 45de128d94..d0a335a7e1 100644 --- a/pkg/apis/serving/v1alpha1/inference_graph_validation_test.go +++ b/pkg/apis/serving/v1alpha1/inference_graph_validation_test.go @@ -18,9 +18,9 @@ package v1alpha1 import ( "fmt" - "github.com/golang/protobuf/proto" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "testing" ) diff --git a/pkg/apis/serving/v1alpha1/servingruntime_types_test.go b/pkg/apis/serving/v1alpha1/servingruntime_types_test.go index 55e35fac2e..18733216f7 100644 --- a/pkg/apis/serving/v1alpha1/servingruntime_types_test.go +++ b/pkg/apis/serving/v1alpha1/servingruntime_types_test.go @@ -18,9 +18,9 @@ package v1alpha1 import ( "fmt" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" "testing" v1 "k8s.io/api/core/v1" diff --git a/pkg/apis/serving/v1beta1/component_test.go b/pkg/apis/serving/v1beta1/component_test.go index f06be1298d..178d8934ff 100644 --- a/pkg/apis/serving/v1beta1/component_test.go +++ b/pkg/apis/serving/v1beta1/component_test.go @@ -21,9 +21,9 @@ import ( "strings" "testing" - "github.com/golang/protobuf/proto" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" ) func TestComponentExtensionSpec_Validate(t *testing.T) { diff --git a/pkg/apis/serving/v1beta1/explainer_alibi.go b/pkg/apis/serving/v1beta1/explainer_alibi.go index acdb97dbc9..d083688a99 100644 --- a/pkg/apis/serving/v1beta1/explainer_alibi.go +++ b/pkg/apis/serving/v1beta1/explainer_alibi.go @@ -21,9 +21,9 @@ import ( "sort" "strconv" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/utils" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" ) diff --git a/pkg/apis/serving/v1beta1/explainer_alibi_test.go b/pkg/apis/serving/v1beta1/explainer_alibi_test.go index 5b8f77cec7..05f97a9901 100644 --- a/pkg/apis/serving/v1beta1/explainer_alibi_test.go +++ b/pkg/apis/serving/v1beta1/explainer_alibi_test.go @@ -20,10 +20,10 @@ import ( "fmt" "testing" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/apis/serving/v1beta1/explainer_art.go b/pkg/apis/serving/v1beta1/explainer_art.go index 0f4caece7b..99c3f16765 100644 --- a/pkg/apis/serving/v1beta1/explainer_art.go +++ b/pkg/apis/serving/v1beta1/explainer_art.go @@ -21,9 +21,9 @@ import ( "sort" "strconv" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/utils" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" ) diff --git a/pkg/apis/serving/v1beta1/explainer_art_test.go b/pkg/apis/serving/v1beta1/explainer_art_test.go index 4049f990a0..37ce5e34c0 100644 --- a/pkg/apis/serving/v1beta1/explainer_art_test.go +++ b/pkg/apis/serving/v1beta1/explainer_art_test.go @@ -19,10 +19,10 @@ package v1beta1 import ( "testing" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/apis/serving/v1beta1/explainer_custom_test.go b/pkg/apis/serving/v1beta1/explainer_custom_test.go index a33ad9869c..3389593f30 100644 --- a/pkg/apis/serving/v1beta1/explainer_custom_test.go +++ b/pkg/apis/serving/v1beta1/explainer_custom_test.go @@ -20,9 +20,9 @@ import ( "fmt" "testing" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/apis/serving/v1beta1/inference_service_defaults_test.go b/pkg/apis/serving/v1beta1/inference_service_defaults_test.go index 13ed8fb4f9..a947a015db 100644 --- a/pkg/apis/serving/v1beta1/inference_service_defaults_test.go +++ b/pkg/apis/serving/v1beta1/inference_service_defaults_test.go @@ -20,8 +20,8 @@ import ( "strconv" "testing" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" + "google.golang.org/protobuf/proto" "github.com/onsi/gomega" "github.com/onsi/gomega/types" diff --git a/pkg/apis/serving/v1beta1/inference_service_status_test.go b/pkg/apis/serving/v1beta1/inference_service_status_test.go index 2911110ab3..dba0a8410c 100644 --- a/pkg/apis/serving/v1beta1/inference_service_status_test.go +++ b/pkg/apis/serving/v1beta1/inference_service_status_test.go @@ -23,7 +23,7 @@ import ( "testing" "time" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" appsv1 "k8s.io/api/apps/v1" "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/apis/serving/v1beta1/inference_service_validation_test.go b/pkg/apis/serving/v1beta1/inference_service_validation_test.go index daf315aa46..e8002878d2 100644 --- a/pkg/apis/serving/v1beta1/inference_service_validation_test.go +++ b/pkg/apis/serving/v1beta1/inference_service_validation_test.go @@ -19,7 +19,7 @@ package v1beta1 import ( "testing" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" "github.com/onsi/gomega" v1 "k8s.io/api/core/v1" diff --git a/pkg/apis/serving/v1beta1/predictor_custom_test.go b/pkg/apis/serving/v1beta1/predictor_custom_test.go index db6356854f..7a151a3c6c 100644 --- a/pkg/apis/serving/v1beta1/predictor_custom_test.go +++ b/pkg/apis/serving/v1beta1/predictor_custom_test.go @@ -19,10 +19,10 @@ package v1beta1 import ( "testing" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/apis/serving/v1beta1/predictor_lightgbm_test.go b/pkg/apis/serving/v1beta1/predictor_lightgbm_test.go index d3772bba93..1aa19952d6 100644 --- a/pkg/apis/serving/v1beta1/predictor_lightgbm_test.go +++ b/pkg/apis/serving/v1beta1/predictor_lightgbm_test.go @@ -19,7 +19,7 @@ package v1beta1 import ( "testing" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "github.com/kserve/kserve/pkg/constants" diff --git a/pkg/apis/serving/v1beta1/predictor_model_test.go b/pkg/apis/serving/v1beta1/predictor_model_test.go index 7a520b7f92..8ed7811e95 100644 --- a/pkg/apis/serving/v1beta1/predictor_model_test.go +++ b/pkg/apis/serving/v1beta1/predictor_model_test.go @@ -19,11 +19,11 @@ package v1beta1 import ( "testing" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "k8s.io/apimachinery/pkg/runtime" diff --git a/pkg/apis/serving/v1beta1/predictor_onnxruntime_test.go b/pkg/apis/serving/v1beta1/predictor_onnxruntime_test.go index 9bc1293fed..b797651727 100644 --- a/pkg/apis/serving/v1beta1/predictor_onnxruntime_test.go +++ b/pkg/apis/serving/v1beta1/predictor_onnxruntime_test.go @@ -21,10 +21,10 @@ import ( metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" ) diff --git a/pkg/apis/serving/v1beta1/predictor_paddle_test.go b/pkg/apis/serving/v1beta1/predictor_paddle_test.go index f912ac670b..1aa7c9ebba 100644 --- a/pkg/apis/serving/v1beta1/predictor_paddle_test.go +++ b/pkg/apis/serving/v1beta1/predictor_paddle_test.go @@ -21,10 +21,10 @@ import ( metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" ) diff --git a/pkg/apis/serving/v1beta1/predictor_pmml_test.go b/pkg/apis/serving/v1beta1/predictor_pmml_test.go index 0d9f606772..3819a707dc 100644 --- a/pkg/apis/serving/v1beta1/predictor_pmml_test.go +++ b/pkg/apis/serving/v1beta1/predictor_pmml_test.go @@ -21,7 +21,7 @@ import ( metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" diff --git a/pkg/apis/serving/v1beta1/predictor_sklearn_test.go b/pkg/apis/serving/v1beta1/predictor_sklearn_test.go index 3aa14f8a64..c2bd41e1b1 100644 --- a/pkg/apis/serving/v1beta1/predictor_sklearn_test.go +++ b/pkg/apis/serving/v1beta1/predictor_sklearn_test.go @@ -20,7 +20,7 @@ import ( "strconv" "testing" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "github.com/kserve/kserve/pkg/constants" diff --git a/pkg/apis/serving/v1beta1/predictor_test.go b/pkg/apis/serving/v1beta1/predictor_test.go index fc8b941980..e4e2f97aab 100644 --- a/pkg/apis/serving/v1beta1/predictor_test.go +++ b/pkg/apis/serving/v1beta1/predictor_test.go @@ -19,8 +19,8 @@ package v1beta1 import ( "testing" - "github.com/golang/protobuf/proto" "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" ) diff --git a/pkg/apis/serving/v1beta1/predictor_tfserving_test.go b/pkg/apis/serving/v1beta1/predictor_tfserving_test.go index 2c981e1d03..e33c7583a2 100644 --- a/pkg/apis/serving/v1beta1/predictor_tfserving_test.go +++ b/pkg/apis/serving/v1beta1/predictor_tfserving_test.go @@ -22,10 +22,10 @@ import ( metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" ) diff --git a/pkg/apis/serving/v1beta1/predictor_torchserve_test.go b/pkg/apis/serving/v1beta1/predictor_torchserve_test.go index cba42a04c3..ae108be83d 100644 --- a/pkg/apis/serving/v1beta1/predictor_torchserve_test.go +++ b/pkg/apis/serving/v1beta1/predictor_torchserve_test.go @@ -22,7 +22,7 @@ import ( metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" diff --git a/pkg/apis/serving/v1beta1/predictor_triton_test.go b/pkg/apis/serving/v1beta1/predictor_triton_test.go index 7ce95312ea..f39744f10f 100644 --- a/pkg/apis/serving/v1beta1/predictor_triton_test.go +++ b/pkg/apis/serving/v1beta1/predictor_triton_test.go @@ -21,7 +21,7 @@ import ( metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" diff --git a/pkg/apis/serving/v1beta1/predictor_xgboost_test.go b/pkg/apis/serving/v1beta1/predictor_xgboost_test.go index 184f3aafe3..b8739a0073 100644 --- a/pkg/apis/serving/v1beta1/predictor_xgboost_test.go +++ b/pkg/apis/serving/v1beta1/predictor_xgboost_test.go @@ -20,7 +20,7 @@ import ( "strconv" "testing" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "github.com/kserve/kserve/pkg/constants" diff --git a/pkg/apis/serving/v1beta1/transformer_custom_test.go b/pkg/apis/serving/v1beta1/transformer_custom_test.go index 43cdec7eac..b2a6ac4285 100644 --- a/pkg/apis/serving/v1beta1/transformer_custom_test.go +++ b/pkg/apis/serving/v1beta1/transformer_custom_test.go @@ -20,10 +20,10 @@ import ( "fmt" "testing" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" "github.com/onsi/gomega/types" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go b/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go index b3c93fe339..9caabd7285 100644 --- a/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go +++ b/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go @@ -23,11 +23,11 @@ import ( "reflect" "strings" - "github.com/golang/protobuf/proto" v1alpha1api "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/utils" "github.com/pkg/errors" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/equality" apierr "k8s.io/apimachinery/pkg/api/errors" diff --git a/pkg/controller/v1alpha1/trainedmodel/controller_test.go b/pkg/controller/v1alpha1/trainedmodel/controller_test.go index 46ca7d3a6c..344ac8328f 100644 --- a/pkg/controller/v1alpha1/trainedmodel/controller_test.go +++ b/pkg/controller/v1alpha1/trainedmodel/controller_test.go @@ -20,12 +20,12 @@ import ( "context" "time" - "github.com/golang/protobuf/proto" v1alpha1api "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/constants" . "github.com/onsi/ginkgo/v2" . "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/controller/v1beta1/inferenceservice/controller_test.go b/pkg/controller/v1beta1/inferenceservice/controller_test.go index 1420e02bae..5647bec724 100644 --- a/pkg/controller/v1beta1/inferenceservice/controller_test.go +++ b/pkg/controller/v1beta1/inferenceservice/controller_test.go @@ -23,7 +23,6 @@ import ( "knative.dev/pkg/kmp" - "github.com/golang/protobuf/proto" "github.com/google/go-cmp/cmp" "github.com/google/go-cmp/cmp/cmpopts" "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" @@ -32,6 +31,7 @@ import ( . "github.com/onsi/ginkgo/v2" "github.com/onsi/gomega" . "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" istiov1beta1 "istio.io/api/networking/v1beta1" istioclientv1beta1 "istio.io/client-go/pkg/apis/networking/v1beta1" v1 "k8s.io/api/core/v1" @@ -2175,7 +2175,7 @@ var _ = Describe("v1beta1 inference service controller", func() { copiedConfigs[key] = value } } - + var configMap = &v1.ConfigMap{ ObjectMeta: metav1.ObjectMeta{ Name: constants.InferenceServiceConfigMapName, diff --git a/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go b/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go index e1f1d46c7e..a578aa8738 100644 --- a/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go +++ b/pkg/controller/v1beta1/inferenceservice/rawkube_controller_test.go @@ -23,7 +23,6 @@ import ( "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" - "github.com/golang/protobuf/proto" "github.com/google/go-cmp/cmp" "github.com/google/go-cmp/cmp/cmpopts" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" @@ -31,6 +30,7 @@ import ( . "github.com/onsi/ginkgo/v2" "github.com/onsi/gomega" . "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" appsv1 "k8s.io/api/apps/v1" autoscalingv2 "k8s.io/api/autoscaling/v2" v1 "k8s.io/api/core/v1" diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go index fc14066671..dd6a943745 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go @@ -19,11 +19,11 @@ package knative import ( "context" "fmt" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/constants" "github.com/kserve/kserve/pkg/utils" "github.com/pkg/errors" + "google.golang.org/protobuf/proto" corev1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/equality" apierr "k8s.io/apimachinery/pkg/api/errors" diff --git a/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go b/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go index 766d28c8b2..3ca3adeb19 100644 --- a/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go +++ b/pkg/controller/v1beta1/inferenceservice/utils/utils_test.go @@ -24,12 +24,12 @@ import ( "knative.dev/pkg/apis" knativeV1 "knative.dev/pkg/apis/duck/v1" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" . "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/resource" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/testing/envtest_setup.go b/pkg/testing/envtest_setup.go index 105c9cab7f..d24e07676f 100644 --- a/pkg/testing/envtest_setup.go +++ b/pkg/testing/envtest_setup.go @@ -21,7 +21,7 @@ import ( "path/filepath" "sync" - "github.com/gogo/protobuf/proto" + "google.golang.org/protobuf/proto" istioclientv1beta1 "istio.io/client-go/pkg/apis/networking/v1beta1" netv1 "k8s.io/api/networking/v1" diff --git a/pkg/webhook/admission/pod/mutator_test.go b/pkg/webhook/admission/pod/mutator_test.go index 73e3945c0d..ba552af80c 100644 --- a/pkg/webhook/admission/pod/mutator_test.go +++ b/pkg/webhook/admission/pod/mutator_test.go @@ -19,12 +19,12 @@ package pod import ( "context" "encoding/json" - "github.com/golang/protobuf/proto" "github.com/google/uuid" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" gomegaTypes "github.com/onsi/gomega/types" "gomodules.xyz/jsonpatch/v2" + "google.golang.org/protobuf/proto" admissionv1 "k8s.io/api/admission/v1" v1 "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" diff --git a/pkg/webhook/admission/servingruntime/servingruntime_webhook_test.go b/pkg/webhook/admission/servingruntime/servingruntime_webhook_test.go index 1712b0a3c4..2ce0feb0ef 100644 --- a/pkg/webhook/admission/servingruntime/servingruntime_webhook_test.go +++ b/pkg/webhook/admission/servingruntime/servingruntime_webhook_test.go @@ -18,10 +18,10 @@ package servingruntime import ( "fmt" - "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/constants" "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" corev1 "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "testing" diff --git a/qpext/go.mod b/qpext/go.mod index bf613d856f..419d0b2c96 100644 --- a/qpext/go.mod +++ b/qpext/go.mod @@ -1,6 +1,6 @@ module github.com/kserve/kserve/qpext -go 1.20 +go 1.21 require ( github.com/hashicorp/go-multierror v1.1.1 diff --git a/qpext/go.sum b/qpext/go.sum index 34f71b1e6b..2d5db3850e 100644 --- a/qpext/go.sum +++ b/qpext/go.sum @@ -75,6 +75,7 @@ github.com/eapache/go-resiliency v1.1.0/go.mod h1:kFI+JgMyC7bLPUVY133qvEBtVayf5m github.com/eapache/go-xerial-snappy v0.0.0-20180814174437-776d5712da21/go.mod h1:+020luEh2TKB4/GOp8oxxtq0Daoen/Cii55CzbTV6DU= github.com/eapache/queue v1.1.0/go.mod h1:6eCeP0CKFpHLu8blIFXhExK/dRa7WDZfr6jVFPTqq+I= github.com/emicklei/go-restful/v3 v3.9.0 h1:XwGDlfxEnQZzuopoqxwSEllNcCOM9DhhFyhFIIGKwxE= +github.com/emicklei/go-restful/v3 v3.9.0/go.mod h1:6n3XBCmQQb25CM2LCACGz8ukIrRry+4bhvbpWn3mrbc= github.com/envoyproxy/go-control-plane v0.6.9/go.mod h1:SBwIajubJHhxtWwsL9s8ss4safvEdbitLhGGK48rN6g= github.com/envoyproxy/go-control-plane v0.9.0/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4= github.com/envoyproxy/go-control-plane v0.9.1-0.20191026205805-5f8ba28d4473/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4= @@ -82,10 +83,10 @@ github.com/envoyproxy/go-control-plane v0.9.4/go.mod h1:6rpuAdCZL397s3pYoYcLgu1m github.com/envoyproxy/protoc-gen-validate v0.1.0/go.mod h1:iSmxcyjqTsJpI2R4NaDN7+kN2VEUnK/pcBlmesArF7c= github.com/evanphx/json-patch v0.5.2/go.mod h1:ZWS5hhDbVDyob71nXKNL0+PWn6ToqBHMikGIFbs31qQ= github.com/evanphx/json-patch v4.12.0+incompatible h1:4onqiflcdA9EOZ4RxV643DvftH5pOlLGNtQ5lPWQu84= +github.com/evanphx/json-patch v4.12.0+incompatible/go.mod h1:50XU6AFN0ol/bzJsmQLiYLvXMP4fmwYFNcr97nuDLSk= github.com/evanphx/json-patch/v5 v5.6.0 h1:b91NhWfaz02IuVxO9faSllyAtNXHMPkC5J8sJCLunww= github.com/evanphx/json-patch/v5 v5.6.0/go.mod h1:G79N1coSVB93tBe7j6PhzjmR3/2VvlbKOFpnXhI9Bw4= github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo= -github.com/fsnotify/fsnotify v1.4.9/go.mod h1:znqG4EE+3YCdAaPaxE2ZRY/06pZUdp0tY4IgpuI1SZQ= github.com/ghodss/yaml v1.0.0/go.mod h1:4dBDuWmgqj2HViK6kFavaiC9ZROes6MMH2rRYeMEF04= github.com/go-gl/glfw v0.0.0-20190409004039-e6da0acd62b1/go.mod h1:vR7hzQXu2zJy9AVAgeJqvqgH9Q5CA+iKCZ2gyEVpxRU= github.com/go-gl/glfw/v3.3/glfw v0.0.0-20191125211704-12ad95a8df72/go.mod h1:tQ2UAYgL5IevRw8kRxooKSPJfGvJ9fJQFa0TUsXzTg8= @@ -106,10 +107,12 @@ github.com/go-logr/logr v1.2.0/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbV github.com/go-logr/logr v1.2.4 h1:g01GSCwiDw2xSZfjJ2/T9M+S6pFdcNtFYsp+Y43HYDQ= github.com/go-logr/logr v1.2.4/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A= github.com/go-openapi/jsonpointer v0.19.6 h1:eCs3fxoIi3Wh6vtgmLTOjdhSpiqphQ+DaPn38N2ZdrE= +github.com/go-openapi/jsonpointer v0.19.6/go.mod h1:osyAmYz/mB/C3I+WsTTSgw1ONzaLJoLCyoi6/zppojs= github.com/go-openapi/jsonreference v0.20.1 h1:FBLnyygC4/IZZr893oiomc9XaghoveYTrLC1F86HID8= +github.com/go-openapi/jsonreference v0.20.1/go.mod h1:Bl1zwGIM8/wsvqjsOQLJ/SH+En5Ap4rVB5KVcIDZG2k= github.com/go-openapi/swag v0.22.3 h1:yMBqmnQ0gyZvEb/+KzuWZOXgllrXT4SADYbvDaXHv/g= +github.com/go-openapi/swag v0.22.3/go.mod h1:UzaqsxGiab7freDnrUUra0MwWfN/q7tE4j+VcZ0yl14= github.com/go-stack/stack v1.8.0/go.mod h1:v0f6uXyyMGvRgIKkXu+yp6POWl0qKG85gN/melR3HDY= -github.com/go-task/slim-sprig v0.0.0-20210107165309-348f09dbbbc0/go.mod h1:fyg7847qk6SyHyPtNmDHnmrv/HOrqktSC+C9fM+CJOE= github.com/gogo/googleapis v1.1.0/go.mod h1:gf4bu3Q80BeJ6H1S1vYPm8/ELATdvryBaNFGgqEef3s= github.com/gogo/protobuf v1.1.1/go.mod h1:r8qH/GZQm5c6nD/R0oafs1akxWv10x8SbQlK7atdtwQ= github.com/gogo/protobuf v1.2.0/go.mod h1:r8qH/GZQm5c6nD/R0oafs1akxWv10x8SbQlK7atdtwQ= @@ -117,6 +120,7 @@ github.com/gogo/protobuf v1.3.2 h1:Ov1cvc58UF3b5XjBnZv7+opcTcQFZebYjWzi34vdm4Q= github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q= github.com/golang/glog v0.0.0-20160126235308-23def4e6c14b/go.mod h1:SBH7ygxi8pfUlaOkMMuAQtPIUF8ecWP5IEl/CR7VP2Q= github.com/golang/glog v1.1.0 h1:/d3pCKDPWNnvIWe0vVUpNP32qc8U3PDVxySP/y360qE= +github.com/golang/glog v1.1.0/go.mod h1:pfYeQZ3JWZoXTV5sFc986z3HTpwQs9At6P4ImfuP3NQ= github.com/golang/groupcache v0.0.0-20190702054246-869f871628b6/go.mod h1:cIg4eruTrX1D+g88fzRXU5OdNfaM+9IcxsU14FzY7Hc= github.com/golang/groupcache v0.0.0-20191227052852-215e87163ea7/go.mod h1:cIg4eruTrX1D+g88fzRXU5OdNfaM+9IcxsU14FzY7Hc= github.com/golang/groupcache v0.0.0-20200121045136-8c9f03a8e57e/go.mod h1:cIg4eruTrX1D+g88fzRXU5OdNfaM+9IcxsU14FzY7Hc= @@ -148,10 +152,10 @@ github.com/golang/protobuf v1.5.2/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiu github.com/golang/protobuf v1.5.3 h1:KhyjKVUg7Usr/dYsdSqoFveMYd5ko72D+zANwlG1mmg= github.com/golang/protobuf v1.5.3/go.mod h1:XVQd3VNwM+JqD3oG2Ue2ip4fOMUkwXdXDdiuN0vRsmY= github.com/golang/snappy v0.0.0-20180518054509-2e65f85255db/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q= -github.com/golang/snappy v0.0.4/go.mod h1:/XxbfmMg8lxefKM7IXC3fBNl/7bRcc72aCRzEWrmP2Q= github.com/google/btree v0.0.0-20180813153112-4030bb1f1f0c/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ= github.com/google/btree v1.0.0/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ= github.com/google/gnostic v0.6.9 h1:ZK/5VhkoX835RikCHpSUJV9a+S3e1zLh59YnyWeBW+0= +github.com/google/gnostic v0.6.9/go.mod h1:Nm8234We1lq6iB9OmlgNv3nH91XLLVZHCDayfA3xq+E= github.com/google/go-cmp v0.2.0/go.mod h1:oXzfMopK8JAjlY9xF4vHSVASa0yLyX7SntLO5aqRK0M= github.com/google/go-cmp v0.3.0/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU= github.com/google/go-cmp v0.3.1/go.mod h1:8QqcDgzrUqlUb/G2PQTWiueGozuR1884gddMywk6iLU= @@ -179,7 +183,6 @@ github.com/google/pprof v0.0.0-20200212024743-f11f1df84d12/go.mod h1:ZgVRPoUq/hf github.com/google/pprof v0.0.0-20200229191704-1ebb73c60ed3/go.mod h1:ZgVRPoUq/hfqzAqh7sHMqb3I9Rq5C59dIz2SbBwJ4eM= github.com/google/pprof v0.0.0-20200430221834-fc25d7d30c6d/go.mod h1:ZgVRPoUq/hfqzAqh7sHMqb3I9Rq5C59dIz2SbBwJ4eM= github.com/google/pprof v0.0.0-20200708004538-1a94d8640e99/go.mod h1:ZgVRPoUq/hfqzAqh7sHMqb3I9Rq5C59dIz2SbBwJ4eM= -github.com/google/pprof v0.0.0-20210720184732-4bb14d4b1be1/go.mod h1:kpwsk12EmLew5upagYY7GY0pfYCcupk39gWOCRROcvE= github.com/google/renameio v0.1.0/go.mod h1:KWCgfxg9yswjAJkECMjeO8J8rahYeXnNhOm40UhjYkI= github.com/google/uuid v1.1.2/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo= github.com/google/uuid v1.3.0 h1:t6JiXgmwXMjEs8VusXIJk2BXHsn+wx8BZdTaoZ5fu7I= @@ -191,7 +194,6 @@ github.com/gorilla/mux v1.6.2/go.mod h1:1lud6UwP+6orDFRuTfBEV8e9/aOM/c4fVVCaMa2z github.com/gorilla/websocket v1.5.0 h1:PPwGk2jz7EePpoHN/+ClbZu8SPxiqlu12wZP/3sWmnc= github.com/gorilla/websocket v1.5.0/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE= github.com/grpc-ecosystem/grpc-gateway v1.14.6/go.mod h1:zdiPV4Yse/1gnckTHtghG4GkDEdKCRJduHpTxT3/jcw= -github.com/grpc-ecosystem/grpc-gateway v1.16.0/go.mod h1:BDjrQk3hbvj6Nolgz8mAMFbcEtjT1g+wF4CSlocrBnw= github.com/grpc-ecosystem/grpc-gateway/v2 v2.15.2 h1:gDLXvp5S9izjldquuoAhDzccbskOL6tDC5jMSyx3zxE= github.com/grpc-ecosystem/grpc-gateway/v2 v2.15.2/go.mod h1:7pdNwVWBBHGiCxa9lAszqCJMbfTISJ7oMftp8+UGV08= github.com/hashicorp/errwrap v1.0.0/go.mod h1:YH+1FKiLXxHSkmPseP+kNlulaMuP3n2brvKWEqk/Jc4= @@ -206,11 +208,10 @@ github.com/hashicorp/golang-lru v0.5.4/go.mod h1:iADmTwqILo4mZ8BN3D2Q6+9jd8WM5uG github.com/hpcloud/tail v1.0.0/go.mod h1:ab1qPbhIpdTxEkNHXyeSf5vhxWSCs/tWer42PpOxQnU= github.com/ianlancetaylor/demangle v0.0.0-20181102032728-5e5cf60278f6/go.mod h1:aSSvb/t6k1mPoxDqO4vJh6VOCGPwU4O0C2/Eqndh1Sc= github.com/imdario/mergo v0.3.12 h1:b6R2BslTbIEToALKP7LxUvijTsNI9TAe80pLWN2g/HU= -github.com/jcmturner/aescts/v2 v2.0.0/go.mod h1:AiaICIRyfYg35RUkr8yESTqvSy7csK90qZ5xfvvsoNs= -github.com/jcmturner/dnsutils/v2 v2.0.0/go.mod h1:b0TnjGOvI/n42bZa+hmXL+kFJZsFT7G4t3HTlQ184QM= -github.com/jcmturner/rpc/v2 v2.0.3/go.mod h1:VUJYCIDm3PVOEHw8sgt091/20OJjskO/YJki3ELg/Hc= +github.com/imdario/mergo v0.3.12/go.mod h1:jmQim1M+e3UYxmgPu/WyfjB3N3VflVyUjjjwH0dnCYA= github.com/jessevdk/go-flags v1.4.0/go.mod h1:4FA24M0QyGHXBuZZK/XkWh8h0e1EYbRYJSGM75WSRxI= github.com/josharian/intern v1.0.0 h1:vlS4z54oSdjm0bgjRigI+G1HpF+tI+9rE5LLzOg8HmY= +github.com/josharian/intern v1.0.0/go.mod h1:5DoeVV0s6jJacbCEi61lwdGj/aVlrQvzHFFd8Hwg//Y= github.com/jpillora/backoff v1.0.0/go.mod h1:J/6gKK9jxlEcS3zixgDgUAsiuZ7yrSoa/FX5e0EB2j4= github.com/json-iterator/go v1.1.6/go.mod h1:+SdeFBvtyEkXs7REEP0seUULqWtbJapLOCVDaaPEHmU= github.com/json-iterator/go v1.1.10/go.mod h1:KdQUCv79m/52Kvf8AW2vK1V8akMuk1QjK/uOdHXbAo4= @@ -230,12 +231,14 @@ github.com/konsorten/go-windows-terminal-sequences v1.0.3/go.mod h1:T0+1ngSBFLxv github.com/kr/logfmt v0.0.0-20140226030751-b84e30acd515/go.mod h1:+0opPa2QZZtGFBFZlji/RkVcI2GknAs/DXo4wKdlNEc= github.com/kr/pretty v0.1.0/go.mod h1:dAy3ld7l9f0ibDNOQOHHMYYIIbhfbHSm3C4ZsoJORNo= github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE= +github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk= github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ= github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI= github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY= github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE= github.com/lyft/protoc-gen-validate v0.0.13/go.mod h1:XbGvPuh87YZc5TdIa2/I4pLk0QoUACkjt2znoq26NVQ= github.com/mailru/easyjson v0.7.7 h1:UGYAvKxe3sBsEDzO8ZeWOSlIQfWFlxbzLZe7hwFURr0= +github.com/mailru/easyjson v0.7.7/go.mod h1:xzfreul335JAWq5oZzymOObrkdz5UnU4kGfJJLY9Nlc= github.com/matttproud/golang_protobuf_extensions v1.0.1/go.mod h1:D8He9yQNgCq6Z5Ld7szi9bcBfOoFv/3dc6xSMkL2PC0= github.com/matttproud/golang_protobuf_extensions v1.0.4 h1:mmDVorXM7PCGKw94cs5zkfA9PSy5pEvNWRP0ET0TIVo= github.com/matttproud/golang_protobuf_extensions v1.0.4/go.mod h1:BSXmuO+STAnVfrANrmjBb36TMTDstsz7MSK+HVaYKv4= @@ -247,12 +250,11 @@ github.com/modern-go/reflect2 v1.0.1/go.mod h1:bx2lNnkwVCuqBIxFjflWJWanXIb3Rllmb github.com/modern-go/reflect2 v1.0.2 h1:xBagoLtFs94CBntxluKeaWgTMpvLxC4ur3nMaC9Gz0M= github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjYzDa0/r8luk= github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 h1:C3w9PqII01/Oq1c1nUAm88MOHcQC9l5mIlSMApZMrHA= +github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822/go.mod h1:+n7T8mK8HuQTcFwEeznm/DIxMOiR9yIdICNftLE1DvQ= github.com/mwitkow/go-conntrack v0.0.0-20161129095857-cc309e4a2223/go.mod h1:qRWi+5nqEBWmkhHvq77mSJWrCKwh8bxhgT7d/eI7P4U= github.com/mwitkow/go-conntrack v0.0.0-20190716064945-2f068394615f/go.mod h1:qRWi+5nqEBWmkhHvq77mSJWrCKwh8bxhgT7d/eI7P4U= -github.com/nxadm/tail v1.4.8/go.mod h1:+ncqLTQzXmGhMZNUePPaPqPvBxHAIsmXswZKocGu+AU= github.com/onsi/ginkgo v1.6.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE= github.com/onsi/ginkgo v1.7.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE= -github.com/onsi/ginkgo v1.16.5/go.mod h1:+E8gABHa3K6zRBolWtd+ROzc/U5bkGt0FwiG042wbpU= github.com/onsi/gomega v1.4.3/go.mod h1:ex+gbHU/CVuBBDIJjb2X0qEXbFg53c61hWP/1CpauHY= github.com/opencontainers/go-digest v1.0.0 h1:apOUWs51W5PlhuyGyz9FCeeBIOUDA/6nW8Oi/yOhh5U= github.com/opencontainers/go-digest v1.0.0/go.mod h1:0JzlMkj0TRzQZfJkVvzbP0HBR3IKzErnv2BNG4W4MAM= @@ -268,6 +270,7 @@ github.com/pkg/profile v1.2.1/go.mod h1:hJw3o1OdXxsrSjjVksARp5W95eeEaEfptyVZyv6J github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM= github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4= github.com/prashantv/gostub v1.1.0 h1:BTyx3RfQjRHnUWaGF9oQos79AlQ5k8WNktv7VGvVH4g= +github.com/prashantv/gostub v1.1.0/go.mod h1:A5zLQHz7ieHGG7is6LLXLz7I8+3LZzsrV0P1IAHhP5U= github.com/prometheus/client_golang v0.9.1/go.mod h1:7SWBe2y4D6OKWSNQJUaRYU/AaXPKyh/dDVn+NZz0KFw= github.com/prometheus/client_golang v1.0.0/go.mod h1:db9x61etRT2tGnBNRi70OPL5FsnadC4Ky3P0J6CfImo= github.com/prometheus/client_golang v1.7.1/go.mod h1:PY5Wy2awLA44sXw4AOSfFBetzPP4j5+D6mVACh+pe2M= @@ -303,14 +306,15 @@ github.com/prometheus/statsd_exporter v0.22.7/go.mod h1:N/TevpjkIh9ccs6nuzY3jQn9 github.com/prometheus/statsd_exporter v0.23.1 h1:TiNAE1XevlZZrpSbmf51l/Ryl2Eek9rYh//KlvcNvKw= github.com/prometheus/statsd_exporter v0.23.1/go.mod h1:FFmnBRWf+HxX+PR+2fnc0ciBIONVAPJ6k4lqIbdqVxo= github.com/rcrowley/go-metrics v0.0.0-20181016184325-3113b8401b8a/go.mod h1:bCqnVzQkZxMG4s8nGwiZ5l3QUCyqpo9Y+/ZMZ9VjZe4= -github.com/rcrowley/go-metrics v0.0.0-20201227073835-cf1acfcdf475/go.mod h1:bCqnVzQkZxMG4s8nGwiZ5l3QUCyqpo9Y+/ZMZ9VjZe4= github.com/rogpeppe/fastuuid v1.2.0/go.mod h1:jVj6XXZzXRy/MSR5jhDC/2q6DgLz+nrA6LYCDYWNEvQ= github.com/rogpeppe/go-internal v1.3.0/go.mod h1:M8bDsm7K2OlrFYOpmOWEs/qY81heoFRclV5y23lUDJ4= github.com/rogpeppe/go-internal v1.10.0 h1:TMyTOH3F/DB16zRVcYyreMH6GnZZrwQVAoYjRBZyWFQ= +github.com/rogpeppe/go-internal v1.10.0/go.mod h1:UQnix2H7Ngw/k4C5ijL5+65zddjncjaFoBhdsK/akog= github.com/sirupsen/logrus v1.2.0/go.mod h1:LxeOpSwHxABJmUn/MG1IvRgCAasNZTLOkJPxbbu5VWo= github.com/sirupsen/logrus v1.4.2/go.mod h1:tLMulIdttU9McNUspp0xgXVQah82FyeX6MwdIuYE2rE= github.com/sirupsen/logrus v1.6.0/go.mod h1:7uNnSEd1DgxDLC74fIahvMZmmYsHGZGEOFrfsX/uA88= github.com/spf13/pflag v1.0.5 h1:iy+VFUOCP1a+8yFto/drg2CJ5u0yRoB7fZw3DKv/JXA= +github.com/spf13/pflag v1.0.5/go.mod h1:McXfInJRrz4CZXVZOBLb0bTZqETkiAhM9Iw0y3An2Bg= github.com/streadway/amqp v0.0.0-20190404075320-75d898a42a94/go.mod h1:AZpEONHx3DKn8O/DFsRAY58/XVQiIPMTMB1SddzLXVw= github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME= github.com/stretchr/objx v0.1.1/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME= @@ -343,6 +347,7 @@ go.uber.org/atomic v1.11.0/go.mod h1:LUxbIzbOniOlMKjJjyPfpl4v+PKK2cNJn91OQbhoJI0 go.uber.org/automaxprocs v1.5.2 h1:2LxUOGiR3O6tw8ui5sZa2LAaHnsviZdVOUZw4fvbnME= go.uber.org/automaxprocs v1.5.2/go.mod h1:eRbA25aqJrxAbsLO0xy5jVwPt7FQnRgjW+efnwa1WM0= go.uber.org/goleak v1.2.0 h1:xqgm/S+aQvhWFTtR0XK3Jvg7z8kGV8P4X14IzwN3Eqk= +go.uber.org/goleak v1.2.0/go.mod h1:XJYK+MuIchqpmGmUSAzotztawfKvYLUIgg7guXrwVUo= go.uber.org/multierr v1.1.0/go.mod h1:wR5kodmAFQ0UK8QlbwjlSNy0Z68gJhDJUG5sjR94q/0= go.uber.org/multierr v1.11.0 h1:blXXJkSxSSfBVBlC76pxqeO+LN3aDfLQo+309xJstO0= go.uber.org/multierr v1.11.0/go.mod h1:20+QtiLqy0Nd6FdQB9TLXag12DsQkrbs3htMFfDN80Y= @@ -386,6 +391,7 @@ golang.org/x/mod v0.1.1-0.20191107180719-034126e5016b/go.mod h1:QqPTAvyqsEbceGzB golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA= golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA= golang.org/x/mod v0.10.0 h1:lFO9qtOdlre5W1jxS3r/4szv2/6iXxScdzjoBMXNhYk= +golang.org/x/mod v0.10.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs= golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= golang.org/x/net v0.0.0-20180826012351-8a410e7b638d/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= golang.org/x/net v0.0.0-20180906233101-161cd47e91fd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= @@ -421,8 +427,6 @@ golang.org/x/net v0.0.0-20201110031124-69a78807bb2b/go.mod h1:sp8m0HH+o8qH0wwXwY golang.org/x/net v0.0.0-20210525063256-abc453219eb5/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y= golang.org/x/net v0.0.0-20220127200216-cd36cc0744dd/go.mod h1:CfG3xpIq0wQ8r1q4Su4UZFWDARRcnwPjda9FqA0JpMk= golang.org/x/net v0.0.0-20220225172249-27dd8689420f/go.mod h1:CfG3xpIq0wQ8r1q4Su4UZFWDARRcnwPjda9FqA0JpMk= -golang.org/x/net v0.14.0 h1:BONx9s002vGdD9umnlX1Po8vOZmrgH34qlHcD1MfK14= -golang.org/x/net v0.14.0/go.mod h1:PpSgVXXLK0OxS0F31C1/tv6XNguvCrnXIDrFMspZIUI= golang.org/x/net v0.17.0 h1:pVaXccu2ozPjCXewfr1S7xza/zcXTity9cCdXQYSjIM= golang.org/x/net v0.17.0/go.mod h1:NxSsAGuq816PNPmqtQdLE42eU2Fs7NoRIZrHJAlaCOE= golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U= @@ -489,14 +493,10 @@ golang.org/x/sys v0.0.0-20211216021012-1d35b9e2eb4e/go.mod h1:oPkhp1MJrh7nUepCBc golang.org/x/sys v0.0.0-20220114195835-da31bd327af9/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.0.0-20220708085239-5a0f0661e09d/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= -golang.org/x/sys v0.11.0 h1:eG7RXZHdqOJ1i+0lgLgCpSXAp6M3LYlAo6osgSi0xOM= -golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.13.0 h1:Af8nKPmuFypiUBjVoU9V20FiaFXOcuZI21p0ycVYYGE= golang.org/x/sys v0.13.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo= golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8= -golang.org/x/term v0.11.0 h1:F9tnn/DA/Im8nCwm+fX+1/eBwi4qFjRT++MhtVC4ZX0= -golang.org/x/term v0.11.0/go.mod h1:zC9APTIj3jG3FdV/Ons+XE1riIZXG4aZ4GTHiPZJPIU= golang.org/x/term v0.13.0 h1:bb+I9cTfFazGW51MZqBVmZy7+JEJMouUHTUSKVQLBek= golang.org/x/term v0.13.0/go.mod h1:LTmsnFJwVN6bCy1rVCoS+qHT1HhALEFxKncY3WNNh4U= golang.org/x/text v0.0.0-20170915032832-14c0d48ead0c/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ= @@ -506,8 +506,6 @@ golang.org/x/text v0.3.2/go.mod h1:bEr9sfX3Q8Zfm5fL9x+3itogRgK3+ptLWKqgva+5dAk= golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ= golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ= golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ= -golang.org/x/text v0.12.0 h1:k+n5B8goJNdU7hSvEtMUz3d1Q6D/XW4COJSJR6fN0mc= -golang.org/x/text v0.12.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE= golang.org/x/text v0.13.0 h1:ablQoSUd0tRdKxZewP80B+BaqeKJuVhuRxj/dkrun3k= golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE= golang.org/x/time v0.0.0-20181108054448-85acf8d2951c/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ= @@ -558,6 +556,7 @@ golang.org/x/tools v0.0.0-20200804011535-6c149bb5ef0d/go.mod h1:njjCfa9FT2d7l9Bc golang.org/x/tools v0.0.0-20200825202427-b303f430e36d/go.mod h1:njjCfa9FT2d7l9Bc6FUM5FLjQPp3cFF28FI3qnDFljA= golang.org/x/tools v0.0.0-20210106214847-113979e3529a/go.mod h1:emZCQorbCU4vsT4fOWvOPXz4eW1wZW4PmDk9uLelYpA= golang.org/x/tools v0.8.0 h1:vSDcovVPld282ceKgDimkRSC8kpaH1dgyc9UMzlt84Y= +golang.org/x/tools v0.8.0/go.mod h1:JxBZ99ISMI5ViVkT1tr6tdNmXeTrcpVSD3vZ1RsRdN4= golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0= golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0= golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0= @@ -638,8 +637,6 @@ google.golang.org/grpc v1.29.1/go.mod h1:itym6AZVZYACWQqET3MqgPpjcuV5QH3BxFS3Iji google.golang.org/grpc v1.30.0/go.mod h1:N36X2cJ7JwdamYAgDz+s+rVMFjt3numwzf/HckM8pak= google.golang.org/grpc v1.31.0/go.mod h1:N36X2cJ7JwdamYAgDz+s+rVMFjt3numwzf/HckM8pak= google.golang.org/grpc v1.33.2/go.mod h1:JMHMWHQWaTccqQQlmk3MJZS+GWXOdAesneDmEnv2fbc= -google.golang.org/grpc v1.55.0 h1:3Oj82/tFSCeUrRTg/5E/7d/W5A1tj6Ky1ABAuZuv5ag= -google.golang.org/grpc v1.55.0/go.mod h1:iYEXKGkEBhg1PjZQvoYEVPTDkHo1/bjTnfwTeGONTY8= google.golang.org/grpc v1.56.3 h1:8I4C0Yq1EjstUzUJzpcRVbuYA2mODtEmpWiQoN/b2nc= google.golang.org/grpc v1.56.3/go.mod h1:I9bI3vqKfayGqPUAwGdOSu7kt6oIJLixfffKrpXqQ9s= google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8= @@ -697,6 +694,7 @@ k8s.io/client-go v0.27.1/go.mod h1:f8LHMUkVb3b9N8bWturc+EDtVVVwZ7ueTVquFAJb2vA= k8s.io/klog/v2 v2.100.1 h1:7WCHKK6K8fNhTqfBhISHQ97KrnJNFZMcQvKp7gP/tmg= k8s.io/klog/v2 v2.100.1/go.mod h1:y1WjHnz7Dj687irZUWR/WLkLc5N1YHtjLdmgWjndZn0= k8s.io/kube-openapi v0.0.0-20230308215209-15aac26d736a h1:gmovKNur38vgoWfGtP5QOGNOA7ki4n6qNYoFAgMlNvg= +k8s.io/kube-openapi v0.0.0-20230308215209-15aac26d736a/go.mod h1:y5VtZWM9sHHc2ZodIH/6SHzXj+TPU5USoA8lcIeKEKY= k8s.io/utils v0.0.0-20230505201702-9f6742963106 h1:EObNQ3TW2D+WptiYXlApGNLVy0zm/JIBVY9i+M4wpAU= k8s.io/utils v0.0.0-20230505201702-9f6742963106/go.mod h1:OLgZIPagt7ERELqWJFomSt595RzquPNLL48iOWgYOg0= knative.dev/control-protocol v0.0.0-20230501014357-da93cf1acdb9 h1:KXzbo/xiiSiw5rxVHOejbLhk+6Xsj9vpkRhg//EruYA= diff --git a/tools/tf2openapi/Makefile b/tools/tf2openapi/Makefile index 92caf7fc61..02bb83841c 100644 --- a/tools/tf2openapi/Makefile +++ b/tools/tf2openapi/Makefile @@ -1,4 +1,4 @@ -VENDOR_DIR := $(GOPATH)/src/github.com/kubeflow/kfserving/vendor +VENDOR_DIR := $(GOPATH)/src/github.com/kserve/kserve/vendor TF_PROTO_SRC := $(VENDOR_DIR)/github.com/tensorflow/tensorflow TF_PROTO_OUT := generated @@ -39,6 +39,6 @@ endif rm -rf $$TEMP_DIR # update meta_graph.pb.go to import generated package - perl -pi -e 's+github.com/tensorflow/tensorflow/tensorflow/go/core/framework+github.com/kubeflow/kfserving/tools/tf2openapi/$(TF_PROTO_OUT)/framework+g' \ + perl -pi -e 's+github.com/tensorflow/tensorflow/tensorflow/go/core/framework+github.com/kserve/kserve/tools/tf2openapi/$(TF_PROTO_OUT)/framework+g' \ ./generated/protobuf/meta_graph.pb.go diff --git a/tools/tf2openapi/cmd/main.go b/tools/tf2openapi/cmd/main.go index 74bf85a256..089bd0461e 100644 --- a/tools/tf2openapi/cmd/main.go +++ b/tools/tf2openapi/cmd/main.go @@ -5,10 +5,10 @@ import ( "log" "os" - "github.com/golang/protobuf/proto" pb "github.com/kserve/kserve/tools/tf2openapi/generated/protobuf" "github.com/kserve/kserve/tools/tf2openapi/generator" "github.com/spf13/cobra" + "google.golang.org/protobuf/proto" ) // Known error messages @@ -91,7 +91,8 @@ func viewAPI(cmd *cobra.Command, args []string) { } } -/** +/* +* Raises errors when model is missing fields that would pose an issue for Schema generation */ func unmarshalSavedModelPb(modelPb []byte) *pb.SavedModel { diff --git a/tools/tf2openapi/generated/framework/allocation_description.pb.go b/tools/tf2openapi/generated/framework/allocation_description.pb.go index 60ecf064b5..82b65d06d3 100644 --- a/tools/tf2openapi/generated/framework/allocation_description.pb.go +++ b/tools/tf2openapi/generated/framework/allocation_description.pb.go @@ -1,26 +1,30 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/allocation_description.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type AllocationDescription struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Total number of bytes requested RequestedBytes int64 `protobuf:"varint,1,opt,name=requested_bytes,json=requestedBytes,proto3" json:"requested_bytes,omitempty"` // Total number of bytes allocated if known @@ -32,105 +36,176 @@ type AllocationDescription struct { // Set if this tensor only has one remaining reference HasSingleReference bool `protobuf:"varint,5,opt,name=has_single_reference,json=hasSingleReference,proto3" json:"has_single_reference,omitempty"` // Address of the allocation. - Ptr uint64 `protobuf:"varint,6,opt,name=ptr,proto3" json:"ptr,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Ptr uint64 `protobuf:"varint,6,opt,name=ptr,proto3" json:"ptr,omitempty"` } -func (m *AllocationDescription) Reset() { *m = AllocationDescription{} } -func (m *AllocationDescription) String() string { return proto.CompactTextString(m) } -func (*AllocationDescription) ProtoMessage() {} -func (*AllocationDescription) Descriptor() ([]byte, []int) { - return fileDescriptor_1254702e9f0c7d2f, []int{0} +func (x *AllocationDescription) Reset() { + *x = AllocationDescription{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_allocation_description_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *AllocationDescription) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_AllocationDescription.Unmarshal(m, b) -} -func (m *AllocationDescription) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_AllocationDescription.Marshal(b, m, deterministic) +func (x *AllocationDescription) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *AllocationDescription) XXX_Merge(src proto.Message) { - xxx_messageInfo_AllocationDescription.Merge(m, src) -} -func (m *AllocationDescription) XXX_Size() int { - return xxx_messageInfo_AllocationDescription.Size(m) -} -func (m *AllocationDescription) XXX_DiscardUnknown() { - xxx_messageInfo_AllocationDescription.DiscardUnknown(m) + +func (*AllocationDescription) ProtoMessage() {} + +func (x *AllocationDescription) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_allocation_description_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_AllocationDescription proto.InternalMessageInfo +// Deprecated: Use AllocationDescription.ProtoReflect.Descriptor instead. +func (*AllocationDescription) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_allocation_description_proto_rawDescGZIP(), []int{0} +} -func (m *AllocationDescription) GetRequestedBytes() int64 { - if m != nil { - return m.RequestedBytes +func (x *AllocationDescription) GetRequestedBytes() int64 { + if x != nil { + return x.RequestedBytes } return 0 } -func (m *AllocationDescription) GetAllocatedBytes() int64 { - if m != nil { - return m.AllocatedBytes +func (x *AllocationDescription) GetAllocatedBytes() int64 { + if x != nil { + return x.AllocatedBytes } return 0 } -func (m *AllocationDescription) GetAllocatorName() string { - if m != nil { - return m.AllocatorName +func (x *AllocationDescription) GetAllocatorName() string { + if x != nil { + return x.AllocatorName } return "" } -func (m *AllocationDescription) GetAllocationId() int64 { - if m != nil { - return m.AllocationId +func (x *AllocationDescription) GetAllocationId() int64 { + if x != nil { + return x.AllocationId } return 0 } -func (m *AllocationDescription) GetHasSingleReference() bool { - if m != nil { - return m.HasSingleReference +func (x *AllocationDescription) GetHasSingleReference() bool { + if x != nil { + return x.HasSingleReference } return false } -func (m *AllocationDescription) GetPtr() uint64 { - if m != nil { - return m.Ptr +func (x *AllocationDescription) GetPtr() uint64 { + if x != nil { + return x.Ptr } return 0 } -func init() { - proto.RegisterType((*AllocationDescription)(nil), "tensorflow.AllocationDescription") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/allocation_description.proto", fileDescriptor_1254702e9f0c7d2f) -} - -var fileDescriptor_1254702e9f0c7d2f = []byte{ - // 279 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x6c, 0x91, 0x4d, 0x4b, 0xc3, 0x40, - 0x10, 0x86, 0x59, 0x5b, 0x8b, 0x2e, 0x56, 0x65, 0x51, 0x58, 0xf0, 0x12, 0x14, 0x31, 0xa7, 0x44, - 0x10, 0xbc, 0x79, 0x30, 0x78, 0xf1, 0x22, 0x25, 0xde, 0xbc, 0x84, 0x4d, 0x32, 0xf9, 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file_tensorflow_core_framework_allocation_description_proto_rawDescData +} + +var file_tensorflow_core_framework_allocation_description_proto_msgTypes = make([]protoimpl.MessageInfo, 1) +var file_tensorflow_core_framework_allocation_description_proto_goTypes = []interface{}{ + (*AllocationDescription)(nil), // 0: tensorflow.AllocationDescription +} +var file_tensorflow_core_framework_allocation_description_proto_depIdxs = []int32{ + 0, // [0:0] is the sub-list for method output_type + 0, // [0:0] is the sub-list for method input_type + 0, // [0:0] is the sub-list for extension type_name + 0, // [0:0] is the sub-list for extension extendee + 0, // [0:0] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_allocation_description_proto_init() } +func file_tensorflow_core_framework_allocation_description_proto_init() { + if File_tensorflow_core_framework_allocation_description_proto != nil { + return + } + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_allocation_description_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*AllocationDescription); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_allocation_description_proto_rawDesc, + NumEnums: 0, + NumMessages: 1, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_allocation_description_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_allocation_description_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_allocation_description_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_allocation_description_proto = out.File + file_tensorflow_core_framework_allocation_description_proto_rawDesc = nil + file_tensorflow_core_framework_allocation_description_proto_goTypes = nil + file_tensorflow_core_framework_allocation_description_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/api_def.pb.go b/tools/tf2openapi/generated/framework/api_def.pb.go index 1510e50196..8493caf300 100644 --- a/tools/tf2openapi/generated/framework/api_def.pb.go +++ b/tools/tf2openapi/generated/framework/api_def.pb.go @@ -1,24 +1,27 @@ +// Defines the text format for including per-op API definition and +// overrides for client language op code generators. + // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/api_def.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type ApiDef_Visibility int32 @@ -36,26 +39,47 @@ const ( ApiDef_HIDDEN ApiDef_Visibility = 3 ) -var ApiDef_Visibility_name = map[int32]string{ - 0: "DEFAULT_VISIBILITY", - 1: "VISIBLE", - 2: "SKIP", - 3: "HIDDEN", -} +// Enum value maps for ApiDef_Visibility. +var ( + ApiDef_Visibility_name = map[int32]string{ + 0: "DEFAULT_VISIBILITY", + 1: "VISIBLE", + 2: "SKIP", + 3: "HIDDEN", + } + ApiDef_Visibility_value = map[string]int32{ + "DEFAULT_VISIBILITY": 0, + "VISIBLE": 1, + "SKIP": 2, + "HIDDEN": 3, + } +) -var ApiDef_Visibility_value = map[string]int32{ - "DEFAULT_VISIBILITY": 0, - "VISIBLE": 1, - "SKIP": 2, - "HIDDEN": 3, +func (x ApiDef_Visibility) Enum() *ApiDef_Visibility { + p := new(ApiDef_Visibility) + *p = x + return p } func (x ApiDef_Visibility) String() string { - return proto.EnumName(ApiDef_Visibility_name, int32(x)) + return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) +} + +func (ApiDef_Visibility) Descriptor() protoreflect.EnumDescriptor { + return file_tensorflow_core_framework_api_def_proto_enumTypes[0].Descriptor() +} + +func (ApiDef_Visibility) Type() protoreflect.EnumType { + return &file_tensorflow_core_framework_api_def_proto_enumTypes[0] } +func (x ApiDef_Visibility) Number() protoreflect.EnumNumber { + return protoreflect.EnumNumber(x) +} + +// Deprecated: Use ApiDef_Visibility.Descriptor instead. func (ApiDef_Visibility) EnumDescriptor() ([]byte, []int) { - return fileDescriptor_00a850add58b816a, []int{0, 0} + return file_tensorflow_core_framework_api_def_proto_rawDescGZIP(), []int{0, 0} } // Used to specify and override the default API & behavior in the @@ -66,7 +90,7 @@ func (ApiDef_Visibility) EnumDescriptor() ([]byte, []int) { // common ApiDefs which it can either replace or modify. // // We separate the API definition from the OpDef so we can evolve the -// API while remaining backwards compatible when interpreting old +// API while remaining backwards compatible when interpretting old // graphs. Overrides go in an "api_def.pbtxt" file with a text-format // ApiDefs message. // @@ -75,6 +99,10 @@ func (ApiDef_Visibility) EnumDescriptor() ([]byte, []int) { // need to wait until a major release of TensorFlow to avoid breaking // our compatibility promises. type ApiDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Name of the op (in the OpDef) to specify the API for. GraphOpName string `protobuf:"bytes,1,opt,name=graph_op_name,json=graphOpName,proto3" json:"graph_op_name,omitempty"` // If this op is deprecated, set deprecation message to the message @@ -100,134 +128,189 @@ type ApiDef struct { Description string `protobuf:"bytes,8,opt,name=description,proto3" json:"description,omitempty"` // Modify an existing/inherited description by adding text to the beginning // or end. - DescriptionPrefix string `protobuf:"bytes,9,opt,name=description_prefix,json=descriptionPrefix,proto3" json:"description_prefix,omitempty"` - DescriptionSuffix string `protobuf:"bytes,10,opt,name=description_suffix,json=descriptionSuffix,proto3" json:"description_suffix,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + DescriptionPrefix string `protobuf:"bytes,9,opt,name=description_prefix,json=descriptionPrefix,proto3" json:"description_prefix,omitempty"` + DescriptionSuffix string `protobuf:"bytes,10,opt,name=description_suffix,json=descriptionSuffix,proto3" json:"description_suffix,omitempty"` } -func (m *ApiDef) Reset() { *m = ApiDef{} } -func (m *ApiDef) String() string { return proto.CompactTextString(m) } -func (*ApiDef) ProtoMessage() {} -func (*ApiDef) Descriptor() ([]byte, []int) { - return fileDescriptor_00a850add58b816a, []int{0} +func (x *ApiDef) Reset() { + *x = ApiDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *ApiDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_ApiDef.Unmarshal(m, b) -} -func (m *ApiDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_ApiDef.Marshal(b, m, deterministic) +func (x *ApiDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *ApiDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_ApiDef.Merge(m, src) -} -func (m *ApiDef) XXX_Size() int { - return xxx_messageInfo_ApiDef.Size(m) -} -func (m *ApiDef) XXX_DiscardUnknown() { - xxx_messageInfo_ApiDef.DiscardUnknown(m) + +func (*ApiDef) ProtoMessage() {} + +func (x *ApiDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_ApiDef proto.InternalMessageInfo +// Deprecated: Use ApiDef.ProtoReflect.Descriptor instead. +func (*ApiDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_api_def_proto_rawDescGZIP(), []int{0} +} -func (m *ApiDef) GetGraphOpName() string { - if m != nil { - return m.GraphOpName +func (x *ApiDef) GetGraphOpName() string { + if x != nil { + return x.GraphOpName } return "" } -func (m *ApiDef) GetDeprecationMessage() string { - if m != nil { - return m.DeprecationMessage +func (x *ApiDef) GetDeprecationMessage() string { + if x != nil { + return x.DeprecationMessage } return "" } -func (m *ApiDef) GetDeprecationVersion() int32 { - if m != nil { - return m.DeprecationVersion +func (x *ApiDef) GetDeprecationVersion() int32 { + if x != nil { + return x.DeprecationVersion } return 0 } -func (m *ApiDef) GetVisibility() ApiDef_Visibility { - if m != nil { - return m.Visibility +func (x *ApiDef) GetVisibility() ApiDef_Visibility { + if x != nil { + return x.Visibility } return ApiDef_DEFAULT_VISIBILITY } -func (m *ApiDef) GetEndpoint() []*ApiDef_Endpoint { - if m != nil { - return m.Endpoint +func (x *ApiDef) GetEndpoint() []*ApiDef_Endpoint { + if x != nil { + return x.Endpoint } return nil } -func (m *ApiDef) GetInArg() []*ApiDef_Arg { - if m != nil { - return m.InArg +func (x *ApiDef) GetInArg() []*ApiDef_Arg { + if x != nil { + return x.InArg } return nil } -func (m *ApiDef) GetOutArg() []*ApiDef_Arg { - if m != nil { - return m.OutArg +func (x *ApiDef) GetOutArg() []*ApiDef_Arg { + if x != nil { + return x.OutArg } return nil } -func (m *ApiDef) GetArgOrder() []string { - if m != nil { - return m.ArgOrder +func (x *ApiDef) GetArgOrder() []string { + if x != nil { + return x.ArgOrder } return nil } -func (m *ApiDef) GetAttr() []*ApiDef_Attr { - if m != nil { - return m.Attr +func (x *ApiDef) GetAttr() []*ApiDef_Attr { + if x != nil { + return x.Attr } return nil } -func (m *ApiDef) GetSummary() string { - if m != nil { - return m.Summary +func (x *ApiDef) GetSummary() string { + if x != nil { + return x.Summary } return "" } -func (m *ApiDef) GetDescription() string { - if m != nil { - return m.Description +func (x *ApiDef) GetDescription() string { + if x != nil { + return x.Description } return "" } -func (m *ApiDef) GetDescriptionPrefix() string { - if m != nil { - return m.DescriptionPrefix +func (x *ApiDef) GetDescriptionPrefix() string { + if x != nil { + return x.DescriptionPrefix } return "" } -func (m *ApiDef) GetDescriptionSuffix() string { - if m != nil { - return m.DescriptionSuffix +func (x *ApiDef) GetDescriptionSuffix() string { + if x != nil { + return x.DescriptionSuffix } return "" } +type ApiDefs struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Op []*ApiDef `protobuf:"bytes,1,rep,name=op,proto3" json:"op,omitempty"` +} + +func (x *ApiDefs) Reset() { + *x = ApiDefs{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } +} + +func (x *ApiDefs) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*ApiDefs) ProtoMessage() {} + +func (x *ApiDefs) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) +} + +// Deprecated: Use ApiDefs.ProtoReflect.Descriptor instead. +func (*ApiDefs) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_api_def_proto_rawDescGZIP(), []int{1} +} + +func (x *ApiDefs) GetOp() []*ApiDef { + if x != nil { + return x.Op + } + return nil +} + // If you specify any endpoint, this will replace all of the // inherited endpoints. The first endpoint should be the // "canonical" endpoint, and should not be deprecated (unless all // endpoints are deprecated). type ApiDef_Endpoint struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Name should be either like "CamelCaseName" or // "Package.CamelCaseName". Client-language-specific ApiDefs may // use a snake_case convention instead of CamelCase. @@ -239,59 +322,67 @@ type ApiDef_Endpoint struct { // Major version when an endpoint will be deleted. For e.g. set this // value to 2 if endpoint should be removed in TensorFlow 2.0 and // deprecated in versions before that. - DeprecationVersion int32 `protobuf:"varint,4,opt,name=deprecation_version,json=deprecationVersion,proto3" json:"deprecation_version,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + DeprecationVersion int32 `protobuf:"varint,4,opt,name=deprecation_version,json=deprecationVersion,proto3" json:"deprecation_version,omitempty"` } -func (m *ApiDef_Endpoint) Reset() { *m = ApiDef_Endpoint{} } -func (m *ApiDef_Endpoint) String() string { return proto.CompactTextString(m) } -func (*ApiDef_Endpoint) ProtoMessage() {} -func (*ApiDef_Endpoint) Descriptor() ([]byte, []int) { - return fileDescriptor_00a850add58b816a, []int{0, 0} +func (x *ApiDef_Endpoint) Reset() { + *x = ApiDef_Endpoint{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *ApiDef_Endpoint) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_ApiDef_Endpoint.Unmarshal(m, b) +func (x *ApiDef_Endpoint) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *ApiDef_Endpoint) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_ApiDef_Endpoint.Marshal(b, m, deterministic) -} -func (m *ApiDef_Endpoint) XXX_Merge(src proto.Message) { - xxx_messageInfo_ApiDef_Endpoint.Merge(m, src) -} -func (m *ApiDef_Endpoint) XXX_Size() int { - return xxx_messageInfo_ApiDef_Endpoint.Size(m) -} -func (m *ApiDef_Endpoint) XXX_DiscardUnknown() { - xxx_messageInfo_ApiDef_Endpoint.DiscardUnknown(m) + +func (*ApiDef_Endpoint) ProtoMessage() {} + +func (x *ApiDef_Endpoint) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_ApiDef_Endpoint proto.InternalMessageInfo +// Deprecated: Use ApiDef_Endpoint.ProtoReflect.Descriptor instead. +func (*ApiDef_Endpoint) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_api_def_proto_rawDescGZIP(), []int{0, 0} +} -func (m *ApiDef_Endpoint) GetName() string { - if m != nil { - return m.Name +func (x *ApiDef_Endpoint) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *ApiDef_Endpoint) GetDeprecated() bool { - if m != nil { - return m.Deprecated +func (x *ApiDef_Endpoint) GetDeprecated() bool { + if x != nil { + return x.Deprecated } return false } -func (m *ApiDef_Endpoint) GetDeprecationVersion() int32 { - if m != nil { - return m.DeprecationVersion +func (x *ApiDef_Endpoint) GetDeprecationVersion() int32 { + if x != nil { + return x.DeprecationVersion } return 0 } type ApiDef_Arg struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` // Change the name used to access this arg in the API from what // is used in the GraphDef. Note that these names in `backticks` @@ -300,54 +391,58 @@ type ApiDef_Arg struct { // Note: this will replace any inherited arg doc. There is no // current way of modifying arg descriptions (other than replacing // them entirely) as can be done with op descriptions. - Description string `protobuf:"bytes,3,opt,name=description,proto3" json:"description,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Description string `protobuf:"bytes,3,opt,name=description,proto3" json:"description,omitempty"` } -func (m *ApiDef_Arg) Reset() { *m = ApiDef_Arg{} } -func (m *ApiDef_Arg) String() string { return proto.CompactTextString(m) } -func (*ApiDef_Arg) ProtoMessage() {} -func (*ApiDef_Arg) Descriptor() ([]byte, []int) { - return fileDescriptor_00a850add58b816a, []int{0, 1} +func (x *ApiDef_Arg) Reset() { + *x = ApiDef_Arg{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *ApiDef_Arg) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_ApiDef_Arg.Unmarshal(m, b) -} -func (m *ApiDef_Arg) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_ApiDef_Arg.Marshal(b, m, deterministic) +func (x *ApiDef_Arg) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *ApiDef_Arg) XXX_Merge(src proto.Message) { - xxx_messageInfo_ApiDef_Arg.Merge(m, src) -} -func (m *ApiDef_Arg) XXX_Size() int { - return xxx_messageInfo_ApiDef_Arg.Size(m) -} -func (m *ApiDef_Arg) XXX_DiscardUnknown() { - xxx_messageInfo_ApiDef_Arg.DiscardUnknown(m) + +func (*ApiDef_Arg) ProtoMessage() {} + +func (x *ApiDef_Arg) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_ApiDef_Arg proto.InternalMessageInfo +// Deprecated: Use ApiDef_Arg.ProtoReflect.Descriptor instead. +func (*ApiDef_Arg) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_api_def_proto_rawDescGZIP(), []int{0, 1} +} -func (m *ApiDef_Arg) GetName() string { - if m != nil { - return m.Name +func (x *ApiDef_Arg) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *ApiDef_Arg) GetRenameTo() string { - if m != nil { - return m.RenameTo +func (x *ApiDef_Arg) GetRenameTo() string { + if x != nil { + return x.RenameTo } return "" } -func (m *ApiDef_Arg) GetDescription() string { - if m != nil { - return m.Description +func (x *ApiDef_Arg) GetDescription() string { + if x != nil { + return x.Description } return "" } @@ -356,6 +451,10 @@ func (m *ApiDef_Arg) GetDescription() string { // Op. That is to say, this describes the attr fields that will // be specified in the NodeDef. type ApiDef_Attr struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` // Change the name used to access this attr in the API from what // is used in the GraphDef. Note that these names in `backticks` @@ -368,155 +467,277 @@ type ApiDef_Attr struct { DefaultValue *AttrValue `protobuf:"bytes,3,opt,name=default_value,json=defaultValue,proto3" json:"default_value,omitempty"` // Note: this will replace any inherited attr doc, there is no current // way of modifying attr descriptions as can be done with op descriptions. - Description string `protobuf:"bytes,4,opt,name=description,proto3" json:"description,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Description string `protobuf:"bytes,4,opt,name=description,proto3" json:"description,omitempty"` } -func (m *ApiDef_Attr) Reset() { *m = ApiDef_Attr{} } -func (m *ApiDef_Attr) String() string { return proto.CompactTextString(m) } -func (*ApiDef_Attr) ProtoMessage() {} -func (*ApiDef_Attr) Descriptor() ([]byte, []int) { - return fileDescriptor_00a850add58b816a, []int{0, 2} +func (x *ApiDef_Attr) Reset() { + *x = ApiDef_Attr{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[4] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *ApiDef_Attr) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_ApiDef_Attr.Unmarshal(m, b) -} -func (m *ApiDef_Attr) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_ApiDef_Attr.Marshal(b, m, deterministic) -} -func (m *ApiDef_Attr) XXX_Merge(src proto.Message) { - xxx_messageInfo_ApiDef_Attr.Merge(m, src) +func (x *ApiDef_Attr) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *ApiDef_Attr) XXX_Size() int { - return xxx_messageInfo_ApiDef_Attr.Size(m) -} -func (m *ApiDef_Attr) XXX_DiscardUnknown() { - xxx_messageInfo_ApiDef_Attr.DiscardUnknown(m) + +func (*ApiDef_Attr) ProtoMessage() {} + +func (x *ApiDef_Attr) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_api_def_proto_msgTypes[4] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_ApiDef_Attr proto.InternalMessageInfo +// Deprecated: Use ApiDef_Attr.ProtoReflect.Descriptor instead. +func (*ApiDef_Attr) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_api_def_proto_rawDescGZIP(), []int{0, 2} +} -func (m *ApiDef_Attr) GetName() string { - if m != nil { - return m.Name +func (x *ApiDef_Attr) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *ApiDef_Attr) GetRenameTo() string { - if m != nil { - return m.RenameTo +func (x *ApiDef_Attr) GetRenameTo() string { + if x != nil { + return x.RenameTo } return "" } -func (m *ApiDef_Attr) GetDefaultValue() *AttrValue { - if m != nil { - return m.DefaultValue +func (x *ApiDef_Attr) GetDefaultValue() *AttrValue { + if x != nil { + return x.DefaultValue } return nil } -func (m *ApiDef_Attr) GetDescription() string { - if m != nil { - return m.Description +func (x *ApiDef_Attr) GetDescription() string { + if x != nil { + return x.Description } return "" } -type ApiDefs struct { - Op []*ApiDef `protobuf:"bytes,1,rep,name=op,proto3" json:"op,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *ApiDefs) Reset() { *m = ApiDefs{} } -func (m *ApiDefs) String() string { return proto.CompactTextString(m) } -func (*ApiDefs) ProtoMessage() {} -func (*ApiDefs) Descriptor() ([]byte, []int) { - return fileDescriptor_00a850add58b816a, []int{1} -} - -func (m *ApiDefs) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_ApiDefs.Unmarshal(m, b) -} -func (m *ApiDefs) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_ApiDefs.Marshal(b, m, deterministic) -} -func (m *ApiDefs) XXX_Merge(src proto.Message) { - 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file_tensorflow_core_framework_api_def_proto_msgTypes = make([]protoimpl.MessageInfo, 5) +var file_tensorflow_core_framework_api_def_proto_goTypes = []interface{}{ + (ApiDef_Visibility)(0), // 0: tensorflow.ApiDef.Visibility + (*ApiDef)(nil), // 1: tensorflow.ApiDef + (*ApiDefs)(nil), // 2: tensorflow.ApiDefs + (*ApiDef_Endpoint)(nil), // 3: tensorflow.ApiDef.Endpoint + (*ApiDef_Arg)(nil), // 4: tensorflow.ApiDef.Arg + (*ApiDef_Attr)(nil), // 5: tensorflow.ApiDef.Attr + (*AttrValue)(nil), // 6: tensorflow.AttrValue +} +var file_tensorflow_core_framework_api_def_proto_depIdxs = []int32{ + 0, // 0: tensorflow.ApiDef.visibility:type_name -> tensorflow.ApiDef.Visibility + 3, // 1: tensorflow.ApiDef.endpoint:type_name -> tensorflow.ApiDef.Endpoint + 4, // 2: tensorflow.ApiDef.in_arg:type_name -> tensorflow.ApiDef.Arg + 4, // 3: tensorflow.ApiDef.out_arg:type_name -> tensorflow.ApiDef.Arg + 5, // 4: tensorflow.ApiDef.attr:type_name -> tensorflow.ApiDef.Attr + 1, // 5: tensorflow.ApiDefs.op:type_name -> tensorflow.ApiDef + 6, // 6: tensorflow.ApiDef.Attr.default_value:type_name -> tensorflow.AttrValue + 7, // [7:7] is the sub-list for method output_type + 7, // [7:7] is the sub-list for method input_type + 7, // [7:7] is the sub-list for extension type_name + 7, // [7:7] is the sub-list for extension extendee + 0, // [0:7] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_api_def_proto_init() } +func file_tensorflow_core_framework_api_def_proto_init() { + if File_tensorflow_core_framework_api_def_proto != nil { + return } - return nil -} - -func init() { - proto.RegisterEnum("tensorflow.ApiDef_Visibility", ApiDef_Visibility_name, ApiDef_Visibility_value) - proto.RegisterType((*ApiDef)(nil), "tensorflow.ApiDef") - proto.RegisterType((*ApiDef_Endpoint)(nil), "tensorflow.ApiDef.Endpoint") - proto.RegisterType((*ApiDef_Arg)(nil), "tensorflow.ApiDef.Arg") - proto.RegisterType((*ApiDef_Attr)(nil), 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0xff, 0x04, 0x00, 0x00, + file_tensorflow_core_framework_attr_value_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_api_def_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*ApiDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_api_def_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*ApiDefs); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_api_def_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*ApiDef_Endpoint); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_api_def_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*ApiDef_Arg); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_api_def_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*ApiDef_Attr); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_api_def_proto_rawDesc, + NumEnums: 1, + NumMessages: 5, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_api_def_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_api_def_proto_depIdxs, + EnumInfos: file_tensorflow_core_framework_api_def_proto_enumTypes, + MessageInfos: file_tensorflow_core_framework_api_def_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_api_def_proto = out.File + file_tensorflow_core_framework_api_def_proto_rawDesc = nil + file_tensorflow_core_framework_api_def_proto_goTypes = nil + file_tensorflow_core_framework_api_def_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/attr_value.pb.go b/tools/tf2openapi/generated/framework/attr_value.pb.go index 711023329b..63ad2e7d5c 100644 --- a/tools/tf2openapi/generated/framework/attr_value.pb.go +++ b/tools/tf2openapi/generated/framework/attr_value.pb.go @@ -1,30 +1,35 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/attr_value.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Protocol buffer representing the value for an attr used to configure an Op. // Comment indicates the corresponding attr type. Only the field matching the // attr type may be filled. type AttrValue struct { - // Types that are valid to be assigned to Value: + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + // Types that are assignable to Value: + // // *AttrValue_S // *AttrValue_I // *AttrValue_F @@ -35,78 +40,170 @@ type AttrValue struct { // *AttrValue_List // *AttrValue_Func // *AttrValue_Placeholder - Value isAttrValue_Value `protobuf_oneof:"value"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Value isAttrValue_Value `protobuf_oneof:"value"` +} + +func (x *AttrValue) Reset() { + *x = AttrValue{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_attr_value_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } +} + +func (x *AttrValue) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*AttrValue) ProtoMessage() {} + +func (x *AttrValue) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_attr_value_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -func (m *AttrValue) Reset() { *m = AttrValue{} } -func (m *AttrValue) String() string { return proto.CompactTextString(m) } -func (*AttrValue) ProtoMessage() {} +// Deprecated: Use AttrValue.ProtoReflect.Descriptor instead. func (*AttrValue) Descriptor() ([]byte, []int) { - return fileDescriptor_06e758bf81984406, []int{0} + return file_tensorflow_core_framework_attr_value_proto_rawDescGZIP(), []int{0} } -func (m *AttrValue) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_AttrValue.Unmarshal(m, b) +func (m *AttrValue) GetValue() isAttrValue_Value { + if m != nil { + return m.Value + } + return nil } -func (m *AttrValue) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_AttrValue.Marshal(b, m, deterministic) + +func (x *AttrValue) GetS() []byte { + if x, ok := x.GetValue().(*AttrValue_S); ok { + return x.S + } + return nil } -func (m *AttrValue) XXX_Merge(src proto.Message) { - xxx_messageInfo_AttrValue.Merge(m, src) + +func (x *AttrValue) GetI() int64 { + if x, ok := x.GetValue().(*AttrValue_I); ok { + return x.I + } + return 0 } -func (m *AttrValue) XXX_Size() int { - return xxx_messageInfo_AttrValue.Size(m) + +func (x *AttrValue) GetF() float32 { + if x, ok := x.GetValue().(*AttrValue_F); ok { + return x.F + } + return 0 } -func (m *AttrValue) XXX_DiscardUnknown() { - xxx_messageInfo_AttrValue.DiscardUnknown(m) + +func (x *AttrValue) GetB() bool { + if x, ok := x.GetValue().(*AttrValue_B); ok { + return x.B + } + return false } -var xxx_messageInfo_AttrValue proto.InternalMessageInfo +func (x *AttrValue) GetType() DataType { + if x, ok := x.GetValue().(*AttrValue_Type); ok { + return x.Type + } + return DataType_DT_INVALID +} + +func (x *AttrValue) GetShape() *TensorShapeProto { + if x, ok := x.GetValue().(*AttrValue_Shape); ok { + return x.Shape + } + return nil +} + +func (x *AttrValue) GetTensor() *TensorProto { + if x, ok := x.GetValue().(*AttrValue_Tensor); ok { + return x.Tensor + } + return nil +} + +func (x *AttrValue) GetList() *AttrValue_ListValue { + if x, ok := x.GetValue().(*AttrValue_List); ok { + return x.List + } + return nil +} + +func (x *AttrValue) GetFunc() *NameAttrList { + if x, ok := x.GetValue().(*AttrValue_Func); ok { + return x.Func + } + return nil +} + +func (x *AttrValue) GetPlaceholder() string { + if x, ok := x.GetValue().(*AttrValue_Placeholder); ok { + return x.Placeholder + } + return "" +} type isAttrValue_Value interface { isAttrValue_Value() } type AttrValue_S struct { - S []byte `protobuf:"bytes,2,opt,name=s,proto3,oneof"` + S []byte `protobuf:"bytes,2,opt,name=s,proto3,oneof"` // "string" } type AttrValue_I struct { - I int64 `protobuf:"varint,3,opt,name=i,proto3,oneof"` + I int64 `protobuf:"varint,3,opt,name=i,proto3,oneof"` // "int" } type AttrValue_F struct { - F float32 `protobuf:"fixed32,4,opt,name=f,proto3,oneof"` + F float32 `protobuf:"fixed32,4,opt,name=f,proto3,oneof"` // "float" } type AttrValue_B struct { - B bool `protobuf:"varint,5,opt,name=b,proto3,oneof"` + B bool `protobuf:"varint,5,opt,name=b,proto3,oneof"` // "bool" } type AttrValue_Type struct { - Type DataType `protobuf:"varint,6,opt,name=type,proto3,enum=tensorflow.DataType,oneof"` + Type DataType `protobuf:"varint,6,opt,name=type,proto3,enum=tensorflow.DataType,oneof"` // "type" } type AttrValue_Shape struct { - Shape *TensorShapeProto `protobuf:"bytes,7,opt,name=shape,proto3,oneof"` + Shape *TensorShapeProto `protobuf:"bytes,7,opt,name=shape,proto3,oneof"` // "shape" } type AttrValue_Tensor struct { - Tensor *TensorProto `protobuf:"bytes,8,opt,name=tensor,proto3,oneof"` + Tensor *TensorProto `protobuf:"bytes,8,opt,name=tensor,proto3,oneof"` // "tensor" } type AttrValue_List struct { - List *AttrValue_ListValue `protobuf:"bytes,1,opt,name=list,proto3,oneof"` + List *AttrValue_ListValue `protobuf:"bytes,1,opt,name=list,proto3,oneof"` // any "list(...)" } type AttrValue_Func struct { + // "func" represents a function. func.name is a function's name or + // a primitive op's name. func.attr.first is the name of an attr + // defined for that function. func.attr.second is the value for + // that attr in the instantiation. Func *NameAttrList `protobuf:"bytes,10,opt,name=func,proto3,oneof"` } type AttrValue_Placeholder struct { + // This is a placeholder only used in nodes defined inside a + // function. It indicates the attr value will be supplied when + // the function is instantiated. For example, let us suppose a + // node "N" in function "FN". "N" has an attr "A" with value + // placeholder = "foo". When FN is instantiated with attr "foo" + // set to "bar", the instantiated node N's attr A will have been + // given the value "bar". Placeholder string `protobuf:"bytes,9,opt,name=placeholder,proto3,oneof"` } @@ -130,288 +227,358 @@ func (*AttrValue_Func) isAttrValue_Value() {} func (*AttrValue_Placeholder) isAttrValue_Value() {} -func (m *AttrValue) GetValue() isAttrValue_Value { - if m != nil { - return m.Value - } - return nil -} +// A list of attr names and their values. The whole list is attached +// with a string name. E.g., MatMul[T=float]. +type NameAttrList struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *AttrValue) GetS() []byte { - if x, ok := m.GetValue().(*AttrValue_S); ok { - return x.S - } - return nil + Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` + Attr map[string]*AttrValue `protobuf:"bytes,2,rep,name=attr,proto3" json:"attr,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` } -func (m *AttrValue) GetI() int64 { - if x, ok := m.GetValue().(*AttrValue_I); ok { - return x.I +func (x *NameAttrList) Reset() { + *x = NameAttrList{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_attr_value_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) } - return 0 } -func (m *AttrValue) GetF() float32 { - if x, ok := m.GetValue().(*AttrValue_F); ok { - return x.F - } - return 0 +func (x *NameAttrList) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *AttrValue) GetB() bool { - if x, ok := m.GetValue().(*AttrValue_B); ok { - return x.B - } - return false -} +func (*NameAttrList) ProtoMessage() {} -func (m *AttrValue) GetType() DataType { - if x, ok := m.GetValue().(*AttrValue_Type); ok { - return x.Type +func (x *NameAttrList) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_attr_value_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return DataType_DT_INVALID + return mi.MessageOf(x) } -func (m *AttrValue) GetShape() *TensorShapeProto { - if x, ok := m.GetValue().(*AttrValue_Shape); ok { - return x.Shape - } - return nil +// Deprecated: Use NameAttrList.ProtoReflect.Descriptor instead. +func (*NameAttrList) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_attr_value_proto_rawDescGZIP(), []int{1} } -func (m *AttrValue) GetTensor() *TensorProto { - if x, ok := m.GetValue().(*AttrValue_Tensor); ok { - return x.Tensor +func (x *NameAttrList) GetName() string { + if x != nil { + return x.Name } - return nil + return "" } -func (m *AttrValue) GetList() *AttrValue_ListValue { - if x, ok := m.GetValue().(*AttrValue_List); ok { - return x.List +func (x *NameAttrList) GetAttr() map[string]*AttrValue { + if x != nil { + return x.Attr } return nil } -func (m *AttrValue) GetFunc() *NameAttrList { - if x, ok := m.GetValue().(*AttrValue_Func); ok { - return x.Func +// LINT.IfChange +type AttrValue_ListValue struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + S [][]byte `protobuf:"bytes,2,rep,name=s,proto3" json:"s,omitempty"` // "list(string)" + I []int64 `protobuf:"varint,3,rep,packed,name=i,proto3" json:"i,omitempty"` // "list(int)" + F []float32 `protobuf:"fixed32,4,rep,packed,name=f,proto3" json:"f,omitempty"` // "list(float)" + B []bool `protobuf:"varint,5,rep,packed,name=b,proto3" json:"b,omitempty"` // "list(bool)" + Type []DataType `protobuf:"varint,6,rep,packed,name=type,proto3,enum=tensorflow.DataType" json:"type,omitempty"` // "list(type)" + Shape []*TensorShapeProto `protobuf:"bytes,7,rep,name=shape,proto3" json:"shape,omitempty"` // "list(shape)" + Tensor []*TensorProto `protobuf:"bytes,8,rep,name=tensor,proto3" json:"tensor,omitempty"` // "list(tensor)" + Func []*NameAttrList `protobuf:"bytes,9,rep,name=func,proto3" json:"func,omitempty"` // "list(attr)" +} + +func (x *AttrValue_ListValue) Reset() { + *x = AttrValue_ListValue{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_attr_value_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) } - return nil } -func (m *AttrValue) GetPlaceholder() string { - if x, ok := m.GetValue().(*AttrValue_Placeholder); ok { - return x.Placeholder - } - return "" +func (x *AttrValue_ListValue) String() string { + return protoimpl.X.MessageStringOf(x) } -// XXX_OneofWrappers is for the internal use of the proto package. -func (*AttrValue) XXX_OneofWrappers() []interface{} { - return []interface{}{ - (*AttrValue_S)(nil), - (*AttrValue_I)(nil), - (*AttrValue_F)(nil), - (*AttrValue_B)(nil), - (*AttrValue_Type)(nil), - (*AttrValue_Shape)(nil), - (*AttrValue_Tensor)(nil), - (*AttrValue_List)(nil), - (*AttrValue_Func)(nil), - (*AttrValue_Placeholder)(nil), +func (*AttrValue_ListValue) ProtoMessage() {} + +func (x *AttrValue_ListValue) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_attr_value_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } + return mi.MessageOf(x) } -// LINT.IfChange -type AttrValue_ListValue struct { - S [][]byte `protobuf:"bytes,2,rep,name=s,proto3" json:"s,omitempty"` - I []int64 `protobuf:"varint,3,rep,packed,name=i,proto3" json:"i,omitempty"` - F []float32 `protobuf:"fixed32,4,rep,packed,name=f,proto3" json:"f,omitempty"` - B []bool `protobuf:"varint,5,rep,packed,name=b,proto3" json:"b,omitempty"` - Type []DataType `protobuf:"varint,6,rep,packed,name=type,proto3,enum=tensorflow.DataType" json:"type,omitempty"` - Shape []*TensorShapeProto `protobuf:"bytes,7,rep,name=shape,proto3" json:"shape,omitempty"` - Tensor []*TensorProto `protobuf:"bytes,8,rep,name=tensor,proto3" json:"tensor,omitempty"` - Func []*NameAttrList `protobuf:"bytes,9,rep,name=func,proto3" json:"func,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *AttrValue_ListValue) Reset() { *m = AttrValue_ListValue{} } -func (m *AttrValue_ListValue) String() string { return proto.CompactTextString(m) } -func (*AttrValue_ListValue) ProtoMessage() {} +// Deprecated: Use AttrValue_ListValue.ProtoReflect.Descriptor instead. func (*AttrValue_ListValue) Descriptor() ([]byte, []int) { - return fileDescriptor_06e758bf81984406, []int{0, 0} + return file_tensorflow_core_framework_attr_value_proto_rawDescGZIP(), []int{0, 0} } -func (m *AttrValue_ListValue) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_AttrValue_ListValue.Unmarshal(m, b) -} -func (m *AttrValue_ListValue) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_AttrValue_ListValue.Marshal(b, m, deterministic) -} -func (m *AttrValue_ListValue) XXX_Merge(src proto.Message) { - xxx_messageInfo_AttrValue_ListValue.Merge(m, src) -} -func (m *AttrValue_ListValue) XXX_Size() int { - return xxx_messageInfo_AttrValue_ListValue.Size(m) -} -func (m *AttrValue_ListValue) XXX_DiscardUnknown() { - xxx_messageInfo_AttrValue_ListValue.DiscardUnknown(m) -} - -var xxx_messageInfo_AttrValue_ListValue proto.InternalMessageInfo - -func (m *AttrValue_ListValue) GetS() [][]byte { - if m != nil { - return m.S +func (x *AttrValue_ListValue) GetS() [][]byte { + if x != nil { + return x.S } return nil } -func (m *AttrValue_ListValue) GetI() []int64 { - if m != nil { - return m.I +func (x *AttrValue_ListValue) GetI() []int64 { + if x != nil { + return x.I } return nil } -func (m *AttrValue_ListValue) GetF() []float32 { - if m != nil { - return m.F +func (x *AttrValue_ListValue) GetF() []float32 { + if x != nil { + return x.F } return nil } -func (m *AttrValue_ListValue) GetB() []bool { - if m != nil { - return m.B +func (x *AttrValue_ListValue) GetB() []bool { + if x != nil { + return x.B } return nil } -func (m *AttrValue_ListValue) GetType() []DataType { - if m != nil { - return m.Type +func (x *AttrValue_ListValue) GetType() []DataType { + if x != nil { + return x.Type } return nil } -func (m *AttrValue_ListValue) GetShape() []*TensorShapeProto { - if m != nil { - return m.Shape +func (x *AttrValue_ListValue) GetShape() []*TensorShapeProto { + if x != nil { + return x.Shape } return nil } -func (m *AttrValue_ListValue) GetTensor() []*TensorProto { - if m != nil { - return m.Tensor +func (x *AttrValue_ListValue) GetTensor() []*TensorProto { + if x != nil { + return x.Tensor } return nil } -func (m *AttrValue_ListValue) GetFunc() []*NameAttrList { - if m != nil { - return m.Func +func (x *AttrValue_ListValue) GetFunc() []*NameAttrList { + if x != nil { + return x.Func } return nil } -// A list of attr names and their values. The whole list is attached -// with a string name. E.g., MatMul[T=float]. -type NameAttrList struct { - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - Attr map[string]*AttrValue `protobuf:"bytes,2,rep,name=attr,proto3" json:"attr,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *NameAttrList) Reset() { *m = NameAttrList{} } -func (m *NameAttrList) String() string { return proto.CompactTextString(m) } -func (*NameAttrList) ProtoMessage() {} -func (*NameAttrList) Descriptor() ([]byte, []int) { - return fileDescriptor_06e758bf81984406, []int{1} -} - -func (m *NameAttrList) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_NameAttrList.Unmarshal(m, b) -} -func (m *NameAttrList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_NameAttrList.Marshal(b, m, deterministic) -} -func (m 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file_tensorflow_core_framework_attr_value_proto_rawDescData +} + +var file_tensorflow_core_framework_attr_value_proto_msgTypes = make([]protoimpl.MessageInfo, 4) +var file_tensorflow_core_framework_attr_value_proto_goTypes = []interface{}{ + (*AttrValue)(nil), // 0: tensorflow.AttrValue + (*NameAttrList)(nil), // 1: tensorflow.NameAttrList + (*AttrValue_ListValue)(nil), // 2: tensorflow.AttrValue.ListValue + nil, // 3: tensorflow.NameAttrList.AttrEntry + (DataType)(0), // 4: tensorflow.DataType + (*TensorShapeProto)(nil), // 5: tensorflow.TensorShapeProto + (*TensorProto)(nil), // 6: tensorflow.TensorProto +} +var file_tensorflow_core_framework_attr_value_proto_depIdxs = []int32{ + 4, // 0: tensorflow.AttrValue.type:type_name -> tensorflow.DataType + 5, // 1: tensorflow.AttrValue.shape:type_name -> tensorflow.TensorShapeProto + 6, // 2: tensorflow.AttrValue.tensor:type_name -> tensorflow.TensorProto + 2, // 3: tensorflow.AttrValue.list:type_name -> tensorflow.AttrValue.ListValue + 1, // 4: tensorflow.AttrValue.func:type_name -> tensorflow.NameAttrList + 3, // 5: tensorflow.NameAttrList.attr:type_name -> tensorflow.NameAttrList.AttrEntry + 4, // 6: tensorflow.AttrValue.ListValue.type:type_name -> tensorflow.DataType + 5, // 7: tensorflow.AttrValue.ListValue.shape:type_name -> tensorflow.TensorShapeProto + 6, // 8: tensorflow.AttrValue.ListValue.tensor:type_name -> tensorflow.TensorProto + 1, // 9: tensorflow.AttrValue.ListValue.func:type_name -> tensorflow.NameAttrList + 0, // 10: tensorflow.NameAttrList.AttrEntry.value:type_name -> tensorflow.AttrValue + 11, // [11:11] is the sub-list for method output_type + 11, // [11:11] is the sub-list for method input_type + 11, // [11:11] is the sub-list for extension type_name + 11, // [11:11] is the sub-list for extension extendee + 0, // [0:11] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_attr_value_proto_init() } +func file_tensorflow_core_framework_attr_value_proto_init() { + if File_tensorflow_core_framework_attr_value_proto != nil { + return } - return "" -} - -func (m *NameAttrList) GetAttr() map[string]*AttrValue { - if m != nil { - return m.Attr + file_tensorflow_core_framework_tensor_proto_init() + file_tensorflow_core_framework_tensor_shape_proto_init() + file_tensorflow_core_framework_types_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_attr_value_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*AttrValue); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_attr_value_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*NameAttrList); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_attr_value_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*AttrValue_ListValue); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } } - return nil -} - -func init() { - proto.RegisterType((*AttrValue)(nil), "tensorflow.AttrValue") - proto.RegisterType((*AttrValue_ListValue)(nil), "tensorflow.AttrValue.ListValue") - proto.RegisterType((*NameAttrList)(nil), "tensorflow.NameAttrList") - proto.RegisterMapType((map[string]*AttrValue)(nil), "tensorflow.NameAttrList.AttrEntry") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/attr_value.proto", fileDescriptor_06e758bf81984406) -} - -var fileDescriptor_06e758bf81984406 = []byte{ - // 519 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x84, 0x93, 0xdf, 0x8a, 0xd3, 0x40, - 0x14, 0xc6, 0x3b, 0x99, 0xb4, 0xdb, 0x4c, 0xcb, 0x5a, 0x06, 0xc5, 0xa1, 0x08, 0x86, 0x82, 0x32, - 0xac, 0x25, 0xc1, 0xf8, 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file_tensorflow_core_framework_attr_value_proto_msgTypes[0].OneofWrappers = []interface{}{ + (*AttrValue_S)(nil), + (*AttrValue_I)(nil), + (*AttrValue_F)(nil), + (*AttrValue_B)(nil), + (*AttrValue_Type)(nil), + (*AttrValue_Shape)(nil), + (*AttrValue_Tensor)(nil), + (*AttrValue_List)(nil), + (*AttrValue_Func)(nil), + (*AttrValue_Placeholder)(nil), + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_attr_value_proto_rawDesc, + NumEnums: 0, + NumMessages: 4, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_attr_value_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_attr_value_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_attr_value_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_attr_value_proto = out.File + file_tensorflow_core_framework_attr_value_proto_rawDesc = nil + file_tensorflow_core_framework_attr_value_proto_goTypes = nil + file_tensorflow_core_framework_attr_value_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/cost_graph.pb.go b/tools/tf2openapi/generated/framework/cost_graph.pb.go index 2cc1a276c3..c9fe1f072c 100644 --- a/tools/tf2openapi/generated/framework/cost_graph.pb.go +++ b/tools/tf2openapi/generated/framework/cost_graph.pb.go @@ -1,65 +1,77 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/cost_graph.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type CostGraphDef struct { - Node []*CostGraphDef_Node `protobuf:"bytes,1,rep,name=node,proto3" json:"node,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *CostGraphDef) Reset() { *m = CostGraphDef{} } -func (m *CostGraphDef) String() string { return proto.CompactTextString(m) } -func (*CostGraphDef) ProtoMessage() {} -func (*CostGraphDef) Descriptor() ([]byte, []int) { - return fileDescriptor_5f8948141565ace8, []int{0} + Node []*CostGraphDef_Node `protobuf:"bytes,1,rep,name=node,proto3" json:"node,omitempty"` } -func (m *CostGraphDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CostGraphDef.Unmarshal(m, b) -} -func (m *CostGraphDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CostGraphDef.Marshal(b, m, deterministic) -} -func (m *CostGraphDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_CostGraphDef.Merge(m, src) +func (x *CostGraphDef) Reset() { + *x = CostGraphDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CostGraphDef) XXX_Size() int { - return xxx_messageInfo_CostGraphDef.Size(m) + +func (x *CostGraphDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CostGraphDef) XXX_DiscardUnknown() { - xxx_messageInfo_CostGraphDef.DiscardUnknown(m) + +func (*CostGraphDef) ProtoMessage() {} + +func (x *CostGraphDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_CostGraphDef proto.InternalMessageInfo +// Deprecated: Use CostGraphDef.ProtoReflect.Descriptor instead. +func (*CostGraphDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_cost_graph_proto_rawDescGZIP(), []int{0} +} -func (m *CostGraphDef) GetNode() []*CostGraphDef_Node { - if m != nil { - return m.Node +func (x *CostGraphDef) GetNode() []*CostGraphDef_Node { + if x != nil { + return x.Node } return nil } type CostGraphDef_Node struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The name of the node. Names are globally unique. Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` // The device of the node. Can be empty if the node is mapped to the @@ -72,10 +84,13 @@ type CostGraphDef_Node struct { // Temporary memory used by this node. TemporaryMemorySize int64 `protobuf:"varint,6,opt,name=temporary_memory_size,json=temporaryMemorySize,proto3" json:"temporary_memory_size,omitempty"` // Persistent memory used by this node. - PersistentMemorySize int64 `protobuf:"varint,12,opt,name=persistent_memory_size,json=persistentMemorySize,proto3" json:"persistent_memory_size,omitempty"` - HostTempMemorySize int64 `protobuf:"varint,10,opt,name=host_temp_memory_size,json=hostTempMemorySize,proto3" json:"host_temp_memory_size,omitempty"` // Deprecated: Do not use. - DeviceTempMemorySize int64 `protobuf:"varint,11,opt,name=device_temp_memory_size,json=deviceTempMemorySize,proto3" json:"device_temp_memory_size,omitempty"` // Deprecated: Do not use. - DevicePersistentMemorySize int64 `protobuf:"varint,16,opt,name=device_persistent_memory_size,json=devicePersistentMemorySize,proto3" json:"device_persistent_memory_size,omitempty"` // Deprecated: Do not use. + PersistentMemorySize int64 `protobuf:"varint,12,opt,name=persistent_memory_size,json=persistentMemorySize,proto3" json:"persistent_memory_size,omitempty"` + // Deprecated: Do not use. + HostTempMemorySize int64 `protobuf:"varint,10,opt,name=host_temp_memory_size,json=hostTempMemorySize,proto3" json:"host_temp_memory_size,omitempty"` + // Deprecated: Do not use. + DeviceTempMemorySize int64 `protobuf:"varint,11,opt,name=device_temp_memory_size,json=deviceTempMemorySize,proto3" json:"device_temp_memory_size,omitempty"` + // Deprecated: Do not use. + DevicePersistentMemorySize int64 `protobuf:"varint,16,opt,name=device_persistent_memory_size,json=devicePersistentMemorySize,proto3" json:"device_persistent_memory_size,omitempty"` // Estimate of the computational cost of this node, in microseconds. ComputeCost int64 `protobuf:"varint,9,opt,name=compute_cost,json=computeCost,proto3" json:"compute_cost,omitempty"` // Analytical estimate of the computational cost of this node, in @@ -90,148 +105,152 @@ type CostGraphDef_Node struct { // Ids of the control inputs for this node. ControlInput []int32 `protobuf:"varint,8,rep,packed,name=control_input,json=controlInput,proto3" json:"control_input,omitempty"` // Are the costs inaccurate? - Inaccurate bool `protobuf:"varint,17,opt,name=inaccurate,proto3" json:"inaccurate,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Inaccurate bool `protobuf:"varint,17,opt,name=inaccurate,proto3" json:"inaccurate,omitempty"` } -func (m *CostGraphDef_Node) Reset() { *m = CostGraphDef_Node{} } -func (m *CostGraphDef_Node) String() string { return proto.CompactTextString(m) } -func (*CostGraphDef_Node) ProtoMessage() {} -func (*CostGraphDef_Node) Descriptor() ([]byte, []int) { - return fileDescriptor_5f8948141565ace8, []int{0, 0} +func (x *CostGraphDef_Node) Reset() { + *x = CostGraphDef_Node{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CostGraphDef_Node) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CostGraphDef_Node.Unmarshal(m, b) -} -func (m *CostGraphDef_Node) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CostGraphDef_Node.Marshal(b, m, deterministic) -} -func (m *CostGraphDef_Node) XXX_Merge(src proto.Message) { - xxx_messageInfo_CostGraphDef_Node.Merge(m, src) -} -func (m *CostGraphDef_Node) XXX_Size() int { - return xxx_messageInfo_CostGraphDef_Node.Size(m) +func (x *CostGraphDef_Node) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CostGraphDef_Node) XXX_DiscardUnknown() { - xxx_messageInfo_CostGraphDef_Node.DiscardUnknown(m) + +func (*CostGraphDef_Node) ProtoMessage() {} + +func (x *CostGraphDef_Node) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_CostGraphDef_Node proto.InternalMessageInfo +// Deprecated: Use CostGraphDef_Node.ProtoReflect.Descriptor instead. +func (*CostGraphDef_Node) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_cost_graph_proto_rawDescGZIP(), []int{0, 0} +} -func (m *CostGraphDef_Node) GetName() string { - if m != nil { - return m.Name +func (x *CostGraphDef_Node) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *CostGraphDef_Node) GetDevice() string { - if m != nil { - return m.Device +func (x *CostGraphDef_Node) GetDevice() string { + if x != nil { + return x.Device } return "" } -func (m *CostGraphDef_Node) GetId() int32 { - if m != nil { - return m.Id +func (x *CostGraphDef_Node) GetId() int32 { + if x != nil { + return x.Id } return 0 } -func (m *CostGraphDef_Node) GetInputInfo() []*CostGraphDef_Node_InputInfo { - if m != nil { - return m.InputInfo +func (x *CostGraphDef_Node) GetInputInfo() []*CostGraphDef_Node_InputInfo { + if x != nil { + return x.InputInfo } return nil } -func (m *CostGraphDef_Node) GetOutputInfo() []*CostGraphDef_Node_OutputInfo { - if m != nil { - return m.OutputInfo +func (x *CostGraphDef_Node) GetOutputInfo() []*CostGraphDef_Node_OutputInfo { + if x != nil { + return x.OutputInfo } return nil } -func (m *CostGraphDef_Node) GetTemporaryMemorySize() int64 { - if m != nil { - return m.TemporaryMemorySize +func (x *CostGraphDef_Node) GetTemporaryMemorySize() int64 { + if x != nil { + return x.TemporaryMemorySize } return 0 } -func (m *CostGraphDef_Node) GetPersistentMemorySize() int64 { - if m != nil { - return m.PersistentMemorySize +func (x *CostGraphDef_Node) GetPersistentMemorySize() int64 { + if x != nil { + return x.PersistentMemorySize } return 0 } // Deprecated: Do not use. -func (m *CostGraphDef_Node) GetHostTempMemorySize() int64 { - if m != nil { - return m.HostTempMemorySize +func (x *CostGraphDef_Node) GetHostTempMemorySize() int64 { + if x != nil { + return x.HostTempMemorySize } return 0 } // Deprecated: Do not use. -func (m *CostGraphDef_Node) GetDeviceTempMemorySize() int64 { - if m != nil { - return m.DeviceTempMemorySize +func (x *CostGraphDef_Node) GetDeviceTempMemorySize() int64 { + if x != nil { + return x.DeviceTempMemorySize } return 0 } // Deprecated: Do not use. -func (m *CostGraphDef_Node) GetDevicePersistentMemorySize() int64 { - if m != nil { - return m.DevicePersistentMemorySize +func (x *CostGraphDef_Node) GetDevicePersistentMemorySize() int64 { + if x != nil { + return x.DevicePersistentMemorySize } return 0 } -func (m *CostGraphDef_Node) GetComputeCost() int64 { - if m != nil { - return m.ComputeCost +func (x *CostGraphDef_Node) GetComputeCost() int64 { + if x != nil { + return x.ComputeCost } return 0 } -func (m *CostGraphDef_Node) GetComputeTime() int64 { - if m != nil { - return m.ComputeTime +func (x *CostGraphDef_Node) GetComputeTime() int64 { + if x != nil { + return x.ComputeTime } return 0 } -func (m *CostGraphDef_Node) GetMemoryTime() int64 { - if m != nil { - return m.MemoryTime +func (x *CostGraphDef_Node) GetMemoryTime() int64 { + if x != nil { + return x.MemoryTime } return 0 } -func (m *CostGraphDef_Node) GetIsFinal() bool { - if m != nil { - return m.IsFinal +func (x *CostGraphDef_Node) GetIsFinal() bool { + if x != nil { + return x.IsFinal } return false } -func (m *CostGraphDef_Node) GetControlInput() []int32 { - if m != nil { - return m.ControlInput +func (x *CostGraphDef_Node) GetControlInput() []int32 { + if x != nil { + return x.ControlInput } return nil } -func (m *CostGraphDef_Node) GetInaccurate() bool { - if m != nil { - return m.Inaccurate +func (x *CostGraphDef_Node) GetInaccurate() bool { + if x != nil { + return x.Inaccurate } return false } @@ -240,170 +259,329 @@ func (m *CostGraphDef_Node) GetInaccurate() bool { // executed. An input is a particular output of another node, specified // by the node id and the output index. type CostGraphDef_Node_InputInfo struct { - PrecedingNode int32 `protobuf:"varint,1,opt,name=preceding_node,json=precedingNode,proto3" json:"preceding_node,omitempty"` - PrecedingPort int32 `protobuf:"varint,2,opt,name=preceding_port,json=precedingPort,proto3" json:"preceding_port,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *CostGraphDef_Node_InputInfo) Reset() { *m = CostGraphDef_Node_InputInfo{} } -func (m *CostGraphDef_Node_InputInfo) String() string { return proto.CompactTextString(m) } -func (*CostGraphDef_Node_InputInfo) ProtoMessage() {} -func (*CostGraphDef_Node_InputInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_5f8948141565ace8, []int{0, 0, 0} + PrecedingNode int32 `protobuf:"varint,1,opt,name=preceding_node,json=precedingNode,proto3" json:"preceding_node,omitempty"` + PrecedingPort int32 `protobuf:"varint,2,opt,name=preceding_port,json=precedingPort,proto3" json:"preceding_port,omitempty"` } -func (m *CostGraphDef_Node_InputInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CostGraphDef_Node_InputInfo.Unmarshal(m, b) -} -func (m *CostGraphDef_Node_InputInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CostGraphDef_Node_InputInfo.Marshal(b, m, deterministic) -} -func (m *CostGraphDef_Node_InputInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_CostGraphDef_Node_InputInfo.Merge(m, src) +func (x *CostGraphDef_Node_InputInfo) Reset() { + *x = CostGraphDef_Node_InputInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CostGraphDef_Node_InputInfo) XXX_Size() int { - return xxx_messageInfo_CostGraphDef_Node_InputInfo.Size(m) + +func (x *CostGraphDef_Node_InputInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CostGraphDef_Node_InputInfo) XXX_DiscardUnknown() { - xxx_messageInfo_CostGraphDef_Node_InputInfo.DiscardUnknown(m) + +func (*CostGraphDef_Node_InputInfo) ProtoMessage() {} + +func (x *CostGraphDef_Node_InputInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_CostGraphDef_Node_InputInfo proto.InternalMessageInfo +// Deprecated: Use CostGraphDef_Node_InputInfo.ProtoReflect.Descriptor instead. +func (*CostGraphDef_Node_InputInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_cost_graph_proto_rawDescGZIP(), []int{0, 0, 0} +} -func (m *CostGraphDef_Node_InputInfo) GetPrecedingNode() int32 { - if m != nil { - return m.PrecedingNode +func (x *CostGraphDef_Node_InputInfo) GetPrecedingNode() int32 { + if x != nil { + return x.PrecedingNode } return 0 } -func (m *CostGraphDef_Node_InputInfo) GetPrecedingPort() int32 { - if m != nil { - return m.PrecedingPort +func (x *CostGraphDef_Node_InputInfo) GetPrecedingPort() int32 { + if x != nil { + return x.PrecedingPort } return 0 } // Outputs of this node. type CostGraphDef_Node_OutputInfo struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + Size int64 `protobuf:"varint,1,opt,name=size,proto3" json:"size,omitempty"` // If >= 0, the output is an alias of an input. Note that an alias input // may itself be an alias. The algorithm will therefore need to follow // those pointers. - AliasInputPort int64 `protobuf:"varint,2,opt,name=alias_input_port,json=aliasInputPort,proto3" json:"alias_input_port,omitempty"` - Shape *TensorShapeProto `protobuf:"bytes,3,opt,name=shape,proto3" json:"shape,omitempty"` - Dtype DataType `protobuf:"varint,4,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AliasInputPort int64 `protobuf:"varint,2,opt,name=alias_input_port,json=aliasInputPort,proto3" json:"alias_input_port,omitempty"` + Shape *TensorShapeProto `protobuf:"bytes,3,opt,name=shape,proto3" json:"shape,omitempty"` + Dtype DataType `protobuf:"varint,4,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` } -func (m *CostGraphDef_Node_OutputInfo) Reset() { *m = CostGraphDef_Node_OutputInfo{} } -func (m *CostGraphDef_Node_OutputInfo) String() string { return proto.CompactTextString(m) } -func (*CostGraphDef_Node_OutputInfo) ProtoMessage() {} -func (*CostGraphDef_Node_OutputInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_5f8948141565ace8, []int{0, 0, 1} +func (x *CostGraphDef_Node_OutputInfo) Reset() { + *x = CostGraphDef_Node_OutputInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CostGraphDef_Node_OutputInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CostGraphDef_Node_OutputInfo.Unmarshal(m, b) +func (x *CostGraphDef_Node_OutputInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CostGraphDef_Node_OutputInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CostGraphDef_Node_OutputInfo.Marshal(b, m, deterministic) -} -func (m *CostGraphDef_Node_OutputInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_CostGraphDef_Node_OutputInfo.Merge(m, src) -} -func (m *CostGraphDef_Node_OutputInfo) XXX_Size() int { - return xxx_messageInfo_CostGraphDef_Node_OutputInfo.Size(m) -} -func (m *CostGraphDef_Node_OutputInfo) XXX_DiscardUnknown() { - xxx_messageInfo_CostGraphDef_Node_OutputInfo.DiscardUnknown(m) + +func (*CostGraphDef_Node_OutputInfo) ProtoMessage() {} + +func (x *CostGraphDef_Node_OutputInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_cost_graph_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_CostGraphDef_Node_OutputInfo proto.InternalMessageInfo +// Deprecated: Use CostGraphDef_Node_OutputInfo.ProtoReflect.Descriptor instead. +func (*CostGraphDef_Node_OutputInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_cost_graph_proto_rawDescGZIP(), []int{0, 0, 1} +} -func (m *CostGraphDef_Node_OutputInfo) GetSize() int64 { - if m != nil { - return m.Size +func (x *CostGraphDef_Node_OutputInfo) GetSize() int64 { + if x != nil { + return x.Size } return 0 } -func (m *CostGraphDef_Node_OutputInfo) GetAliasInputPort() int64 { - if m != nil { - return m.AliasInputPort +func (x *CostGraphDef_Node_OutputInfo) GetAliasInputPort() int64 { + if x != nil { + return x.AliasInputPort } return 0 } -func (m *CostGraphDef_Node_OutputInfo) GetShape() *TensorShapeProto { - if m != nil { - return m.Shape +func (x *CostGraphDef_Node_OutputInfo) GetShape() *TensorShapeProto { + if x != nil { + return x.Shape } return nil } -func (m *CostGraphDef_Node_OutputInfo) GetDtype() DataType { - if m != nil { - return m.Dtype +func (x *CostGraphDef_Node_OutputInfo) GetDtype() DataType { + if x != nil { + return x.Dtype } return DataType_DT_INVALID } -func init() { - 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protoimpl.X.CompressGZIP(file_tensorflow_core_framework_cost_graph_proto_rawDescData) + }) + return file_tensorflow_core_framework_cost_graph_proto_rawDescData +} + +var file_tensorflow_core_framework_cost_graph_proto_msgTypes = make([]protoimpl.MessageInfo, 4) +var file_tensorflow_core_framework_cost_graph_proto_goTypes = []interface{}{ + (*CostGraphDef)(nil), // 0: tensorflow.CostGraphDef + (*CostGraphDef_Node)(nil), // 1: tensorflow.CostGraphDef.Node + (*CostGraphDef_Node_InputInfo)(nil), // 2: tensorflow.CostGraphDef.Node.InputInfo + (*CostGraphDef_Node_OutputInfo)(nil), // 3: tensorflow.CostGraphDef.Node.OutputInfo + (*TensorShapeProto)(nil), // 4: tensorflow.TensorShapeProto + (DataType)(0), // 5: tensorflow.DataType +} +var file_tensorflow_core_framework_cost_graph_proto_depIdxs = []int32{ + 1, // 0: tensorflow.CostGraphDef.node:type_name -> tensorflow.CostGraphDef.Node + 2, // 1: tensorflow.CostGraphDef.Node.input_info:type_name -> tensorflow.CostGraphDef.Node.InputInfo + 3, // 2: tensorflow.CostGraphDef.Node.output_info:type_name -> tensorflow.CostGraphDef.Node.OutputInfo + 4, // 3: tensorflow.CostGraphDef.Node.OutputInfo.shape:type_name -> tensorflow.TensorShapeProto + 5, // 4: tensorflow.CostGraphDef.Node.OutputInfo.dtype:type_name -> tensorflow.DataType + 5, // [5:5] is the sub-list for method output_type + 5, // [5:5] is the sub-list for method input_type + 5, // [5:5] is the sub-list for extension type_name + 5, // [5:5] is the sub-list for extension extendee + 0, // [0:5] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_cost_graph_proto_init() } +func file_tensorflow_core_framework_cost_graph_proto_init() { + if File_tensorflow_core_framework_cost_graph_proto != nil { + return + } + file_tensorflow_core_framework_tensor_shape_proto_init() + file_tensorflow_core_framework_types_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_cost_graph_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CostGraphDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_cost_graph_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CostGraphDef_Node); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_cost_graph_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CostGraphDef_Node_InputInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_cost_graph_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CostGraphDef_Node_OutputInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_cost_graph_proto_rawDesc, + NumEnums: 0, + NumMessages: 4, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_cost_graph_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_cost_graph_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_cost_graph_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_cost_graph_proto = out.File + file_tensorflow_core_framework_cost_graph_proto_rawDesc = nil + file_tensorflow_core_framework_cost_graph_proto_goTypes = nil + file_tensorflow_core_framework_cost_graph_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/device_attributes.pb.go b/tools/tf2openapi/generated/framework/device_attributes.pb.go index 2381ff6122..19cbf61259 100644 --- a/tools/tf2openapi/generated/framework/device_attributes.pb.go +++ b/tools/tf2openapi/generated/framework/device_attributes.pb.go @@ -1,179 +1,207 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/device_attributes.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type InterconnectLink struct { - DeviceId int32 `protobuf:"varint,1,opt,name=device_id,json=deviceId,proto3" json:"device_id,omitempty"` - Type string `protobuf:"bytes,2,opt,name=type,proto3" json:"type,omitempty"` - Strength int32 `protobuf:"varint,3,opt,name=strength,proto3" json:"strength,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *InterconnectLink) Reset() { *m = InterconnectLink{} } -func (m *InterconnectLink) String() string { return proto.CompactTextString(m) } -func (*InterconnectLink) ProtoMessage() {} -func (*InterconnectLink) Descriptor() ([]byte, []int) { - return fileDescriptor_74908851c78ce22e, []int{0} + DeviceId int32 `protobuf:"varint,1,opt,name=device_id,json=deviceId,proto3" json:"device_id,omitempty"` + Type string `protobuf:"bytes,2,opt,name=type,proto3" json:"type,omitempty"` + Strength int32 `protobuf:"varint,3,opt,name=strength,proto3" json:"strength,omitempty"` } -func (m *InterconnectLink) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_InterconnectLink.Unmarshal(m, b) -} -func (m *InterconnectLink) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_InterconnectLink.Marshal(b, m, deterministic) -} -func (m *InterconnectLink) XXX_Merge(src proto.Message) { - xxx_messageInfo_InterconnectLink.Merge(m, src) +func (x *InterconnectLink) Reset() { + *x = InterconnectLink{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *InterconnectLink) XXX_Size() int { - return xxx_messageInfo_InterconnectLink.Size(m) + +func (x *InterconnectLink) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *InterconnectLink) XXX_DiscardUnknown() { - xxx_messageInfo_InterconnectLink.DiscardUnknown(m) + +func (*InterconnectLink) ProtoMessage() {} + +func (x *InterconnectLink) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_InterconnectLink proto.InternalMessageInfo +// Deprecated: Use InterconnectLink.ProtoReflect.Descriptor instead. +func (*InterconnectLink) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_device_attributes_proto_rawDescGZIP(), []int{0} +} -func (m *InterconnectLink) GetDeviceId() int32 { - if m != nil { - return m.DeviceId +func (x *InterconnectLink) GetDeviceId() int32 { + if x != nil { + return x.DeviceId } return 0 } -func (m *InterconnectLink) GetType() string { - if m != nil { - return m.Type +func (x *InterconnectLink) GetType() string { + if x != nil { + return x.Type } return "" } -func (m *InterconnectLink) GetStrength() int32 { - if m != nil { - return m.Strength +func (x *InterconnectLink) GetStrength() int32 { + if x != nil { + return x.Strength } return 0 } type LocalLinks struct { - Link []*InterconnectLink `protobuf:"bytes,1,rep,name=link,proto3" json:"link,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *LocalLinks) Reset() { *m = LocalLinks{} } -func (m *LocalLinks) String() string { return proto.CompactTextString(m) } -func (*LocalLinks) ProtoMessage() {} -func (*LocalLinks) Descriptor() ([]byte, []int) { - return fileDescriptor_74908851c78ce22e, []int{1} + Link []*InterconnectLink `protobuf:"bytes,1,rep,name=link,proto3" json:"link,omitempty"` } -func (m *LocalLinks) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_LocalLinks.Unmarshal(m, b) -} -func (m *LocalLinks) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_LocalLinks.Marshal(b, m, deterministic) -} -func (m *LocalLinks) XXX_Merge(src proto.Message) { - xxx_messageInfo_LocalLinks.Merge(m, src) +func (x *LocalLinks) Reset() { + *x = LocalLinks{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *LocalLinks) XXX_Size() int { - return xxx_messageInfo_LocalLinks.Size(m) + +func (x *LocalLinks) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *LocalLinks) XXX_DiscardUnknown() { - xxx_messageInfo_LocalLinks.DiscardUnknown(m) + +func (*LocalLinks) ProtoMessage() {} + +func (x *LocalLinks) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_LocalLinks proto.InternalMessageInfo +// Deprecated: Use LocalLinks.ProtoReflect.Descriptor instead. +func (*LocalLinks) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_device_attributes_proto_rawDescGZIP(), []int{1} +} -func (m *LocalLinks) GetLink() []*InterconnectLink { - if m != nil { - return m.Link +func (x *LocalLinks) GetLink() []*InterconnectLink { + if x != nil { + return x.Link } return nil } type DeviceLocality struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Optional bus locality of device. Default value of 0 means // no specific locality. Specific localities are indexed from 1. BusId int32 `protobuf:"varint,1,opt,name=bus_id,json=busId,proto3" json:"bus_id,omitempty"` // Optional NUMA locality of device. NumaNode int32 `protobuf:"varint,2,opt,name=numa_node,json=numaNode,proto3" json:"numa_node,omitempty"` // Optional local interconnect links to other devices. - Links *LocalLinks `protobuf:"bytes,3,opt,name=links,proto3" json:"links,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Links *LocalLinks `protobuf:"bytes,3,opt,name=links,proto3" json:"links,omitempty"` } -func (m *DeviceLocality) Reset() { *m = DeviceLocality{} } -func (m *DeviceLocality) String() string { return proto.CompactTextString(m) } -func (*DeviceLocality) ProtoMessage() {} -func (*DeviceLocality) Descriptor() ([]byte, []int) { - return fileDescriptor_74908851c78ce22e, []int{2} +func (x *DeviceLocality) Reset() { + *x = DeviceLocality{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *DeviceLocality) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_DeviceLocality.Unmarshal(m, b) -} -func (m *DeviceLocality) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_DeviceLocality.Marshal(b, m, deterministic) -} -func (m *DeviceLocality) XXX_Merge(src proto.Message) { - xxx_messageInfo_DeviceLocality.Merge(m, src) +func (x *DeviceLocality) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *DeviceLocality) XXX_Size() int { - return xxx_messageInfo_DeviceLocality.Size(m) -} -func (m *DeviceLocality) XXX_DiscardUnknown() { - xxx_messageInfo_DeviceLocality.DiscardUnknown(m) + +func (*DeviceLocality) ProtoMessage() {} + +func (x *DeviceLocality) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_DeviceLocality proto.InternalMessageInfo +// Deprecated: Use DeviceLocality.ProtoReflect.Descriptor instead. +func (*DeviceLocality) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_device_attributes_proto_rawDescGZIP(), []int{2} +} -func (m *DeviceLocality) GetBusId() int32 { - if m != nil { - return m.BusId +func (x *DeviceLocality) GetBusId() int32 { + if x != nil { + return x.BusId } return 0 } -func (m *DeviceLocality) GetNumaNode() int32 { - if m != nil { - return m.NumaNode +func (x *DeviceLocality) GetNumaNode() int32 { + if x != nil { + return x.NumaNode } return 0 } -func (m *DeviceLocality) GetLinks() *LocalLinks { - if m != nil { - return m.Links +func (x *DeviceLocality) GetLinks() *LocalLinks { + if x != nil { + return x.Links } return nil } type DeviceAttributes struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Fully specified name of the device within a cluster. Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` // String representation of device_type. @@ -187,116 +215,234 @@ type DeviceAttributes struct { // initialized. "incarnation" should never be 0. Incarnation uint64 `protobuf:"fixed64,6,opt,name=incarnation,proto3" json:"incarnation,omitempty"` // String representation of the physical device that this device maps to. - PhysicalDeviceDesc string `protobuf:"bytes,7,opt,name=physical_device_desc,json=physicalDeviceDesc,proto3" json:"physical_device_desc,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + PhysicalDeviceDesc string `protobuf:"bytes,7,opt,name=physical_device_desc,json=physicalDeviceDesc,proto3" json:"physical_device_desc,omitempty"` } -func (m *DeviceAttributes) Reset() { *m = DeviceAttributes{} } -func (m *DeviceAttributes) String() string { return proto.CompactTextString(m) } -func (*DeviceAttributes) ProtoMessage() {} -func (*DeviceAttributes) Descriptor() ([]byte, []int) { - return fileDescriptor_74908851c78ce22e, []int{3} +func (x *DeviceAttributes) Reset() { + *x = DeviceAttributes{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *DeviceAttributes) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_DeviceAttributes.Unmarshal(m, b) +func (x *DeviceAttributes) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *DeviceAttributes) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_DeviceAttributes.Marshal(b, m, deterministic) -} -func (m *DeviceAttributes) XXX_Merge(src proto.Message) { - xxx_messageInfo_DeviceAttributes.Merge(m, src) -} -func (m *DeviceAttributes) XXX_Size() int { - return xxx_messageInfo_DeviceAttributes.Size(m) -} -func (m *DeviceAttributes) XXX_DiscardUnknown() { - xxx_messageInfo_DeviceAttributes.DiscardUnknown(m) + +func (*DeviceAttributes) ProtoMessage() {} + +func (x *DeviceAttributes) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_device_attributes_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_DeviceAttributes proto.InternalMessageInfo +// Deprecated: Use DeviceAttributes.ProtoReflect.Descriptor instead. +func (*DeviceAttributes) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_device_attributes_proto_rawDescGZIP(), []int{3} +} -func (m *DeviceAttributes) GetName() string { - if m != nil { - return m.Name +func (x *DeviceAttributes) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *DeviceAttributes) GetDeviceType() string { - if m != nil { - return m.DeviceType +func (x *DeviceAttributes) GetDeviceType() string { + if x != nil { + return x.DeviceType } return "" } -func (m *DeviceAttributes) GetMemoryLimit() int64 { - if m != nil { - return m.MemoryLimit +func (x *DeviceAttributes) GetMemoryLimit() int64 { + if x != nil { + return x.MemoryLimit } return 0 } -func (m *DeviceAttributes) GetLocality() *DeviceLocality { - if m != nil { - return m.Locality +func (x *DeviceAttributes) GetLocality() *DeviceLocality { + if x != nil { + return x.Locality } return nil } -func (m *DeviceAttributes) GetIncarnation() uint64 { - if m != nil { - return m.Incarnation +func (x *DeviceAttributes) GetIncarnation() uint64 { + if x != nil { + return x.Incarnation } return 0 } -func (m *DeviceAttributes) GetPhysicalDeviceDesc() string { - if m != nil { - return m.PhysicalDeviceDesc +func (x *DeviceAttributes) GetPhysicalDeviceDesc() string { + if x != nil { + return x.PhysicalDeviceDesc } return "" } -func init() { - proto.RegisterType((*InterconnectLink)(nil), "tensorflow.InterconnectLink") - proto.RegisterType((*LocalLinks)(nil), "tensorflow.LocalLinks") - proto.RegisterType((*DeviceLocality)(nil), "tensorflow.DeviceLocality") - 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protoimpl.X.CompressGZIP(file_tensorflow_core_framework_device_attributes_proto_rawDescData) + }) + return file_tensorflow_core_framework_device_attributes_proto_rawDescData +} + +var file_tensorflow_core_framework_device_attributes_proto_msgTypes = make([]protoimpl.MessageInfo, 4) +var file_tensorflow_core_framework_device_attributes_proto_goTypes = []interface{}{ + (*InterconnectLink)(nil), // 0: tensorflow.InterconnectLink + (*LocalLinks)(nil), // 1: tensorflow.LocalLinks + (*DeviceLocality)(nil), // 2: tensorflow.DeviceLocality + (*DeviceAttributes)(nil), // 3: tensorflow.DeviceAttributes +} +var file_tensorflow_core_framework_device_attributes_proto_depIdxs = []int32{ + 0, // 0: tensorflow.LocalLinks.link:type_name -> tensorflow.InterconnectLink + 1, // 1: tensorflow.DeviceLocality.links:type_name -> tensorflow.LocalLinks + 2, // 2: tensorflow.DeviceAttributes.locality:type_name -> tensorflow.DeviceLocality + 3, // [3:3] is the sub-list for method output_type + 3, // [3:3] is the sub-list for method input_type + 3, // [3:3] is the sub-list for extension type_name + 3, // [3:3] is the sub-list for extension extendee + 0, // [0:3] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_device_attributes_proto_init() } +func file_tensorflow_core_framework_device_attributes_proto_init() { + if File_tensorflow_core_framework_device_attributes_proto != nil { + return + } + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_device_attributes_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*InterconnectLink); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_device_attributes_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*LocalLinks); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_device_attributes_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*DeviceLocality); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_device_attributes_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*DeviceAttributes); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_device_attributes_proto_rawDesc, + NumEnums: 0, + NumMessages: 4, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_device_attributes_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_device_attributes_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_device_attributes_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_device_attributes_proto = out.File + file_tensorflow_core_framework_device_attributes_proto_rawDesc = nil + file_tensorflow_core_framework_device_attributes_proto_goTypes = nil + file_tensorflow_core_framework_device_attributes_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/function.pb.go b/tools/tf2openapi/generated/framework/function.pb.go index 6ca0baf7a8..6f197302cb 100644 --- a/tools/tf2openapi/generated/framework/function.pb.go +++ b/tools/tf2openapi/generated/framework/function.pb.go @@ -1,69 +1,77 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/function.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // A library is a set of named functions. type FunctionDefLibrary struct { - Function []*FunctionDef `protobuf:"bytes,1,rep,name=function,proto3" json:"function,omitempty"` - Gradient []*GradientDef `protobuf:"bytes,2,rep,name=gradient,proto3" json:"gradient,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *FunctionDefLibrary) Reset() { *m = FunctionDefLibrary{} } -func (m *FunctionDefLibrary) String() string { return proto.CompactTextString(m) } -func (*FunctionDefLibrary) ProtoMessage() {} -func (*FunctionDefLibrary) Descriptor() ([]byte, []int) { - return fileDescriptor_507748d6812c5f14, []int{0} + Function []*FunctionDef `protobuf:"bytes,1,rep,name=function,proto3" json:"function,omitempty"` + Gradient []*GradientDef `protobuf:"bytes,2,rep,name=gradient,proto3" json:"gradient,omitempty"` } -func (m *FunctionDefLibrary) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_FunctionDefLibrary.Unmarshal(m, b) -} -func (m *FunctionDefLibrary) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_FunctionDefLibrary.Marshal(b, m, deterministic) -} -func (m *FunctionDefLibrary) XXX_Merge(src proto.Message) { - xxx_messageInfo_FunctionDefLibrary.Merge(m, src) +func (x *FunctionDefLibrary) Reset() { + *x = FunctionDefLibrary{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_function_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *FunctionDefLibrary) XXX_Size() int { - return xxx_messageInfo_FunctionDefLibrary.Size(m) + +func (x *FunctionDefLibrary) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *FunctionDefLibrary) XXX_DiscardUnknown() { - xxx_messageInfo_FunctionDefLibrary.DiscardUnknown(m) + +func (*FunctionDefLibrary) ProtoMessage() {} + +func (x *FunctionDefLibrary) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_function_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_FunctionDefLibrary proto.InternalMessageInfo +// Deprecated: Use FunctionDefLibrary.ProtoReflect.Descriptor instead. +func (*FunctionDefLibrary) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_function_proto_rawDescGZIP(), []int{0} +} -func (m *FunctionDefLibrary) GetFunction() []*FunctionDef { - if m != nil { - return m.Function +func (x *FunctionDefLibrary) GetFunction() []*FunctionDef { + if x != nil { + return x.Function } return nil } -func (m *FunctionDefLibrary) GetGradient() []*GradientDef { - if m != nil { - return m.Gradient +func (x *FunctionDefLibrary) GetGradient() []*GradientDef { + if x != nil { + return x.Gradient } return nil } @@ -73,8 +81,12 @@ func (m *FunctionDefLibrary) GetGradient() []*GradientDef { // have binding for every attr defined in the signature. // // TODO(zhifengc): -// * device spec, etc. +// - device spec, etc. type FunctionDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The definition of the function's name, arguments, return values, // attrs etc. Signature *OpDef `protobuf:"bytes,1,opt,name=signature,proto3" json:"signature,omitempty"` @@ -86,61 +98,65 @@ type FunctionDef struct { NodeDef []*NodeDef `protobuf:"bytes,3,rep,name=node_def,json=nodeDef,proto3" json:"node_def,omitempty"` // A mapping from the output arg names from `signature` to the // outputs from `node_def` that should be returned by the function. - Ret map[string]string `protobuf:"bytes,4,rep,name=ret,proto3" json:"ret,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Ret map[string]string `protobuf:"bytes,4,rep,name=ret,proto3" json:"ret,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` } -func (m *FunctionDef) Reset() { *m = FunctionDef{} } -func (m *FunctionDef) String() string { return proto.CompactTextString(m) } -func (*FunctionDef) ProtoMessage() {} -func (*FunctionDef) Descriptor() ([]byte, []int) { - return fileDescriptor_507748d6812c5f14, []int{1} +func (x *FunctionDef) Reset() { + *x = FunctionDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_function_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *FunctionDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_FunctionDef.Unmarshal(m, b) -} -func (m *FunctionDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_FunctionDef.Marshal(b, m, deterministic) -} -func (m *FunctionDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_FunctionDef.Merge(m, src) -} -func (m *FunctionDef) XXX_Size() int { - return xxx_messageInfo_FunctionDef.Size(m) +func (x *FunctionDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *FunctionDef) XXX_DiscardUnknown() { - xxx_messageInfo_FunctionDef.DiscardUnknown(m) + +func (*FunctionDef) ProtoMessage() {} + +func (x *FunctionDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_function_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_FunctionDef proto.InternalMessageInfo +// Deprecated: Use FunctionDef.ProtoReflect.Descriptor instead. +func (*FunctionDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_function_proto_rawDescGZIP(), []int{1} +} -func (m *FunctionDef) GetSignature() *OpDef { - if m != nil { - return m.Signature +func (x *FunctionDef) GetSignature() *OpDef { + if x != nil { + return x.Signature } return nil } -func (m *FunctionDef) GetAttr() map[string]*AttrValue { - if m != nil { - return m.Attr +func (x *FunctionDef) GetAttr() map[string]*AttrValue { + if x != nil { + return x.Attr } return nil } -func (m *FunctionDef) GetNodeDef() []*NodeDef { - if m != nil { - return m.NodeDef +func (x *FunctionDef) GetNodeDef() []*NodeDef { + if x != nil { + return x.NodeDef } return nil } -func (m *FunctionDef) GetRet() map[string]string { - if m != nil { - return m.Ret +func (x *FunctionDef) GetRet() map[string]string { + if x != nil { + return x.Ret } return nil } @@ -156,99 +172,232 @@ func (m *FunctionDef) GetRet() map[string]string { // function taking N + M inputs and produces N outputs. // // I.e. if we have -// (y1, y2, ..., y_M) = f(x1, x2, ..., x_N), +// +// (y1, y2, ..., y_M) = f(x1, x2, ..., x_N), +// // then, g is -// (dL/dx1, dL/dx2, ..., dL/dx_N) = g(x1, x2, ..., x_N, -// dL/dy1, dL/dy2, ..., dL/dy_M), +// +// (dL/dx1, dL/dx2, ..., dL/dx_N) = g(x1, x2, ..., x_N, +// dL/dy1, dL/dy2, ..., dL/dy_M), +// // where L is a scalar-value function of (x1, x2, ..., xN) (e.g., the // loss function). dL/dx_i is the partial derivative of L with respect // to x_i. type GradientDef struct { - FunctionName string `protobuf:"bytes,1,opt,name=function_name,json=functionName,proto3" json:"function_name,omitempty"` - GradientFunc string `protobuf:"bytes,2,opt,name=gradient_func,json=gradientFunc,proto3" json:"gradient_func,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *GradientDef) Reset() { *m = GradientDef{} } -func (m *GradientDef) String() string { return proto.CompactTextString(m) } -func (*GradientDef) ProtoMessage() {} -func (*GradientDef) Descriptor() ([]byte, []int) { - return fileDescriptor_507748d6812c5f14, []int{2} + FunctionName string `protobuf:"bytes,1,opt,name=function_name,json=functionName,proto3" json:"function_name,omitempty"` // The function name. + GradientFunc string `protobuf:"bytes,2,opt,name=gradient_func,json=gradientFunc,proto3" json:"gradient_func,omitempty"` // The gradient function's name. } -func (m *GradientDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GradientDef.Unmarshal(m, b) -} -func (m *GradientDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GradientDef.Marshal(b, m, deterministic) -} -func (m *GradientDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_GradientDef.Merge(m, src) +func (x *GradientDef) Reset() { + *x = GradientDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_function_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GradientDef) XXX_Size() int { - return xxx_messageInfo_GradientDef.Size(m) + +func (x *GradientDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GradientDef) XXX_DiscardUnknown() { - xxx_messageInfo_GradientDef.DiscardUnknown(m) + +func (*GradientDef) ProtoMessage() {} + +func (x *GradientDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_function_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GradientDef proto.InternalMessageInfo +// Deprecated: Use GradientDef.ProtoReflect.Descriptor instead. +func (*GradientDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_function_proto_rawDescGZIP(), []int{2} +} -func (m *GradientDef) GetFunctionName() string { - if m != nil { - return m.FunctionName +func (x *GradientDef) GetFunctionName() string { + if x != nil { + return x.FunctionName } return "" } -func (m *GradientDef) GetGradientFunc() string { - if m != nil { - return m.GradientFunc +func (x *GradientDef) GetGradientFunc() string { + if x != nil { + return x.GradientFunc } return "" } -func init() { - proto.RegisterType((*FunctionDefLibrary)(nil), "tensorflow.FunctionDefLibrary") - proto.RegisterType((*FunctionDef)(nil), "tensorflow.FunctionDef") - proto.RegisterMapType((map[string]*AttrValue)(nil), "tensorflow.FunctionDef.AttrEntry") - proto.RegisterMapType((map[string]string)(nil), "tensorflow.FunctionDef.RetEntry") - proto.RegisterType((*GradientDef)(nil), "tensorflow.GradientDef") -} - -func init() { - 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file_tensorflow_core_framework_function_proto_goTypes = []interface{}{ + (*FunctionDefLibrary)(nil), // 0: tensorflow.FunctionDefLibrary + (*FunctionDef)(nil), // 1: tensorflow.FunctionDef + (*GradientDef)(nil), // 2: tensorflow.GradientDef + nil, // 3: tensorflow.FunctionDef.AttrEntry + nil, // 4: tensorflow.FunctionDef.RetEntry + (*OpDef)(nil), // 5: tensorflow.OpDef + (*NodeDef)(nil), // 6: tensorflow.NodeDef + (*AttrValue)(nil), // 7: tensorflow.AttrValue +} +var file_tensorflow_core_framework_function_proto_depIdxs = []int32{ + 1, // 0: tensorflow.FunctionDefLibrary.function:type_name -> tensorflow.FunctionDef + 2, // 1: tensorflow.FunctionDefLibrary.gradient:type_name -> tensorflow.GradientDef + 5, // 2: tensorflow.FunctionDef.signature:type_name -> tensorflow.OpDef + 3, // 3: tensorflow.FunctionDef.attr:type_name -> tensorflow.FunctionDef.AttrEntry + 6, // 4: tensorflow.FunctionDef.node_def:type_name -> tensorflow.NodeDef + 4, // 5: tensorflow.FunctionDef.ret:type_name -> tensorflow.FunctionDef.RetEntry + 7, // 6: tensorflow.FunctionDef.AttrEntry.value:type_name -> tensorflow.AttrValue + 7, // [7:7] is the sub-list for method output_type + 7, // [7:7] is the sub-list for method input_type + 7, // [7:7] is the sub-list for extension type_name + 7, // [7:7] is the sub-list for extension extendee + 0, // [0:7] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_function_proto_init() } +func file_tensorflow_core_framework_function_proto_init() { + if File_tensorflow_core_framework_function_proto != nil { + return + } + file_tensorflow_core_framework_attr_value_proto_init() + file_tensorflow_core_framework_node_def_proto_init() + file_tensorflow_core_framework_op_def_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_function_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*FunctionDefLibrary); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_function_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*FunctionDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_function_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GradientDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_function_proto_rawDesc, + NumEnums: 0, + NumMessages: 5, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_function_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_function_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_function_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_function_proto = out.File + file_tensorflow_core_framework_function_proto_rawDesc = nil + file_tensorflow_core_framework_function_proto_goTypes = nil + file_tensorflow_core_framework_function_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/graph.pb.go b/tools/tf2openapi/generated/framework/graph.pb.go index b8692c1506..10c2e1341f 100644 --- a/tools/tf2openapi/generated/framework/graph.pb.go +++ b/tools/tf2openapi/generated/framework/graph.pb.go @@ -1,27 +1,31 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/graph.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Represents the graph of operations type GraphDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + Node []*NodeDef `protobuf:"bytes,1,rep,name=node,proto3" json:"node,omitempty"` // Compatibility versions of the graph. See core/public/version.h for version // history. The GraphDef version is distinct from the TensorFlow version, and @@ -30,120 +34,204 @@ type GraphDef struct { // Deprecated single version field; use versions above instead. Since all // GraphDef changes before "versions" was introduced were forward // compatible, this field is entirely ignored. - Version int32 `protobuf:"varint,3,opt,name=version,proto3" json:"version,omitempty"` // Deprecated: Do not use. + // + // Deprecated: Do not use. + Version int32 `protobuf:"varint,3,opt,name=version,proto3" json:"version,omitempty"` // EXPERIMENTAL. DO NOT USE OR DEPEND ON THIS YET. // // "library" provides user-defined functions. // // Naming: - // * library.function.name are in a flat namespace. + // - library.function.name are in a flat namespace. // NOTE: We may need to change it to be hierarchical to support // different orgs. E.g., // { "/google/nn", { ... }}, // { "/google/vision", { ... }} // { "/org_foo/module_bar", { ... }} // map named_lib; - // * If node[i].op is the name of one function in "library", + // - If node[i].op is the name of one function in "library", // node[i] is deemed as a function call. Otherwise, node[i].op // must be a primitive operation supported by the runtime. // - // // Function call semantics: // - // * The callee may start execution as soon as some of its inputs + // - The callee may start execution as soon as some of its inputs // are ready. The caller may want to use Tuple() mechanism to // ensure all inputs are ready in the same time. // - // * The consumer of return values may start executing as soon as + // - The consumer of return values may start executing as soon as // the return values the consumer depends on are ready. The // consumer may want to use Tuple() mechanism to ensure the // consumer does not start until all return values of the callee // function are ready. - Library *FunctionDefLibrary `protobuf:"bytes,2,opt,name=library,proto3" json:"library,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Library *FunctionDefLibrary `protobuf:"bytes,2,opt,name=library,proto3" json:"library,omitempty"` } -func (m *GraphDef) Reset() { *m = GraphDef{} } -func (m *GraphDef) String() string { return proto.CompactTextString(m) } -func (*GraphDef) ProtoMessage() {} -func (*GraphDef) Descriptor() ([]byte, []int) { - return fileDescriptor_c7b29295d3bc875a, []int{0} +func (x *GraphDef) Reset() { + *x = GraphDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphDef.Unmarshal(m, b) -} -func (m *GraphDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphDef.Marshal(b, m, deterministic) -} -func (m *GraphDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphDef.Merge(m, src) +func (x *GraphDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphDef) XXX_Size() int { - return xxx_messageInfo_GraphDef.Size(m) -} -func (m *GraphDef) XXX_DiscardUnknown() { - xxx_messageInfo_GraphDef.DiscardUnknown(m) + +func (*GraphDef) ProtoMessage() {} + +func (x *GraphDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphDef proto.InternalMessageInfo +// Deprecated: Use GraphDef.ProtoReflect.Descriptor instead. +func (*GraphDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_proto_rawDescGZIP(), []int{0} +} -func (m *GraphDef) GetNode() []*NodeDef { - if m != nil { - return m.Node +func (x *GraphDef) GetNode() []*NodeDef { + if x != nil { + return x.Node } return nil } -func (m *GraphDef) GetVersions() *VersionDef { - if m != nil { - return m.Versions +func (x *GraphDef) GetVersions() *VersionDef { + if x != nil { + return x.Versions } return nil } // Deprecated: Do not use. -func (m *GraphDef) GetVersion() int32 { - if m != nil { - return m.Version +func (x *GraphDef) GetVersion() int32 { + if x != nil { + return x.Version } return 0 } -func (m *GraphDef) GetLibrary() *FunctionDefLibrary { - if m != nil { - return m.Library +func (x *GraphDef) GetLibrary() *FunctionDefLibrary { + if x != nil { + return x.Library } return nil } -func init() { - proto.RegisterType((*GraphDef)(nil), "tensorflow.GraphDef") +var File_tensorflow_core_framework_graph_proto protoreflect.FileDescriptor + +var file_tensorflow_core_framework_graph_proto_rawDesc = []byte{ + 0x0a, 0x25, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x67, 0x72, 0x61, 0x70, + 0x68, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x0a, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, + 0x6c, 0x6f, 0x77, 0x1a, 0x28, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, + 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x6e, + 0x6f, 0x64, 0x65, 0x5f, 0x64, 0x65, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x1a, 0x28, 0x74, + 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, + 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x66, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, + 0x6e, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x1a, 0x28, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, + 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, + 0x72, 0x6b, 0x2f, 0x76, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x74, + 0x6f, 0x22, 0xbf, 0x01, 0x0a, 0x08, 0x47, 0x72, 0x61, 0x70, 0x68, 0x44, 0x65, 0x66, 0x12, 0x27, + 0x0a, 0x04, 0x6e, 0x6f, 0x64, 0x65, 0x18, 0x01, 0x20, 0x03, 0x28, 0x0b, 0x32, 0x13, 0x2e, 0x74, + 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x4e, 0x6f, 0x64, 0x65, 0x44, 0x65, + 0x66, 0x52, 0x04, 0x6e, 0x6f, 0x64, 0x65, 0x12, 0x32, 0x0a, 0x08, 0x76, 0x65, 0x72, 0x73, 0x69, + 0x6f, 0x6e, 0x73, 0x18, 0x04, 0x20, 0x01, 0x28, 0x0b, 0x32, 0x16, 0x2e, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x56, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x44, 0x65, + 0x66, 0x52, 0x08, 0x76, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x73, 0x12, 0x1c, 0x0a, 0x07, 0x76, + 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x18, 0x03, 0x20, 0x01, 0x28, 0x05, 0x42, 0x02, 0x18, 0x01, + 0x52, 0x07, 0x76, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x12, 0x38, 0x0a, 0x07, 0x6c, 0x69, 0x62, + 0x72, 0x61, 0x72, 0x79, 0x18, 0x02, 0x20, 0x01, 0x28, 0x0b, 0x32, 0x1e, 0x2e, 0x74, 0x65, 0x6e, + 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x46, 0x75, 0x6e, 0x63, 0x74, 0x69, 0x6f, 0x6e, + 0x44, 0x65, 0x66, 0x4c, 0x69, 0x62, 0x72, 0x61, 0x72, 0x79, 0x52, 0x07, 0x6c, 0x69, 0x62, 0x72, + 0x61, 0x72, 0x79, 0x42, 0x6b, 0x0a, 0x18, 0x6f, 0x72, 0x67, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, + 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x42, + 0x0b, 0x47, 0x72, 0x61, 0x70, 0x68, 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x73, 0x50, 0x01, 0x5a, 0x3d, + 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, + 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, + 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x67, 0x6f, 0x2f, 0x63, + 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0xf8, 0x01, 0x01, + 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, } -func init() { - proto.RegisterFile("tensorflow/core/framework/graph.proto", fileDescriptor_c7b29295d3bc875a) +var ( + file_tensorflow_core_framework_graph_proto_rawDescOnce sync.Once + file_tensorflow_core_framework_graph_proto_rawDescData = file_tensorflow_core_framework_graph_proto_rawDesc +) + +func file_tensorflow_core_framework_graph_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_graph_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_graph_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_graph_proto_rawDescData) + }) + return file_tensorflow_core_framework_graph_proto_rawDescData } -var fileDescriptor_c7b29295d3bc875a = []byte{ - // 268 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xe2, 0x52, 0x2d, 0x49, 0xcd, 0x2b, - 0xce, 0x2f, 0x4a, 0xcb, 0xc9, 0x2f, 0xd7, 0x4f, 0xce, 0x2f, 0x4a, 0xd5, 0x4f, 0x2b, 0x4a, 0xcc, - 0x4d, 0x2d, 0xcf, 0x2f, 0xca, 0xd6, 0x4f, 0x2f, 0x4a, 0x2c, 0xc8, 0xd0, 0x2b, 0x28, 0xca, 0x2f, - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/graph_transfer_info.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type GraphTransferInfo_Destination int32 @@ -27,429 +27,506 @@ const ( GraphTransferInfo_HEXAGON GraphTransferInfo_Destination = 1 ) -var GraphTransferInfo_Destination_name = map[int32]string{ - 0: "NOP", - 1: "HEXAGON", -} +// Enum value maps for GraphTransferInfo_Destination. +var ( + GraphTransferInfo_Destination_name = map[int32]string{ + 0: "NOP", + 1: "HEXAGON", + } + GraphTransferInfo_Destination_value = map[string]int32{ + "NOP": 0, + "HEXAGON": 1, + } +) -var GraphTransferInfo_Destination_value = map[string]int32{ - "NOP": 0, - "HEXAGON": 1, +func (x GraphTransferInfo_Destination) Enum() *GraphTransferInfo_Destination { + p := new(GraphTransferInfo_Destination) + *p = x + return p } func (x GraphTransferInfo_Destination) String() string { - return proto.EnumName(GraphTransferInfo_Destination_name, int32(x)) + return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) } -func (GraphTransferInfo_Destination) EnumDescriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{7, 0} +func (GraphTransferInfo_Destination) Descriptor() protoreflect.EnumDescriptor { + return file_tensorflow_core_framework_graph_transfer_info_proto_enumTypes[0].Descriptor() } -type GraphTransferNodeInput struct { - NodeId int32 `protobuf:"varint,1,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` - OutputPort int32 `protobuf:"varint,2,opt,name=output_port,json=outputPort,proto3" json:"output_port,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` +func (GraphTransferInfo_Destination) Type() protoreflect.EnumType { + return &file_tensorflow_core_framework_graph_transfer_info_proto_enumTypes[0] } -func (m *GraphTransferNodeInput) Reset() { *m = GraphTransferNodeInput{} } -func (m *GraphTransferNodeInput) String() string { return proto.CompactTextString(m) } -func (*GraphTransferNodeInput) ProtoMessage() {} -func (*GraphTransferNodeInput) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{0} +func (x GraphTransferInfo_Destination) Number() protoreflect.EnumNumber { + return protoreflect.EnumNumber(x) } -func (m *GraphTransferNodeInput) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferNodeInput.Unmarshal(m, b) +// Deprecated: Use GraphTransferInfo_Destination.Descriptor instead. +func (GraphTransferInfo_Destination) EnumDescriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{7, 0} } -func (m *GraphTransferNodeInput) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferNodeInput.Marshal(b, m, deterministic) + +type GraphTransferNodeInput struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + NodeId int32 `protobuf:"varint,1,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` + OutputPort int32 `protobuf:"varint,2,opt,name=output_port,json=outputPort,proto3" json:"output_port,omitempty"` } -func (m *GraphTransferNodeInput) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferNodeInput.Merge(m, src) + +func (x *GraphTransferNodeInput) Reset() { + *x = GraphTransferNodeInput{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferNodeInput) XXX_Size() int { - return xxx_messageInfo_GraphTransferNodeInput.Size(m) + +func (x *GraphTransferNodeInput) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferNodeInput) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferNodeInput.DiscardUnknown(m) + +func (*GraphTransferNodeInput) ProtoMessage() {} + +func (x *GraphTransferNodeInput) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferNodeInput proto.InternalMessageInfo +// Deprecated: Use GraphTransferNodeInput.ProtoReflect.Descriptor instead. +func (*GraphTransferNodeInput) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{0} +} -func (m *GraphTransferNodeInput) GetNodeId() int32 { - if m != nil { - return m.NodeId +func (x *GraphTransferNodeInput) GetNodeId() int32 { + if x != nil { + return x.NodeId } return 0 } -func (m *GraphTransferNodeInput) GetOutputPort() int32 { - if m != nil { - return m.OutputPort +func (x *GraphTransferNodeInput) GetOutputPort() int32 { + if x != nil { + return x.OutputPort } return 0 } type GraphTransferNodeInfo struct { - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - NodeId int32 `protobuf:"varint,2,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` - TypeName string `protobuf:"bytes,3,opt,name=type_name,json=typeName,proto3" json:"type_name,omitempty"` - SocOpId int32 `protobuf:"varint,4,opt,name=soc_op_id,json=socOpId,proto3" json:"soc_op_id,omitempty"` - PaddingId int32 `protobuf:"varint,5,opt,name=padding_id,json=paddingId,proto3" json:"padding_id,omitempty"` - InputCount int32 `protobuf:"varint,6,opt,name=input_count,json=inputCount,proto3" json:"input_count,omitempty"` - OutputCount int32 `protobuf:"varint,7,opt,name=output_count,json=outputCount,proto3" json:"output_count,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *GraphTransferNodeInfo) Reset() { *m = GraphTransferNodeInfo{} } -func (m *GraphTransferNodeInfo) String() string { return proto.CompactTextString(m) } -func (*GraphTransferNodeInfo) ProtoMessage() {} -func (*GraphTransferNodeInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{1} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` + NodeId int32 `protobuf:"varint,2,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` + TypeName string `protobuf:"bytes,3,opt,name=type_name,json=typeName,proto3" json:"type_name,omitempty"` + SocOpId int32 `protobuf:"varint,4,opt,name=soc_op_id,json=socOpId,proto3" json:"soc_op_id,omitempty"` + PaddingId int32 `protobuf:"varint,5,opt,name=padding_id,json=paddingId,proto3" json:"padding_id,omitempty"` + InputCount int32 `protobuf:"varint,6,opt,name=input_count,json=inputCount,proto3" json:"input_count,omitempty"` + OutputCount int32 `protobuf:"varint,7,opt,name=output_count,json=outputCount,proto3" json:"output_count,omitempty"` +} + +func (x *GraphTransferNodeInfo) Reset() { + *x = GraphTransferNodeInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferNodeInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferNodeInfo.Unmarshal(m, b) -} -func (m *GraphTransferNodeInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferNodeInfo.Marshal(b, m, deterministic) -} -func (m *GraphTransferNodeInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferNodeInfo.Merge(m, src) +func (x *GraphTransferNodeInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferNodeInfo) XXX_Size() int { - return xxx_messageInfo_GraphTransferNodeInfo.Size(m) -} -func (m *GraphTransferNodeInfo) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferNodeInfo.DiscardUnknown(m) + +func (*GraphTransferNodeInfo) ProtoMessage() {} + +func (x *GraphTransferNodeInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferNodeInfo proto.InternalMessageInfo +// Deprecated: Use GraphTransferNodeInfo.ProtoReflect.Descriptor instead. +func (*GraphTransferNodeInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{1} +} -func (m *GraphTransferNodeInfo) GetName() string { - if m != nil { - return m.Name +func (x *GraphTransferNodeInfo) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *GraphTransferNodeInfo) GetNodeId() int32 { - if m != nil { - return m.NodeId +func (x *GraphTransferNodeInfo) GetNodeId() int32 { + if x != nil { + return x.NodeId } return 0 } -func (m *GraphTransferNodeInfo) GetTypeName() string { - if m != nil { - return m.TypeName +func (x *GraphTransferNodeInfo) GetTypeName() string { + if x != nil { + return x.TypeName } return "" } -func (m *GraphTransferNodeInfo) GetSocOpId() int32 { - if m != nil { - return m.SocOpId +func (x *GraphTransferNodeInfo) GetSocOpId() int32 { + if x != nil { + return x.SocOpId } return 0 } -func (m *GraphTransferNodeInfo) GetPaddingId() int32 { - if m != nil { - return m.PaddingId +func (x *GraphTransferNodeInfo) GetPaddingId() int32 { + if x != nil { + return x.PaddingId } return 0 } -func (m *GraphTransferNodeInfo) GetInputCount() int32 { - if m != nil { - return m.InputCount +func (x *GraphTransferNodeInfo) GetInputCount() int32 { + if x != nil { + return x.InputCount } return 0 } -func (m *GraphTransferNodeInfo) GetOutputCount() int32 { - if m != nil { - return m.OutputCount +func (x *GraphTransferNodeInfo) GetOutputCount() int32 { + if x != nil { + return x.OutputCount } return 0 } type GraphTransferConstNodeInfo struct { - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - NodeId int32 `protobuf:"varint,2,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` - Shape []int64 `protobuf:"varint,3,rep,packed,name=shape,proto3" json:"shape,omitempty"` - Data []byte `protobuf:"bytes,4,opt,name=data,proto3" json:"data,omitempty"` - Dtype DataType `protobuf:"varint,5,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *GraphTransferConstNodeInfo) Reset() { *m = GraphTransferConstNodeInfo{} } -func (m *GraphTransferConstNodeInfo) String() string { return proto.CompactTextString(m) } -func (*GraphTransferConstNodeInfo) ProtoMessage() {} -func (*GraphTransferConstNodeInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{2} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` + NodeId int32 `protobuf:"varint,2,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` + Shape []int64 `protobuf:"varint,3,rep,packed,name=shape,proto3" json:"shape,omitempty"` + Data []byte `protobuf:"bytes,4,opt,name=data,proto3" json:"data,omitempty"` + Dtype DataType `protobuf:"varint,5,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` +} + +func (x *GraphTransferConstNodeInfo) Reset() { + *x = GraphTransferConstNodeInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferConstNodeInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferConstNodeInfo.Unmarshal(m, b) -} -func (m *GraphTransferConstNodeInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferConstNodeInfo.Marshal(b, m, deterministic) -} -func (m *GraphTransferConstNodeInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferConstNodeInfo.Merge(m, src) +func (x *GraphTransferConstNodeInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferConstNodeInfo) XXX_Size() int { - return xxx_messageInfo_GraphTransferConstNodeInfo.Size(m) -} -func (m *GraphTransferConstNodeInfo) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferConstNodeInfo.DiscardUnknown(m) + +func (*GraphTransferConstNodeInfo) ProtoMessage() {} + +func (x *GraphTransferConstNodeInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferConstNodeInfo proto.InternalMessageInfo +// Deprecated: Use GraphTransferConstNodeInfo.ProtoReflect.Descriptor instead. +func (*GraphTransferConstNodeInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{2} +} -func (m *GraphTransferConstNodeInfo) GetName() string { - if m != nil { - return m.Name +func (x *GraphTransferConstNodeInfo) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *GraphTransferConstNodeInfo) GetNodeId() int32 { - if m != nil { - return m.NodeId +func (x *GraphTransferConstNodeInfo) GetNodeId() int32 { + if x != nil { + return x.NodeId } return 0 } -func (m *GraphTransferConstNodeInfo) GetShape() []int64 { - if m != nil { - return m.Shape +func (x *GraphTransferConstNodeInfo) GetShape() []int64 { + if x != nil { + return x.Shape } return nil } -func (m *GraphTransferConstNodeInfo) GetData() []byte { - if m != nil { - return m.Data +func (x *GraphTransferConstNodeInfo) GetData() []byte { + if x != nil { + return x.Data } return nil } -func (m *GraphTransferConstNodeInfo) GetDtype() DataType { - if m != nil { - return m.Dtype +func (x *GraphTransferConstNodeInfo) GetDtype() DataType { + if x != nil { + return x.Dtype } return DataType_DT_INVALID } type GraphTransferNodeInputInfo struct { - NodeId int32 `protobuf:"varint,1,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` - NodeInput []*GraphTransferNodeInput `protobuf:"bytes,2,rep,name=node_input,json=nodeInput,proto3" json:"node_input,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *GraphTransferNodeInputInfo) Reset() { *m = GraphTransferNodeInputInfo{} } -func (m *GraphTransferNodeInputInfo) String() string { return proto.CompactTextString(m) } -func (*GraphTransferNodeInputInfo) ProtoMessage() {} -func (*GraphTransferNodeInputInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{3} + NodeId int32 `protobuf:"varint,1,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` + NodeInput []*GraphTransferNodeInput `protobuf:"bytes,2,rep,name=node_input,json=nodeInput,proto3" json:"node_input,omitempty"` } -func (m *GraphTransferNodeInputInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferNodeInputInfo.Unmarshal(m, b) -} -func (m *GraphTransferNodeInputInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferNodeInputInfo.Marshal(b, m, deterministic) -} -func (m *GraphTransferNodeInputInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferNodeInputInfo.Merge(m, src) +func (x *GraphTransferNodeInputInfo) Reset() { + *x = GraphTransferNodeInputInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferNodeInputInfo) XXX_Size() int { - return xxx_messageInfo_GraphTransferNodeInputInfo.Size(m) + +func (x *GraphTransferNodeInputInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferNodeInputInfo) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferNodeInputInfo.DiscardUnknown(m) + +func (*GraphTransferNodeInputInfo) ProtoMessage() {} + +func (x *GraphTransferNodeInputInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferNodeInputInfo proto.InternalMessageInfo +// Deprecated: Use GraphTransferNodeInputInfo.ProtoReflect.Descriptor instead. +func (*GraphTransferNodeInputInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{3} +} -func (m *GraphTransferNodeInputInfo) GetNodeId() int32 { - if m != nil { - return m.NodeId +func (x *GraphTransferNodeInputInfo) GetNodeId() int32 { + if x != nil { + return x.NodeId } return 0 } -func (m *GraphTransferNodeInputInfo) GetNodeInput() []*GraphTransferNodeInput { - if m != nil { - return m.NodeInput +func (x *GraphTransferNodeInputInfo) GetNodeInput() []*GraphTransferNodeInput { + if x != nil { + return x.NodeInput } return nil } type GraphTransferNodeOutputInfo struct { - NodeId int32 `protobuf:"varint,1,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` - MaxByteSize []int32 `protobuf:"varint,2,rep,packed,name=max_byte_size,json=maxByteSize,proto3" json:"max_byte_size,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *GraphTransferNodeOutputInfo) Reset() { *m = GraphTransferNodeOutputInfo{} } -func (m *GraphTransferNodeOutputInfo) String() string { return proto.CompactTextString(m) } -func (*GraphTransferNodeOutputInfo) ProtoMessage() {} -func (*GraphTransferNodeOutputInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{4} + NodeId int32 `protobuf:"varint,1,opt,name=node_id,json=nodeId,proto3" json:"node_id,omitempty"` + MaxByteSize []int32 `protobuf:"varint,2,rep,packed,name=max_byte_size,json=maxByteSize,proto3" json:"max_byte_size,omitempty"` } -func (m *GraphTransferNodeOutputInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferNodeOutputInfo.Unmarshal(m, b) -} -func (m *GraphTransferNodeOutputInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferNodeOutputInfo.Marshal(b, m, deterministic) -} -func (m *GraphTransferNodeOutputInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferNodeOutputInfo.Merge(m, src) +func (x *GraphTransferNodeOutputInfo) Reset() { + *x = GraphTransferNodeOutputInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[4] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferNodeOutputInfo) XXX_Size() int { - return xxx_messageInfo_GraphTransferNodeOutputInfo.Size(m) + +func (x *GraphTransferNodeOutputInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferNodeOutputInfo) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferNodeOutputInfo.DiscardUnknown(m) + +func (*GraphTransferNodeOutputInfo) ProtoMessage() {} + +func (x *GraphTransferNodeOutputInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[4] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferNodeOutputInfo proto.InternalMessageInfo +// Deprecated: Use GraphTransferNodeOutputInfo.ProtoReflect.Descriptor instead. +func (*GraphTransferNodeOutputInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{4} +} -func (m *GraphTransferNodeOutputInfo) GetNodeId() int32 { - if m != nil { - return m.NodeId +func (x *GraphTransferNodeOutputInfo) GetNodeId() int32 { + if x != nil { + return x.NodeId } return 0 } -func (m *GraphTransferNodeOutputInfo) GetMaxByteSize() []int32 { - if m != nil { - return m.MaxByteSize +func (x *GraphTransferNodeOutputInfo) GetMaxByteSize() []int32 { + if x != nil { + return x.MaxByteSize } return nil } type GraphTransferGraphInputNodeInfo struct { - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - Shape []int64 `protobuf:"varint,2,rep,packed,name=shape,proto3" json:"shape,omitempty"` - Dtype DataType `protobuf:"varint,3,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *GraphTransferGraphInputNodeInfo) Reset() { *m = GraphTransferGraphInputNodeInfo{} } -func (m *GraphTransferGraphInputNodeInfo) String() string { return proto.CompactTextString(m) } -func (*GraphTransferGraphInputNodeInfo) ProtoMessage() {} -func (*GraphTransferGraphInputNodeInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{5} + Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` + Shape []int64 `protobuf:"varint,2,rep,packed,name=shape,proto3" json:"shape,omitempty"` + Dtype DataType `protobuf:"varint,3,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` } -func (m *GraphTransferGraphInputNodeInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferGraphInputNodeInfo.Unmarshal(m, b) -} -func (m *GraphTransferGraphInputNodeInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferGraphInputNodeInfo.Marshal(b, m, deterministic) -} -func (m *GraphTransferGraphInputNodeInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferGraphInputNodeInfo.Merge(m, src) +func (x *GraphTransferGraphInputNodeInfo) Reset() { + *x = GraphTransferGraphInputNodeInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[5] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferGraphInputNodeInfo) XXX_Size() int { - return xxx_messageInfo_GraphTransferGraphInputNodeInfo.Size(m) + +func (x *GraphTransferGraphInputNodeInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferGraphInputNodeInfo) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferGraphInputNodeInfo.DiscardUnknown(m) + +func (*GraphTransferGraphInputNodeInfo) ProtoMessage() {} + +func (x *GraphTransferGraphInputNodeInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[5] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferGraphInputNodeInfo proto.InternalMessageInfo +// Deprecated: Use GraphTransferGraphInputNodeInfo.ProtoReflect.Descriptor instead. +func (*GraphTransferGraphInputNodeInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{5} +} -func (m *GraphTransferGraphInputNodeInfo) GetName() string { - if m != nil { - return m.Name +func (x *GraphTransferGraphInputNodeInfo) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *GraphTransferGraphInputNodeInfo) GetShape() []int64 { - if m != nil { - return m.Shape +func (x *GraphTransferGraphInputNodeInfo) GetShape() []int64 { + if x != nil { + return x.Shape } return nil } -func (m *GraphTransferGraphInputNodeInfo) GetDtype() DataType { - if m != nil { - return m.Dtype +func (x *GraphTransferGraphInputNodeInfo) GetDtype() DataType { + if x != nil { + return x.Dtype } return DataType_DT_INVALID } type GraphTransferGraphOutputNodeInfo struct { - Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - Shape []int64 `protobuf:"varint,2,rep,packed,name=shape,proto3" json:"shape,omitempty"` - Dtype DataType `protobuf:"varint,3,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *GraphTransferGraphOutputNodeInfo) Reset() { *m = GraphTransferGraphOutputNodeInfo{} } -func (m *GraphTransferGraphOutputNodeInfo) String() string { return proto.CompactTextString(m) } -func (*GraphTransferGraphOutputNodeInfo) ProtoMessage() {} -func (*GraphTransferGraphOutputNodeInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{6} + Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` + Shape []int64 `protobuf:"varint,2,rep,packed,name=shape,proto3" json:"shape,omitempty"` + Dtype DataType `protobuf:"varint,3,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` } -func (m *GraphTransferGraphOutputNodeInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferGraphOutputNodeInfo.Unmarshal(m, b) -} -func (m *GraphTransferGraphOutputNodeInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferGraphOutputNodeInfo.Marshal(b, m, deterministic) -} -func (m *GraphTransferGraphOutputNodeInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferGraphOutputNodeInfo.Merge(m, src) +func (x *GraphTransferGraphOutputNodeInfo) Reset() { + *x = GraphTransferGraphOutputNodeInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[6] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferGraphOutputNodeInfo) XXX_Size() int { - return xxx_messageInfo_GraphTransferGraphOutputNodeInfo.Size(m) + +func (x *GraphTransferGraphOutputNodeInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferGraphOutputNodeInfo) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferGraphOutputNodeInfo.DiscardUnknown(m) + +func (*GraphTransferGraphOutputNodeInfo) ProtoMessage() {} + +func (x *GraphTransferGraphOutputNodeInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[6] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferGraphOutputNodeInfo proto.InternalMessageInfo +// Deprecated: Use GraphTransferGraphOutputNodeInfo.ProtoReflect.Descriptor instead. +func (*GraphTransferGraphOutputNodeInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{6} +} -func (m *GraphTransferGraphOutputNodeInfo) GetName() string { - if m != nil { - return m.Name +func (x *GraphTransferGraphOutputNodeInfo) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *GraphTransferGraphOutputNodeInfo) GetShape() []int64 { - if m != nil { - return m.Shape +func (x *GraphTransferGraphOutputNodeInfo) GetShape() []int64 { + if x != nil { + return x.Shape } return nil } -func (m *GraphTransferGraphOutputNodeInfo) GetDtype() DataType { - if m != nil { - return m.Dtype +func (x *GraphTransferGraphOutputNodeInfo) GetDtype() DataType { + if x != nil { + return x.Dtype } return DataType_DT_INVALID } @@ -458,6 +535,10 @@ func (m *GraphTransferGraphOutputNodeInfo) GetDtype() DataType { // not valid across executions, but can be serialized back and forth from within // a single run. type GraphTransferInfo struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + NodeInfo []*GraphTransferNodeInfo `protobuf:"bytes,1,rep,name=node_info,json=nodeInfo,proto3" json:"node_info,omitempty"` ConstNodeInfo []*GraphTransferConstNodeInfo `protobuf:"bytes,2,rep,name=const_node_info,json=constNodeInfo,proto3" json:"const_node_info,omitempty"` NodeInputInfo []*GraphTransferNodeInputInfo `protobuf:"bytes,3,rep,name=node_input_info,json=nodeInputInfo,proto3" json:"node_input_info,omitempty"` @@ -466,144 +547,374 @@ type GraphTransferInfo struct { GraphInputNodeInfo []*GraphTransferGraphInputNodeInfo `protobuf:"bytes,5,rep,name=graph_input_node_info,json=graphInputNodeInfo,proto3" json:"graph_input_node_info,omitempty"` GraphOutputNodeInfo []*GraphTransferGraphOutputNodeInfo `protobuf:"bytes,6,rep,name=graph_output_node_info,json=graphOutputNodeInfo,proto3" json:"graph_output_node_info,omitempty"` // Destination of graph transfer - Destination GraphTransferInfo_Destination `protobuf:"varint,7,opt,name=destination,proto3,enum=tensorflow.GraphTransferInfo_Destination" json:"destination,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Destination GraphTransferInfo_Destination `protobuf:"varint,7,opt,name=destination,proto3,enum=tensorflow.GraphTransferInfo_Destination" json:"destination,omitempty"` } -func (m *GraphTransferInfo) Reset() { *m = GraphTransferInfo{} } -func (m *GraphTransferInfo) String() string { return proto.CompactTextString(m) } -func (*GraphTransferInfo) ProtoMessage() {} -func (*GraphTransferInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c3a1e773f26c9475, []int{7} +func (x *GraphTransferInfo) Reset() { + *x = GraphTransferInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[7] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *GraphTransferInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_GraphTransferInfo.Unmarshal(m, b) +func (x *GraphTransferInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *GraphTransferInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_GraphTransferInfo.Marshal(b, m, deterministic) -} -func (m *GraphTransferInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_GraphTransferInfo.Merge(m, src) -} -func (m *GraphTransferInfo) XXX_Size() int { - return xxx_messageInfo_GraphTransferInfo.Size(m) -} -func (m *GraphTransferInfo) XXX_DiscardUnknown() { - xxx_messageInfo_GraphTransferInfo.DiscardUnknown(m) + +func (*GraphTransferInfo) ProtoMessage() {} + +func (x *GraphTransferInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[7] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_GraphTransferInfo proto.InternalMessageInfo +// Deprecated: Use GraphTransferInfo.ProtoReflect.Descriptor instead. +func (*GraphTransferInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP(), []int{7} +} -func (m *GraphTransferInfo) GetNodeInfo() []*GraphTransferNodeInfo { - if m != nil { - return m.NodeInfo +func (x *GraphTransferInfo) GetNodeInfo() []*GraphTransferNodeInfo { + if x != nil { + return x.NodeInfo } return nil } -func (m *GraphTransferInfo) GetConstNodeInfo() []*GraphTransferConstNodeInfo { - if m != nil { - return m.ConstNodeInfo +func (x *GraphTransferInfo) GetConstNodeInfo() []*GraphTransferConstNodeInfo { + if x != nil { + return x.ConstNodeInfo } return nil } -func (m *GraphTransferInfo) GetNodeInputInfo() []*GraphTransferNodeInputInfo { - if m != nil { - return m.NodeInputInfo +func (x *GraphTransferInfo) GetNodeInputInfo() []*GraphTransferNodeInputInfo { + if x != nil { + return x.NodeInputInfo } return nil } -func (m *GraphTransferInfo) GetNodeOutputInfo() []*GraphTransferNodeOutputInfo { - if m != nil { - return m.NodeOutputInfo +func (x *GraphTransferInfo) GetNodeOutputInfo() []*GraphTransferNodeOutputInfo { + if x != nil { + return x.NodeOutputInfo } return nil } -func (m *GraphTransferInfo) GetGraphInputNodeInfo() []*GraphTransferGraphInputNodeInfo { - if m != nil { - return m.GraphInputNodeInfo +func (x *GraphTransferInfo) GetGraphInputNodeInfo() []*GraphTransferGraphInputNodeInfo { + if x != nil { + return x.GraphInputNodeInfo } return nil } -func (m *GraphTransferInfo) GetGraphOutputNodeInfo() []*GraphTransferGraphOutputNodeInfo { - if m != nil { - return m.GraphOutputNodeInfo +func (x *GraphTransferInfo) GetGraphOutputNodeInfo() []*GraphTransferGraphOutputNodeInfo { + if x != nil { + return x.GraphOutputNodeInfo } return nil } -func (m *GraphTransferInfo) GetDestination() GraphTransferInfo_Destination { - if m != nil { - return m.Destination +func (x *GraphTransferInfo) GetDestination() GraphTransferInfo_Destination { + if x != nil { + return x.Destination } return GraphTransferInfo_NOP } -func init() { - proto.RegisterEnum("tensorflow.GraphTransferInfo_Destination", GraphTransferInfo_Destination_name, GraphTransferInfo_Destination_value) - proto.RegisterType((*GraphTransferNodeInput)(nil), "tensorflow.GraphTransferNodeInput") - proto.RegisterType((*GraphTransferNodeInfo)(nil), "tensorflow.GraphTransferNodeInfo") - proto.RegisterType((*GraphTransferConstNodeInfo)(nil), "tensorflow.GraphTransferConstNodeInfo") - proto.RegisterType((*GraphTransferNodeInputInfo)(nil), "tensorflow.GraphTransferNodeInputInfo") - proto.RegisterType((*GraphTransferNodeOutputInfo)(nil), 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file_tensorflow_core_framework_graph_transfer_info_proto_rawDescData = file_tensorflow_core_framework_graph_transfer_info_proto_rawDesc +) + +func file_tensorflow_core_framework_graph_transfer_info_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_graph_transfer_info_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_graph_transfer_info_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_graph_transfer_info_proto_rawDescData) + }) + return file_tensorflow_core_framework_graph_transfer_info_proto_rawDescData +} + +var file_tensorflow_core_framework_graph_transfer_info_proto_enumTypes = make([]protoimpl.EnumInfo, 1) +var file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes = make([]protoimpl.MessageInfo, 8) +var file_tensorflow_core_framework_graph_transfer_info_proto_goTypes = []interface{}{ + (GraphTransferInfo_Destination)(0), // 0: tensorflow.GraphTransferInfo.Destination + (*GraphTransferNodeInput)(nil), // 1: tensorflow.GraphTransferNodeInput + (*GraphTransferNodeInfo)(nil), // 2: tensorflow.GraphTransferNodeInfo + (*GraphTransferConstNodeInfo)(nil), // 3: tensorflow.GraphTransferConstNodeInfo + (*GraphTransferNodeInputInfo)(nil), // 4: tensorflow.GraphTransferNodeInputInfo + (*GraphTransferNodeOutputInfo)(nil), // 5: tensorflow.GraphTransferNodeOutputInfo + (*GraphTransferGraphInputNodeInfo)(nil), // 6: tensorflow.GraphTransferGraphInputNodeInfo + (*GraphTransferGraphOutputNodeInfo)(nil), // 7: tensorflow.GraphTransferGraphOutputNodeInfo + (*GraphTransferInfo)(nil), // 8: tensorflow.GraphTransferInfo + (DataType)(0), // 9: tensorflow.DataType +} +var file_tensorflow_core_framework_graph_transfer_info_proto_depIdxs = []int32{ + 9, // 0: tensorflow.GraphTransferConstNodeInfo.dtype:type_name -> tensorflow.DataType + 1, // 1: tensorflow.GraphTransferNodeInputInfo.node_input:type_name -> tensorflow.GraphTransferNodeInput + 9, // 2: tensorflow.GraphTransferGraphInputNodeInfo.dtype:type_name -> tensorflow.DataType + 9, // 3: tensorflow.GraphTransferGraphOutputNodeInfo.dtype:type_name -> tensorflow.DataType + 2, // 4: tensorflow.GraphTransferInfo.node_info:type_name -> tensorflow.GraphTransferNodeInfo + 3, // 5: tensorflow.GraphTransferInfo.const_node_info:type_name -> tensorflow.GraphTransferConstNodeInfo + 4, // 6: tensorflow.GraphTransferInfo.node_input_info:type_name -> tensorflow.GraphTransferNodeInputInfo + 5, // 7: tensorflow.GraphTransferInfo.node_output_info:type_name -> tensorflow.GraphTransferNodeOutputInfo + 6, // 8: tensorflow.GraphTransferInfo.graph_input_node_info:type_name -> tensorflow.GraphTransferGraphInputNodeInfo + 7, // 9: tensorflow.GraphTransferInfo.graph_output_node_info:type_name -> tensorflow.GraphTransferGraphOutputNodeInfo + 0, // 10: tensorflow.GraphTransferInfo.destination:type_name -> tensorflow.GraphTransferInfo.Destination + 11, // [11:11] is the sub-list for method output_type + 11, // [11:11] is the sub-list for method input_type + 11, // [11:11] is the sub-list for extension type_name + 11, // [11:11] is the sub-list for extension extendee + 0, // [0:11] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_graph_transfer_info_proto_init() } +func file_tensorflow_core_framework_graph_transfer_info_proto_init() { + if File_tensorflow_core_framework_graph_transfer_info_proto != nil { + return + } + file_tensorflow_core_framework_types_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferNodeInput); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferNodeInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferConstNodeInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferNodeInputInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferNodeOutputInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferGraphInputNodeInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferGraphOutputNodeInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*GraphTransferInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_graph_transfer_info_proto_rawDesc, + NumEnums: 1, + NumMessages: 8, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_graph_transfer_info_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_graph_transfer_info_proto_depIdxs, + EnumInfos: file_tensorflow_core_framework_graph_transfer_info_proto_enumTypes, + MessageInfos: file_tensorflow_core_framework_graph_transfer_info_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_graph_transfer_info_proto = out.File + file_tensorflow_core_framework_graph_transfer_info_proto_rawDesc = nil + file_tensorflow_core_framework_graph_transfer_info_proto_goTypes = nil + file_tensorflow_core_framework_graph_transfer_info_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/iterator.pb.go b/tools/tf2openapi/generated/framework/iterator.pb.go index 33e9518331..f7c12d95e9 100644 --- a/tools/tf2openapi/generated/framework/iterator.pb.go +++ b/tools/tf2openapi/generated/framework/iterator.pb.go @@ -1,96 +1,163 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/iterator.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Protocol buffer representing the metadata for an iterator's state stored // as a Variant tensor. type IteratorStateMetadata struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // A user-specified version string. Version string `protobuf:"bytes,1,opt,name=version,proto3" json:"version,omitempty"` // Keys for tensors in the VariantTensorDataProto. - Keys []string `protobuf:"bytes,2,rep,name=keys,proto3" json:"keys,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Keys []string `protobuf:"bytes,2,rep,name=keys,proto3" json:"keys,omitempty"` } -func (m *IteratorStateMetadata) Reset() { *m = IteratorStateMetadata{} } -func (m *IteratorStateMetadata) String() string { return proto.CompactTextString(m) } -func (*IteratorStateMetadata) ProtoMessage() {} -func (*IteratorStateMetadata) Descriptor() ([]byte, []int) { - return fileDescriptor_5fbae6035cb2eb82, []int{0} +func (x *IteratorStateMetadata) Reset() { + *x = IteratorStateMetadata{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_iterator_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *IteratorStateMetadata) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_IteratorStateMetadata.Unmarshal(m, b) -} -func (m *IteratorStateMetadata) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_IteratorStateMetadata.Marshal(b, m, deterministic) +func (x *IteratorStateMetadata) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *IteratorStateMetadata) XXX_Merge(src proto.Message) { - xxx_messageInfo_IteratorStateMetadata.Merge(m, src) -} -func (m *IteratorStateMetadata) XXX_Size() int { - return xxx_messageInfo_IteratorStateMetadata.Size(m) -} -func (m *IteratorStateMetadata) XXX_DiscardUnknown() { - xxx_messageInfo_IteratorStateMetadata.DiscardUnknown(m) + +func (*IteratorStateMetadata) ProtoMessage() {} + +func (x *IteratorStateMetadata) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_iterator_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_IteratorStateMetadata proto.InternalMessageInfo +// Deprecated: Use IteratorStateMetadata.ProtoReflect.Descriptor instead. +func (*IteratorStateMetadata) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_iterator_proto_rawDescGZIP(), []int{0} +} -func (m *IteratorStateMetadata) GetVersion() string { - if m != nil { - return m.Version +func (x *IteratorStateMetadata) GetVersion() string { + if x != nil { + return x.Version } return "" } -func (m *IteratorStateMetadata) GetKeys() []string { - if m != nil { - return m.Keys +func (x *IteratorStateMetadata) GetKeys() []string { + if x != nil { + return x.Keys } return nil } -func init() { - proto.RegisterType((*IteratorStateMetadata)(nil), "tensorflow.IteratorStateMetadata") +var File_tensorflow_core_framework_iterator_proto protoreflect.FileDescriptor + +var file_tensorflow_core_framework_iterator_proto_rawDesc = []byte{ + 0x0a, 0x28, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x69, 0x74, 0x65, 0x72, + 0x61, 0x74, 0x6f, 0x72, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x0a, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x22, 0x45, 0x0a, 0x15, 0x49, 0x74, 0x65, 0x72, 0x61, 0x74, + 0x6f, 0x72, 0x53, 0x74, 0x61, 0x74, 0x65, 0x4d, 0x65, 0x74, 0x61, 0x64, 0x61, 0x74, 0x61, 0x12, + 0x18, 0x0a, 0x07, 0x76, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x18, 0x01, 0x20, 0x01, 0x28, 0x09, + 0x52, 0x07, 0x76, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x12, 0x12, 0x0a, 0x04, 0x6b, 0x65, 0x79, + 0x73, 0x18, 0x02, 0x20, 0x03, 0x28, 0x09, 0x52, 0x04, 0x6b, 0x65, 0x79, 0x73, 0x42, 0x69, 0x0a, + 0x13, 0x6f, 0x72, 0x67, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, + 0x75, 0x74, 0x69, 0x6c, 0x42, 0x0e, 0x49, 0x74, 0x65, 0x72, 0x61, 0x74, 0x6f, 0x72, 0x50, 0x72, + 0x6f, 0x74, 0x6f, 0x73, 0x50, 0x01, 0x5a, 0x3d, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, + 0x6f, 0x6d, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, + 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, + 0x6c, 0x6f, 0x77, 0x2f, 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, + 0x65, 0x77, 0x6f, 0x72, 0x6b, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, +} + +var ( + file_tensorflow_core_framework_iterator_proto_rawDescOnce sync.Once + file_tensorflow_core_framework_iterator_proto_rawDescData = file_tensorflow_core_framework_iterator_proto_rawDesc +) + +func file_tensorflow_core_framework_iterator_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_iterator_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_iterator_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_iterator_proto_rawDescData) + }) + return file_tensorflow_core_framework_iterator_proto_rawDescData } -func init() { - proto.RegisterFile("tensorflow/core/framework/iterator.proto", fileDescriptor_5fbae6035cb2eb82) +var file_tensorflow_core_framework_iterator_proto_msgTypes = make([]protoimpl.MessageInfo, 1) +var file_tensorflow_core_framework_iterator_proto_goTypes = []interface{}{ + (*IteratorStateMetadata)(nil), // 0: tensorflow.IteratorStateMetadata +} +var file_tensorflow_core_framework_iterator_proto_depIdxs = []int32{ + 0, // [0:0] is the sub-list for method output_type + 0, // [0:0] is the sub-list for method input_type + 0, // [0:0] is the sub-list for extension type_name + 0, // [0:0] is the sub-list for extension extendee + 0, // [0:0] is the sub-list for field type_name } -var fileDescriptor_5fbae6035cb2eb82 = []byte{ - // 182 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xe2, 0xd2, 0x28, 0x49, 0xcd, 0x2b, - 0xce, 0x2f, 0x4a, 0xcb, 0xc9, 0x2f, 0xd7, 0x4f, 0xce, 0x2f, 0x4a, 0xd5, 0x4f, 0x2b, 0x4a, 0xcc, - 0x4d, 0x2d, 0xcf, 0x2f, 0xca, 0xd6, 0xcf, 0x2c, 0x49, 0x2d, 0x4a, 0x2c, 0xc9, 0x2f, 0xd2, 0x2b, - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/kernel_def.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type KernelDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Must match the name of an Op. Op string `protobuf:"bytes,1,opt,name=op,proto3" json:"op,omitempty"` // Type of device this kernel runs on. @@ -36,202 +40,322 @@ type KernelDef struct { // Prioritization of kernel amongst different devices. By default we assume // priority is 0. The higher the priority the better. By default (i.e. if // this is not set), we prefer GPU kernels over CPU. - Priority int32 `protobuf:"varint,6,opt,name=priority,proto3" json:"priority,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Priority int32 `protobuf:"varint,6,opt,name=priority,proto3" json:"priority,omitempty"` } -func (m *KernelDef) Reset() { *m = KernelDef{} } -func (m *KernelDef) String() string { return proto.CompactTextString(m) } -func (*KernelDef) ProtoMessage() {} -func (*KernelDef) Descriptor() ([]byte, []int) { - return fileDescriptor_18794e085ea7671a, []int{0} +func (x *KernelDef) Reset() { + *x = KernelDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_kernel_def_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *KernelDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_KernelDef.Unmarshal(m, b) -} -func (m *KernelDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_KernelDef.Marshal(b, m, deterministic) -} -func (m *KernelDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_KernelDef.Merge(m, src) -} -func (m *KernelDef) XXX_Size() int { - return xxx_messageInfo_KernelDef.Size(m) +func (x *KernelDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *KernelDef) XXX_DiscardUnknown() { - xxx_messageInfo_KernelDef.DiscardUnknown(m) + +func (*KernelDef) ProtoMessage() {} + +func (x *KernelDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_kernel_def_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_KernelDef proto.InternalMessageInfo +// Deprecated: Use KernelDef.ProtoReflect.Descriptor instead. +func (*KernelDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_kernel_def_proto_rawDescGZIP(), []int{0} +} -func (m *KernelDef) GetOp() string { - if m != nil { - return m.Op +func (x *KernelDef) GetOp() string { + if x != nil { + return x.Op } return "" } -func (m *KernelDef) GetDeviceType() string { - if m != nil { - return m.DeviceType +func (x *KernelDef) GetDeviceType() string { + if x != nil { + return x.DeviceType } return "" } -func (m *KernelDef) GetConstraint() []*KernelDef_AttrConstraint { - if m != nil { - return m.Constraint +func (x *KernelDef) GetConstraint() []*KernelDef_AttrConstraint { + if x != nil { + return x.Constraint } return nil } -func (m *KernelDef) GetHostMemoryArg() []string { - if m != nil { - return m.HostMemoryArg +func (x *KernelDef) GetHostMemoryArg() []string { + if x != nil { + return x.HostMemoryArg } return nil } -func (m *KernelDef) GetLabel() string { - if m != nil { - return m.Label +func (x *KernelDef) GetLabel() string { + if x != nil { + return x.Label } return "" } -func (m *KernelDef) GetPriority() int32 { - if m != nil { - return m.Priority +func (x *KernelDef) GetPriority() int32 { + if x != nil { + return x.Priority } return 0 } +// A collection of KernelDefs +type KernelList struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Kernel []*KernelDef `protobuf:"bytes,1,rep,name=kernel,proto3" json:"kernel,omitempty"` +} + +func (x *KernelList) Reset() { + *x = KernelList{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_kernel_def_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } +} + +func (x *KernelList) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*KernelList) ProtoMessage() {} + +func (x *KernelList) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_kernel_def_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) +} + +// Deprecated: Use KernelList.ProtoReflect.Descriptor instead. +func (*KernelList) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_kernel_def_proto_rawDescGZIP(), []int{1} +} + +func (x *KernelList) GetKernel() []*KernelDef { + if x != nil { + return x.Kernel + } + return nil +} + type KernelDef_AttrConstraint struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Name of an attr from the Op. Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` // A list of values that this kernel supports for this attr. // Like OpDef.AttrDef.allowed_values, except for kernels instead of Ops. - AllowedValues *AttrValue `protobuf:"bytes,2,opt,name=allowed_values,json=allowedValues,proto3" json:"allowed_values,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AllowedValues *AttrValue `protobuf:"bytes,2,opt,name=allowed_values,json=allowedValues,proto3" json:"allowed_values,omitempty"` } -func (m *KernelDef_AttrConstraint) Reset() { *m = KernelDef_AttrConstraint{} } -func (m *KernelDef_AttrConstraint) String() string { return proto.CompactTextString(m) } -func (*KernelDef_AttrConstraint) ProtoMessage() {} -func (*KernelDef_AttrConstraint) Descriptor() ([]byte, []int) { - return fileDescriptor_18794e085ea7671a, []int{0, 0} +func (x *KernelDef_AttrConstraint) Reset() { + *x = KernelDef_AttrConstraint{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_kernel_def_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *KernelDef_AttrConstraint) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_KernelDef_AttrConstraint.Unmarshal(m, b) -} -func (m *KernelDef_AttrConstraint) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_KernelDef_AttrConstraint.Marshal(b, m, deterministic) +func (x *KernelDef_AttrConstraint) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *KernelDef_AttrConstraint) XXX_Merge(src proto.Message) { - xxx_messageInfo_KernelDef_AttrConstraint.Merge(m, src) -} -func (m *KernelDef_AttrConstraint) XXX_Size() int { - return xxx_messageInfo_KernelDef_AttrConstraint.Size(m) -} -func (m *KernelDef_AttrConstraint) XXX_DiscardUnknown() { - xxx_messageInfo_KernelDef_AttrConstraint.DiscardUnknown(m) + +func (*KernelDef_AttrConstraint) ProtoMessage() {} + +func (x *KernelDef_AttrConstraint) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_kernel_def_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_KernelDef_AttrConstraint proto.InternalMessageInfo +// Deprecated: Use KernelDef_AttrConstraint.ProtoReflect.Descriptor instead. +func (*KernelDef_AttrConstraint) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_kernel_def_proto_rawDescGZIP(), []int{0, 0} +} -func (m *KernelDef_AttrConstraint) GetName() string { - if m != nil { - return m.Name +func (x *KernelDef_AttrConstraint) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *KernelDef_AttrConstraint) GetAllowedValues() *AttrValue { - if m != nil { - return m.AllowedValues +func (x *KernelDef_AttrConstraint) GetAllowedValues() *AttrValue { + if x != nil { + return x.AllowedValues } return nil } -// A collection of KernelDefs -type KernelList struct { - Kernel []*KernelDef `protobuf:"bytes,1,rep,name=kernel,proto3" json:"kernel,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} +var File_tensorflow_core_framework_kernel_def_proto protoreflect.FileDescriptor -func (m *KernelList) Reset() { *m = KernelList{} } -func (m *KernelList) String() string { return proto.CompactTextString(m) } -func (*KernelList) ProtoMessage() {} -func (*KernelList) Descriptor() ([]byte, []int) { - return fileDescriptor_18794e085ea7671a, []int{1} +var file_tensorflow_core_framework_kernel_def_proto_rawDesc = []byte{ + 0x0a, 0x2a, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x6b, 0x65, 0x72, 0x6e, + 0x65, 0x6c, 0x5f, 0x64, 0x65, 0x66, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x0a, 0x74, 0x65, + 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x1a, 0x2a, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, + 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, + 0x6f, 0x72, 0x6b, 0x2f, 0x61, 0x74, 0x74, 0x72, 0x5f, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x2e, 0x70, + 0x72, 0x6f, 0x74, 0x6f, 0x22, 0xc0, 0x02, 0x0a, 0x09, 0x4b, 0x65, 0x72, 0x6e, 0x65, 0x6c, 0x44, + 0x65, 0x66, 0x12, 0x0e, 0x0a, 0x02, 0x6f, 0x70, 0x18, 0x01, 0x20, 0x01, 0x28, 0x09, 0x52, 0x02, + 0x6f, 0x70, 0x12, 0x1f, 0x0a, 0x0b, 0x64, 0x65, 0x76, 0x69, 0x63, 0x65, 0x5f, 0x74, 0x79, 0x70, + 0x65, 0x18, 0x02, 0x20, 0x01, 0x28, 0x09, 0x52, 0x0a, 0x64, 0x65, 0x76, 0x69, 0x63, 0x65, 0x54, + 0x79, 0x70, 0x65, 0x12, 0x44, 0x0a, 0x0a, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x72, 0x61, 0x69, 0x6e, + 0x74, 0x18, 0x03, 0x20, 0x03, 0x28, 0x0b, 0x32, 0x24, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, + 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x4b, 0x65, 0x72, 0x6e, 0x65, 0x6c, 0x44, 0x65, 0x66, 0x2e, 0x41, + 0x74, 0x74, 0x72, 0x43, 0x6f, 0x6e, 0x73, 0x74, 0x72, 0x61, 0x69, 0x6e, 0x74, 0x52, 0x0a, 0x63, + 0x6f, 0x6e, 0x73, 0x74, 0x72, 0x61, 0x69, 0x6e, 0x74, 0x12, 0x26, 0x0a, 0x0f, 0x68, 0x6f, 0x73, + 0x74, 0x5f, 0x6d, 0x65, 0x6d, 0x6f, 0x72, 0x79, 0x5f, 0x61, 0x72, 0x67, 0x18, 0x04, 0x20, 0x03, + 0x28, 0x09, 0x52, 0x0d, 0x68, 0x6f, 0x73, 0x74, 0x4d, 0x65, 0x6d, 0x6f, 0x72, 0x79, 0x41, 0x72, + 0x67, 0x12, 0x14, 0x0a, 0x05, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x18, 0x05, 0x20, 0x01, 0x28, 0x09, + 0x52, 0x05, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x12, 0x1a, 0x0a, 0x08, 0x70, 0x72, 0x69, 0x6f, 0x72, + 0x69, 0x74, 0x79, 0x18, 0x06, 0x20, 0x01, 0x28, 0x05, 0x52, 0x08, 0x70, 0x72, 0x69, 0x6f, 0x72, + 0x69, 0x74, 0x79, 0x1a, 0x62, 0x0a, 0x0e, 0x41, 0x74, 0x74, 0x72, 0x43, 0x6f, 0x6e, 0x73, 0x74, + 0x72, 0x61, 0x69, 0x6e, 0x74, 0x12, 0x12, 0x0a, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x18, 0x01, 0x20, + 0x01, 0x28, 0x09, 0x52, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x12, 0x3c, 0x0a, 0x0e, 0x61, 0x6c, 0x6c, + 0x6f, 0x77, 0x65, 0x64, 0x5f, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x73, 0x18, 0x02, 0x20, 0x01, 0x28, + 0x0b, 0x32, 0x15, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x41, + 0x74, 0x74, 0x72, 0x56, 0x61, 0x6c, 0x75, 0x65, 0x52, 0x0d, 0x61, 0x6c, 0x6c, 0x6f, 0x77, 0x65, + 0x64, 0x56, 0x61, 0x6c, 0x75, 0x65, 0x73, 0x22, 0x3b, 0x0a, 0x0a, 0x4b, 0x65, 0x72, 0x6e, 0x65, + 0x6c, 0x4c, 0x69, 0x73, 0x74, 0x12, 0x2d, 0x0a, 0x06, 0x6b, 0x65, 0x72, 0x6e, 0x65, 0x6c, 0x18, + 0x01, 0x20, 0x03, 0x28, 0x0b, 0x32, 0x15, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, + 0x6f, 0x77, 0x2e, 0x4b, 0x65, 0x72, 0x6e, 0x65, 0x6c, 0x44, 0x65, 0x66, 0x52, 0x06, 0x6b, 0x65, + 0x72, 0x6e, 0x65, 0x6c, 0x42, 0x6f, 0x0a, 0x18, 0x6f, 0x72, 0x67, 0x2e, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, + 0x42, 0x0f, 0x4b, 0x65, 0x72, 0x6e, 0x65, 0x6c, 0x44, 0x65, 0x66, 0x50, 0x72, 0x6f, 0x74, 0x6f, + 0x73, 0x50, 0x01, 0x5a, 0x3d, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, + 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, + 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, + 0x2f, 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, + 0x72, 0x6b, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, } -func (m *KernelList) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_KernelList.Unmarshal(m, b) -} -func (m *KernelList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_KernelList.Marshal(b, m, deterministic) -} -func (m *KernelList) XXX_Merge(src proto.Message) { - xxx_messageInfo_KernelList.Merge(m, src) -} -func (m *KernelList) XXX_Size() int { - return xxx_messageInfo_KernelList.Size(m) -} -func (m *KernelList) XXX_DiscardUnknown() { - xxx_messageInfo_KernelList.DiscardUnknown(m) -} +var ( + file_tensorflow_core_framework_kernel_def_proto_rawDescOnce sync.Once + file_tensorflow_core_framework_kernel_def_proto_rawDescData = file_tensorflow_core_framework_kernel_def_proto_rawDesc +) -var xxx_messageInfo_KernelList proto.InternalMessageInfo +func file_tensorflow_core_framework_kernel_def_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_kernel_def_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_kernel_def_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_kernel_def_proto_rawDescData) + }) + return file_tensorflow_core_framework_kernel_def_proto_rawDescData +} -func (m *KernelList) GetKernel() []*KernelDef { - if m != nil { - return m.Kernel - } - return nil +var file_tensorflow_core_framework_kernel_def_proto_msgTypes = make([]protoimpl.MessageInfo, 3) +var file_tensorflow_core_framework_kernel_def_proto_goTypes = []interface{}{ + (*KernelDef)(nil), // 0: tensorflow.KernelDef + (*KernelList)(nil), // 1: tensorflow.KernelList + (*KernelDef_AttrConstraint)(nil), // 2: tensorflow.KernelDef.AttrConstraint + (*AttrValue)(nil), // 3: tensorflow.AttrValue +} +var file_tensorflow_core_framework_kernel_def_proto_depIdxs = []int32{ + 2, // 0: tensorflow.KernelDef.constraint:type_name -> tensorflow.KernelDef.AttrConstraint + 0, // 1: tensorflow.KernelList.kernel:type_name -> tensorflow.KernelDef + 3, // 2: tensorflow.KernelDef.AttrConstraint.allowed_values:type_name -> tensorflow.AttrValue + 3, // [3:3] is the sub-list for method output_type + 3, // [3:3] is the sub-list for method input_type + 3, // [3:3] is the sub-list for extension type_name + 3, // [3:3] is the sub-list for extension extendee + 0, // [0:3] is the sub-list for field type_name } -func init() { - proto.RegisterType((*KernelDef)(nil), "tensorflow.KernelDef") - proto.RegisterType((*KernelDef_AttrConstraint)(nil), "tensorflow.KernelDef.AttrConstraint") - proto.RegisterType((*KernelList)(nil), "tensorflow.KernelList") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/kernel_def.proto", fileDescriptor_18794e085ea7671a) -} - -var fileDescriptor_18794e085ea7671a = []byte{ - // 360 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x7c, 0x91, 0xcf, 0x8a, 0xdb, 0x40, - 0x0c, 0xc6, 0xb1, 0xf3, 0x87, 0x46, 0x21, 0x09, 0x0c, 0x0d, 0x0c, 0xb9, 0xd4, 0x84, 0x52, 0x4c, - 0xa1, 0x36, 0xa4, 0xc7, 0xb6, 0x87, 0xa4, 0xb9, 0xb5, 0x85, 0x60, 0xca, 0x1e, 0xf6, 0x62, 0xc6, - 0x8e, 0xec, 0x98, 0xd8, 0x96, 0x19, 0x4f, 0x12, 0xfc, 0x76, 0xfb, 0x58, 0x7b, 0x5c, 0x3c, 0x0e, - 0x8e, 0x77, 0x09, 0x7b, 0x1b, 0x49, 0x9f, 0xa4, 0xf9, 0xf4, 0x83, 0xaf, 0x0a, 0xf3, 0x92, 0x64, - 0x94, 0xd2, 0xc5, 0x0d, 0x49, 0xa2, 0x1b, 0x49, 0x91, 0xe1, 0x85, 0xe4, 0xd1, 0x3d, 0xa2, 0xcc, - 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0xd4, 0x73, 0x1e, 0xea, 0xaa, 0x37, 0xb9, 0x8a, 0x75, 0x54, 0x2e, 0x7f, 0x00, 0x34, 0x2e, 0xff, - 0x26, 0xa5, 0x62, 0xdf, 0x60, 0xd8, 0xc0, 0xe1, 0x86, 0xbe, 0xc6, 0xfc, 0xee, 0x35, 0xbc, 0xab, - 0x68, 0x43, 0xc0, 0x49, 0xc6, 0x5d, 0x4d, 0x0b, 0x6b, 0x33, 0x6b, 0xe5, 0xbb, 0x9a, 0x55, 0xb9, - 0x33, 0x1e, 0x7f, 0xc5, 0x89, 0x3a, 0x9c, 0x02, 0x27, 0xa4, 0xcc, 0xed, 0x50, 0xbe, 0xff, 0x8c, - 0xe9, 0x0d, 0xfe, 0x67, 0xc3, 0x08, 0x86, 0x9a, 0xfb, 0xf7, 0x97, 0x00, 0x00, 0x00, 0xff, 0xff, - 0x4e, 0x89, 0x26, 0xb6, 0x5d, 0x02, 0x00, 0x00, +func init() { file_tensorflow_core_framework_kernel_def_proto_init() } +func file_tensorflow_core_framework_kernel_def_proto_init() { + if File_tensorflow_core_framework_kernel_def_proto != nil { + return + } + file_tensorflow_core_framework_attr_value_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_kernel_def_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*KernelDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_kernel_def_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*KernelList); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_kernel_def_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*KernelDef_AttrConstraint); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_kernel_def_proto_rawDesc, + NumEnums: 0, + NumMessages: 3, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_kernel_def_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_kernel_def_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_kernel_def_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_kernel_def_proto = out.File + file_tensorflow_core_framework_kernel_def_proto_rawDesc = nil + file_tensorflow_core_framework_kernel_def_proto_goTypes = nil + file_tensorflow_core_framework_kernel_def_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/log_memory.pb.go b/tools/tf2openapi/generated/framework/log_memory.pb.go index 3ae9825556..6a21dc823e 100644 --- a/tools/tf2openapi/generated/framework/log_memory.pb.go +++ b/tools/tf2openapi/generated/framework/log_memory.pb.go @@ -1,184 +1,212 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/log_memory.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type MemoryLogStep struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Process-unique step id. StepId int64 `protobuf:"varint,1,opt,name=step_id,json=stepId,proto3" json:"step_id,omitempty"` // Handle describing the feeds and fetches of the step. - Handle string `protobuf:"bytes,2,opt,name=handle,proto3" json:"handle,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Handle string `protobuf:"bytes,2,opt,name=handle,proto3" json:"handle,omitempty"` } -func (m *MemoryLogStep) Reset() { *m = MemoryLogStep{} } -func (m *MemoryLogStep) String() string { return proto.CompactTextString(m) } -func (*MemoryLogStep) ProtoMessage() {} -func (*MemoryLogStep) Descriptor() ([]byte, []int) { - return fileDescriptor_4f52e83a3ef81427, []int{0} +func (x *MemoryLogStep) Reset() { + *x = MemoryLogStep{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MemoryLogStep) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MemoryLogStep.Unmarshal(m, b) +func (x *MemoryLogStep) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *MemoryLogStep) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MemoryLogStep.Marshal(b, m, deterministic) -} -func (m *MemoryLogStep) XXX_Merge(src proto.Message) { - xxx_messageInfo_MemoryLogStep.Merge(m, src) -} -func (m *MemoryLogStep) XXX_Size() int { - return xxx_messageInfo_MemoryLogStep.Size(m) -} -func (m *MemoryLogStep) XXX_DiscardUnknown() { - xxx_messageInfo_MemoryLogStep.DiscardUnknown(m) + +func (*MemoryLogStep) ProtoMessage() {} + +func (x *MemoryLogStep) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_MemoryLogStep proto.InternalMessageInfo +// Deprecated: Use MemoryLogStep.ProtoReflect.Descriptor instead. +func (*MemoryLogStep) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_log_memory_proto_rawDescGZIP(), []int{0} +} -func (m *MemoryLogStep) GetStepId() int64 { - if m != nil { - return m.StepId +func (x *MemoryLogStep) GetStepId() int64 { + if x != nil { + return x.StepId } return 0 } -func (m *MemoryLogStep) GetHandle() string { - if m != nil { - return m.Handle +func (x *MemoryLogStep) GetHandle() string { + if x != nil { + return x.Handle } return "" } type MemoryLogTensorAllocation struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Process-unique step id. StepId int64 `protobuf:"varint,1,opt,name=step_id,json=stepId,proto3" json:"step_id,omitempty"` // Name of the kernel making the allocation as set in GraphDef, // e.g., "affine2/weights/Assign". KernelName string `protobuf:"bytes,2,opt,name=kernel_name,json=kernelName,proto3" json:"kernel_name,omitempty"` // Allocated tensor details. - Tensor *TensorDescription `protobuf:"bytes,3,opt,name=tensor,proto3" json:"tensor,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Tensor *TensorDescription `protobuf:"bytes,3,opt,name=tensor,proto3" json:"tensor,omitempty"` } -func (m *MemoryLogTensorAllocation) Reset() { *m = MemoryLogTensorAllocation{} } -func (m *MemoryLogTensorAllocation) String() string { return proto.CompactTextString(m) } -func (*MemoryLogTensorAllocation) ProtoMessage() {} -func (*MemoryLogTensorAllocation) Descriptor() ([]byte, []int) { - return fileDescriptor_4f52e83a3ef81427, []int{1} +func (x *MemoryLogTensorAllocation) Reset() { + *x = MemoryLogTensorAllocation{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MemoryLogTensorAllocation) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MemoryLogTensorAllocation.Unmarshal(m, b) -} -func (m *MemoryLogTensorAllocation) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MemoryLogTensorAllocation.Marshal(b, m, deterministic) -} -func (m *MemoryLogTensorAllocation) XXX_Merge(src proto.Message) { - xxx_messageInfo_MemoryLogTensorAllocation.Merge(m, src) +func (x *MemoryLogTensorAllocation) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *MemoryLogTensorAllocation) XXX_Size() int { - return xxx_messageInfo_MemoryLogTensorAllocation.Size(m) -} -func (m *MemoryLogTensorAllocation) XXX_DiscardUnknown() { - xxx_messageInfo_MemoryLogTensorAllocation.DiscardUnknown(m) + +func (*MemoryLogTensorAllocation) ProtoMessage() {} + +func (x *MemoryLogTensorAllocation) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_MemoryLogTensorAllocation proto.InternalMessageInfo +// Deprecated: Use MemoryLogTensorAllocation.ProtoReflect.Descriptor instead. +func (*MemoryLogTensorAllocation) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_log_memory_proto_rawDescGZIP(), []int{1} +} -func (m *MemoryLogTensorAllocation) GetStepId() int64 { - if m != nil { - return m.StepId +func (x *MemoryLogTensorAllocation) GetStepId() int64 { + if x != nil { + return x.StepId } return 0 } -func (m *MemoryLogTensorAllocation) GetKernelName() string { - if m != nil { - return m.KernelName +func (x *MemoryLogTensorAllocation) GetKernelName() string { + if x != nil { + return x.KernelName } return "" } -func (m *MemoryLogTensorAllocation) GetTensor() *TensorDescription { - if m != nil { - return m.Tensor +func (x *MemoryLogTensorAllocation) GetTensor() *TensorDescription { + if x != nil { + return x.Tensor } return nil } type MemoryLogTensorDeallocation struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Id of the tensor buffer being deallocated, used to match to a // corresponding allocation. AllocationId int64 `protobuf:"varint,1,opt,name=allocation_id,json=allocationId,proto3" json:"allocation_id,omitempty"` // Name of the allocator used. - AllocatorName string `protobuf:"bytes,2,opt,name=allocator_name,json=allocatorName,proto3" json:"allocator_name,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AllocatorName string `protobuf:"bytes,2,opt,name=allocator_name,json=allocatorName,proto3" json:"allocator_name,omitempty"` } -func (m *MemoryLogTensorDeallocation) Reset() { *m = MemoryLogTensorDeallocation{} } -func (m *MemoryLogTensorDeallocation) String() string { return proto.CompactTextString(m) } -func (*MemoryLogTensorDeallocation) ProtoMessage() {} -func (*MemoryLogTensorDeallocation) Descriptor() ([]byte, []int) { - return fileDescriptor_4f52e83a3ef81427, []int{2} +func (x *MemoryLogTensorDeallocation) Reset() { + *x = MemoryLogTensorDeallocation{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MemoryLogTensorDeallocation) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MemoryLogTensorDeallocation.Unmarshal(m, b) +func (x *MemoryLogTensorDeallocation) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *MemoryLogTensorDeallocation) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MemoryLogTensorDeallocation.Marshal(b, m, deterministic) -} -func (m *MemoryLogTensorDeallocation) XXX_Merge(src proto.Message) { - xxx_messageInfo_MemoryLogTensorDeallocation.Merge(m, src) -} -func (m *MemoryLogTensorDeallocation) XXX_Size() int { - return xxx_messageInfo_MemoryLogTensorDeallocation.Size(m) -} -func (m *MemoryLogTensorDeallocation) XXX_DiscardUnknown() { - xxx_messageInfo_MemoryLogTensorDeallocation.DiscardUnknown(m) + +func (*MemoryLogTensorDeallocation) ProtoMessage() {} + +func (x *MemoryLogTensorDeallocation) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_MemoryLogTensorDeallocation proto.InternalMessageInfo +// Deprecated: Use MemoryLogTensorDeallocation.ProtoReflect.Descriptor instead. +func (*MemoryLogTensorDeallocation) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_log_memory_proto_rawDescGZIP(), []int{2} +} -func (m *MemoryLogTensorDeallocation) GetAllocationId() int64 { - if m != nil { - return m.AllocationId +func (x *MemoryLogTensorDeallocation) GetAllocationId() int64 { + if x != nil { + return x.AllocationId } return 0 } -func (m *MemoryLogTensorDeallocation) GetAllocatorName() string { - if m != nil { - return m.AllocatorName +func (x *MemoryLogTensorDeallocation) GetAllocatorName() string { + if x != nil { + return x.AllocatorName } return "" } type MemoryLogTensorOutput struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Process-unique step id. StepId int64 `protobuf:"varint,1,opt,name=step_id,json=stepId,proto3" json:"step_id,omitempty"` // Name of the kernel producing an output as set in GraphDef, e.g., @@ -187,66 +215,74 @@ type MemoryLogTensorOutput struct { // Index of the output being set. Index int32 `protobuf:"varint,3,opt,name=index,proto3" json:"index,omitempty"` // Output tensor details. - Tensor *TensorDescription `protobuf:"bytes,4,opt,name=tensor,proto3" json:"tensor,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Tensor *TensorDescription `protobuf:"bytes,4,opt,name=tensor,proto3" json:"tensor,omitempty"` } -func (m *MemoryLogTensorOutput) Reset() { *m = MemoryLogTensorOutput{} } -func (m *MemoryLogTensorOutput) String() string { return proto.CompactTextString(m) } -func (*MemoryLogTensorOutput) ProtoMessage() {} -func (*MemoryLogTensorOutput) Descriptor() ([]byte, []int) { - return fileDescriptor_4f52e83a3ef81427, []int{3} +func (x *MemoryLogTensorOutput) Reset() { + *x = MemoryLogTensorOutput{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MemoryLogTensorOutput) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MemoryLogTensorOutput.Unmarshal(m, b) -} -func (m *MemoryLogTensorOutput) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MemoryLogTensorOutput.Marshal(b, m, deterministic) -} -func (m *MemoryLogTensorOutput) XXX_Merge(src proto.Message) { - xxx_messageInfo_MemoryLogTensorOutput.Merge(m, src) -} -func (m *MemoryLogTensorOutput) XXX_Size() int { - return xxx_messageInfo_MemoryLogTensorOutput.Size(m) +func (x *MemoryLogTensorOutput) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *MemoryLogTensorOutput) XXX_DiscardUnknown() { - xxx_messageInfo_MemoryLogTensorOutput.DiscardUnknown(m) + +func (*MemoryLogTensorOutput) ProtoMessage() {} + +func (x *MemoryLogTensorOutput) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_MemoryLogTensorOutput proto.InternalMessageInfo +// Deprecated: Use MemoryLogTensorOutput.ProtoReflect.Descriptor instead. +func (*MemoryLogTensorOutput) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_log_memory_proto_rawDescGZIP(), []int{3} +} -func (m *MemoryLogTensorOutput) GetStepId() int64 { - if m != nil { - return m.StepId +func (x *MemoryLogTensorOutput) GetStepId() int64 { + if x != nil { + return x.StepId } return 0 } -func (m *MemoryLogTensorOutput) GetKernelName() string { - if m != nil { - return m.KernelName +func (x *MemoryLogTensorOutput) GetKernelName() string { + if x != nil { + return x.KernelName } return "" } -func (m *MemoryLogTensorOutput) GetIndex() int32 { - if m != nil { - return m.Index +func (x *MemoryLogTensorOutput) GetIndex() int32 { + if x != nil { + return x.Index } return 0 } -func (m *MemoryLogTensorOutput) GetTensor() *TensorDescription { - if m != nil { - return m.Tensor +func (x *MemoryLogTensorOutput) GetTensor() *TensorDescription { + if x != nil { + return x.Tensor } return nil } type MemoryLogRawAllocation struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Process-unique step id. StepId int64 `protobuf:"varint,1,opt,name=step_id,json=stepId,proto3" json:"step_id,omitempty"` // Name of the operation making the allocation. @@ -259,80 +295,88 @@ type MemoryLogRawAllocation struct { // corresponding deallocation. AllocationId int64 `protobuf:"varint,5,opt,name=allocation_id,json=allocationId,proto3" json:"allocation_id,omitempty"` // Name of the allocator used. - AllocatorName string `protobuf:"bytes,6,opt,name=allocator_name,json=allocatorName,proto3" json:"allocator_name,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AllocatorName string `protobuf:"bytes,6,opt,name=allocator_name,json=allocatorName,proto3" json:"allocator_name,omitempty"` } -func (m *MemoryLogRawAllocation) Reset() { *m = MemoryLogRawAllocation{} } -func (m *MemoryLogRawAllocation) String() string { return proto.CompactTextString(m) } -func (*MemoryLogRawAllocation) ProtoMessage() {} -func (*MemoryLogRawAllocation) Descriptor() ([]byte, []int) { - return fileDescriptor_4f52e83a3ef81427, []int{4} +func (x *MemoryLogRawAllocation) Reset() { + *x = MemoryLogRawAllocation{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[4] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MemoryLogRawAllocation) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MemoryLogRawAllocation.Unmarshal(m, b) -} -func (m *MemoryLogRawAllocation) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MemoryLogRawAllocation.Marshal(b, m, deterministic) +func (x *MemoryLogRawAllocation) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *MemoryLogRawAllocation) XXX_Merge(src proto.Message) { - xxx_messageInfo_MemoryLogRawAllocation.Merge(m, src) -} -func (m *MemoryLogRawAllocation) XXX_Size() int { - return xxx_messageInfo_MemoryLogRawAllocation.Size(m) -} -func (m *MemoryLogRawAllocation) XXX_DiscardUnknown() { - xxx_messageInfo_MemoryLogRawAllocation.DiscardUnknown(m) + +func (*MemoryLogRawAllocation) ProtoMessage() {} + +func (x *MemoryLogRawAllocation) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[4] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_MemoryLogRawAllocation proto.InternalMessageInfo +// Deprecated: Use MemoryLogRawAllocation.ProtoReflect.Descriptor instead. +func (*MemoryLogRawAllocation) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_log_memory_proto_rawDescGZIP(), []int{4} +} -func (m *MemoryLogRawAllocation) GetStepId() int64 { - if m != nil { - return m.StepId +func (x *MemoryLogRawAllocation) GetStepId() int64 { + if x != nil { + return x.StepId } return 0 } -func (m *MemoryLogRawAllocation) GetOperation() string { - if m != nil { - return m.Operation +func (x *MemoryLogRawAllocation) GetOperation() string { + if x != nil { + return x.Operation } return "" } -func (m *MemoryLogRawAllocation) GetNumBytes() int64 { - if m != nil { - return m.NumBytes +func (x *MemoryLogRawAllocation) GetNumBytes() int64 { + if x != nil { + return x.NumBytes } return 0 } -func (m *MemoryLogRawAllocation) GetPtr() uint64 { - if m != nil { - return m.Ptr +func (x *MemoryLogRawAllocation) GetPtr() uint64 { + if x != nil { + return x.Ptr } return 0 } -func (m *MemoryLogRawAllocation) GetAllocationId() int64 { - if m != nil { - return m.AllocationId +func (x *MemoryLogRawAllocation) GetAllocationId() int64 { + if x != nil { + return x.AllocationId } return 0 } -func (m *MemoryLogRawAllocation) GetAllocatorName() string { - if m != nil { - return m.AllocatorName +func (x *MemoryLogRawAllocation) GetAllocatorName() string { + if x != nil { + return x.AllocatorName } return "" } type MemoryLogRawDeallocation struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Process-unique step id. StepId int64 `protobuf:"varint,1,opt,name=step_id,json=stepId,proto3" json:"step_id,omitempty"` // Name of the operation making the deallocation. @@ -344,113 +388,278 @@ type MemoryLogRawDeallocation struct { AllocatorName string `protobuf:"bytes,4,opt,name=allocator_name,json=allocatorName,proto3" json:"allocator_name,omitempty"` // True if the deallocation is queued and will be performed later, // e.g. for GPU lazy freeing of buffers. - Deferred bool `protobuf:"varint,5,opt,name=deferred,proto3" json:"deferred,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Deferred bool `protobuf:"varint,5,opt,name=deferred,proto3" json:"deferred,omitempty"` } -func (m *MemoryLogRawDeallocation) Reset() { *m = MemoryLogRawDeallocation{} } -func (m *MemoryLogRawDeallocation) String() string { return proto.CompactTextString(m) } -func (*MemoryLogRawDeallocation) ProtoMessage() {} -func (*MemoryLogRawDeallocation) Descriptor() ([]byte, []int) { - return fileDescriptor_4f52e83a3ef81427, []int{5} +func (x *MemoryLogRawDeallocation) Reset() { + *x = MemoryLogRawDeallocation{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[5] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MemoryLogRawDeallocation) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MemoryLogRawDeallocation.Unmarshal(m, b) -} -func (m *MemoryLogRawDeallocation) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MemoryLogRawDeallocation.Marshal(b, m, deterministic) -} -func (m *MemoryLogRawDeallocation) XXX_Merge(src proto.Message) { - xxx_messageInfo_MemoryLogRawDeallocation.Merge(m, src) -} -func (m *MemoryLogRawDeallocation) XXX_Size() int { - return xxx_messageInfo_MemoryLogRawDeallocation.Size(m) +func (x *MemoryLogRawDeallocation) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *MemoryLogRawDeallocation) XXX_DiscardUnknown() { - xxx_messageInfo_MemoryLogRawDeallocation.DiscardUnknown(m) + +func (*MemoryLogRawDeallocation) ProtoMessage() {} + +func (x *MemoryLogRawDeallocation) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_log_memory_proto_msgTypes[5] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_MemoryLogRawDeallocation proto.InternalMessageInfo +// Deprecated: Use MemoryLogRawDeallocation.ProtoReflect.Descriptor instead. +func (*MemoryLogRawDeallocation) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_log_memory_proto_rawDescGZIP(), []int{5} +} -func (m *MemoryLogRawDeallocation) GetStepId() int64 { - if m != nil { - return m.StepId +func (x *MemoryLogRawDeallocation) GetStepId() int64 { + if x != nil { + return x.StepId } return 0 } -func (m *MemoryLogRawDeallocation) GetOperation() string { - if m != nil { - return m.Operation +func (x *MemoryLogRawDeallocation) GetOperation() string { + if x != nil { + return x.Operation } return "" } -func (m *MemoryLogRawDeallocation) GetAllocationId() int64 { - if m != nil { - return m.AllocationId +func (x *MemoryLogRawDeallocation) GetAllocationId() int64 { + if x != nil { + return x.AllocationId } return 0 } -func (m *MemoryLogRawDeallocation) GetAllocatorName() string { - if m != nil { - return m.AllocatorName +func (x *MemoryLogRawDeallocation) GetAllocatorName() string { + if x != nil { + return x.AllocatorName } return "" } -func (m *MemoryLogRawDeallocation) GetDeferred() bool { - if m != nil { - return m.Deferred +func (x *MemoryLogRawDeallocation) GetDeferred() bool { + if x != nil { + return x.Deferred } return false } -func init() { - proto.RegisterType((*MemoryLogStep)(nil), "tensorflow.MemoryLogStep") - 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file_tensorflow_core_framework_log_memory_proto_goTypes = []interface{}{ + (*MemoryLogStep)(nil), // 0: tensorflow.MemoryLogStep + (*MemoryLogTensorAllocation)(nil), // 1: tensorflow.MemoryLogTensorAllocation + (*MemoryLogTensorDeallocation)(nil), // 2: tensorflow.MemoryLogTensorDeallocation + (*MemoryLogTensorOutput)(nil), // 3: tensorflow.MemoryLogTensorOutput + (*MemoryLogRawAllocation)(nil), // 4: tensorflow.MemoryLogRawAllocation + (*MemoryLogRawDeallocation)(nil), // 5: tensorflow.MemoryLogRawDeallocation + (*TensorDescription)(nil), // 6: tensorflow.TensorDescription +} +var file_tensorflow_core_framework_log_memory_proto_depIdxs = []int32{ + 6, // 0: tensorflow.MemoryLogTensorAllocation.tensor:type_name -> tensorflow.TensorDescription + 6, // 1: tensorflow.MemoryLogTensorOutput.tensor:type_name -> tensorflow.TensorDescription + 2, // [2:2] is the sub-list for method output_type + 2, // [2:2] is the sub-list for method input_type + 2, // [2:2] is the sub-list for extension type_name + 2, // [2:2] is the sub-list for extension extendee + 0, // [0:2] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_log_memory_proto_init() } +func file_tensorflow_core_framework_log_memory_proto_init() { + if File_tensorflow_core_framework_log_memory_proto != nil { + return + } + file_tensorflow_core_framework_tensor_description_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_log_memory_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MemoryLogStep); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_log_memory_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MemoryLogTensorAllocation); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_log_memory_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MemoryLogTensorDeallocation); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_log_memory_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MemoryLogTensorOutput); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_log_memory_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MemoryLogRawAllocation); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_log_memory_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MemoryLogRawDeallocation); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_log_memory_proto_rawDesc, + NumEnums: 0, + NumMessages: 6, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_log_memory_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_log_memory_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_log_memory_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_log_memory_proto = out.File + file_tensorflow_core_framework_log_memory_proto_rawDesc = nil + file_tensorflow_core_framework_log_memory_proto_goTypes = nil + file_tensorflow_core_framework_log_memory_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/node_def.pb.go b/tools/tf2openapi/generated/framework/node_def.pb.go index f1b3cb9809..371e09967b 100644 --- a/tools/tf2openapi/generated/framework/node_def.pb.go +++ b/tools/tf2openapi/generated/framework/node_def.pb.go @@ -1,26 +1,30 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/node_def.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type NodeDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The name given to this operator. Used for naming inputs, // logging, visualization, etc. Unique within a single GraphDef. // Must match the regexp "[A-Za-z0-9.][A-Za-z0-9_./]*". @@ -42,9 +46,10 @@ type NodeDef struct { // // PARTIAL_SPEC ::= ("/" CONSTRAINT) * // CONSTRAINT ::= ("job:" JOB_NAME) - // | ("replica:" [1-9][0-9]*) - // | ("task:" [1-9][0-9]*) - // | ("device:" [A-Za-z]* ":" ([1-9][0-9]* | "*") ) + // + // | ("replica:" [1-9][0-9]*) + // | ("task:" [1-9][0-9]*) + // | ("device:" [A-Za-z]* ":" ([1-9][0-9]* | "*") ) // // Valid values for this string include: // * "/job:worker/replica:0/task:1/device:GPU:3" (full specification) @@ -70,79 +75,87 @@ type NodeDef struct { Attr map[string]*AttrValue `protobuf:"bytes,5,rep,name=attr,proto3" json:"attr,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` // This stores debug information associated with the node. ExperimentalDebugInfo *NodeDef_ExperimentalDebugInfo `protobuf:"bytes,6,opt,name=experimental_debug_info,json=experimentalDebugInfo,proto3" json:"experimental_debug_info,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` } -func (m *NodeDef) Reset() { *m = NodeDef{} } -func (m *NodeDef) String() string { return proto.CompactTextString(m) } -func (*NodeDef) ProtoMessage() {} -func (*NodeDef) Descriptor() ([]byte, []int) { - return fileDescriptor_b34b3b836a96140b, []int{0} +func (x *NodeDef) Reset() { + *x = NodeDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_node_def_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *NodeDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_NodeDef.Unmarshal(m, b) -} -func (m *NodeDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_NodeDef.Marshal(b, m, deterministic) -} -func (m *NodeDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_NodeDef.Merge(m, src) -} -func (m *NodeDef) XXX_Size() int { - return xxx_messageInfo_NodeDef.Size(m) +func (x *NodeDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *NodeDef) XXX_DiscardUnknown() { - xxx_messageInfo_NodeDef.DiscardUnknown(m) + +func (*NodeDef) ProtoMessage() {} + +func (x *NodeDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_node_def_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_NodeDef proto.InternalMessageInfo +// Deprecated: Use NodeDef.ProtoReflect.Descriptor instead. +func (*NodeDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_node_def_proto_rawDescGZIP(), []int{0} +} -func (m *NodeDef) GetName() string { - if m != nil { - return m.Name +func (x *NodeDef) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *NodeDef) GetOp() string { - if m != nil { - return m.Op +func (x *NodeDef) GetOp() string { + if x != nil { + return x.Op } return "" } -func (m *NodeDef) GetInput() []string { - if m != nil { - return m.Input +func (x *NodeDef) GetInput() []string { + if x != nil { + return x.Input } return nil } -func (m *NodeDef) GetDevice() string { - if m != nil { - return m.Device +func (x *NodeDef) GetDevice() string { + if x != nil { + return x.Device } return "" } -func (m *NodeDef) GetAttr() map[string]*AttrValue { - if m != nil { - return m.Attr +func (x *NodeDef) GetAttr() map[string]*AttrValue { + if x != nil { + return x.Attr } return nil } -func (m *NodeDef) GetExperimentalDebugInfo() *NodeDef_ExperimentalDebugInfo { - if m != nil { - return m.ExperimentalDebugInfo +func (x *NodeDef) GetExperimentalDebugInfo() *NodeDef_ExperimentalDebugInfo { + if x != nil { + return x.ExperimentalDebugInfo } return nil } type NodeDef_ExperimentalDebugInfo struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Opaque string inserted into error messages created by the runtime. // // This is intended to store the list of names of the nodes from the @@ -150,77 +163,170 @@ type NodeDef_ExperimentalDebugInfo struct { // C, was result of a fusion of 2 nodes A and B, then 'original_node' would // be {A, B}. This information can be used to map errors originating at the // current node to some top level source code. - OriginalNodeNames []string `protobuf:"bytes,1,rep,name=original_node_names,json=originalNodeNames,proto3" json:"original_node_names,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + OriginalNodeNames []string `protobuf:"bytes,1,rep,name=original_node_names,json=originalNodeNames,proto3" json:"original_node_names,omitempty"` } -func (m *NodeDef_ExperimentalDebugInfo) Reset() { *m = NodeDef_ExperimentalDebugInfo{} } -func (m *NodeDef_ExperimentalDebugInfo) String() string { return proto.CompactTextString(m) } -func (*NodeDef_ExperimentalDebugInfo) ProtoMessage() {} -func (*NodeDef_ExperimentalDebugInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_b34b3b836a96140b, []int{0, 1} +func (x *NodeDef_ExperimentalDebugInfo) Reset() { + *x = NodeDef_ExperimentalDebugInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_node_def_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *NodeDef_ExperimentalDebugInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_NodeDef_ExperimentalDebugInfo.Unmarshal(m, b) +func (x *NodeDef_ExperimentalDebugInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *NodeDef_ExperimentalDebugInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_NodeDef_ExperimentalDebugInfo.Marshal(b, m, deterministic) + +func (*NodeDef_ExperimentalDebugInfo) ProtoMessage() {} + +func (x *NodeDef_ExperimentalDebugInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_node_def_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -func (m *NodeDef_ExperimentalDebugInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_NodeDef_ExperimentalDebugInfo.Merge(m, src) + +// Deprecated: Use NodeDef_ExperimentalDebugInfo.ProtoReflect.Descriptor instead. +func (*NodeDef_ExperimentalDebugInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_node_def_proto_rawDescGZIP(), []int{0, 1} } -func (m *NodeDef_ExperimentalDebugInfo) XXX_Size() int { - 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if m != nil { - return m.OriginalNodeNames - } - return nil +func file_tensorflow_core_framework_node_def_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_node_def_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_node_def_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_node_def_proto_rawDescData) + }) + return file_tensorflow_core_framework_node_def_proto_rawDescData +} + +var file_tensorflow_core_framework_node_def_proto_msgTypes = make([]protoimpl.MessageInfo, 3) +var file_tensorflow_core_framework_node_def_proto_goTypes = []interface{}{ + (*NodeDef)(nil), // 0: tensorflow.NodeDef + nil, // 1: tensorflow.NodeDef.AttrEntry + (*NodeDef_ExperimentalDebugInfo)(nil), // 2: tensorflow.NodeDef.ExperimentalDebugInfo + (*AttrValue)(nil), // 3: tensorflow.AttrValue +} +var file_tensorflow_core_framework_node_def_proto_depIdxs = []int32{ + 1, // 0: tensorflow.NodeDef.attr:type_name -> tensorflow.NodeDef.AttrEntry + 2, // 1: tensorflow.NodeDef.experimental_debug_info:type_name -> tensorflow.NodeDef.ExperimentalDebugInfo + 3, // 2: tensorflow.NodeDef.AttrEntry.value:type_name -> tensorflow.AttrValue + 3, // [3:3] is the sub-list for method output_type + 3, // [3:3] is the sub-list for method input_type + 3, // [3:3] is the sub-list for extension type_name + 3, // [3:3] is the sub-list for extension extendee + 0, // [0:3] is the sub-list for field type_name } -func init() { - proto.RegisterType((*NodeDef)(nil), "tensorflow.NodeDef") - proto.RegisterMapType((map[string]*AttrValue)(nil), "tensorflow.NodeDef.AttrEntry") - proto.RegisterType((*NodeDef_ExperimentalDebugInfo)(nil), "tensorflow.NodeDef.ExperimentalDebugInfo") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/node_def.proto", fileDescriptor_b34b3b836a96140b) -} - -var fileDescriptor_b34b3b836a96140b = []byte{ - // 361 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x74, 0x52, 0x4d, 0x6b, 0xdb, 0x40, - 0x14, 0x64, 0x25, 0xdb, 0x45, 0x6b, 0x28, 0xed, 0xb6, 0x6e, 0x17, 0x43, 0x41, 0xf4, 0xa4, 0xb6, - 0x20, 0x51, 0xf7, 0x52, 0x0a, 0x3d, 0xc4, 0xd8, 0x84, 0x5c, 0x8c, 0xd1, 0x21, 0x87, 0x5c, 0x84, - 0x6c, 0x3d, 0x29, 0x8b, 0xa5, 0x7d, 0x62, 0xbd, 0xb2, 0xe3, 0xbf, 0x90, 0x5f, 0x9c, 0x63, 0xd8, - 0xb5, 0x63, 0x8b, 0xa0, 0xdc, 0xde, 0xc7, 0x8c, 0x46, 0x6f, 0x66, 0x69, 0xa0, 0x41, 0x6e, 0x51, - 0xe5, 0x25, 0xee, 0xa3, 0x35, 0x2a, 0x88, 0x72, 0x95, 0x56, 0xb0, 0x47, 0xb5, 0x89, 0x24, 0x66, - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/op_def.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Defines an operation. A NodeDef in a GraphDef specifies an Op by // using the "op" field which should match the name of a OpDef. // LINT.IfChange type OpDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Op names starting with an underscore are reserved for internal use. // Names should be CamelCase and match the regexp "[A-Z][a-zA-Z0-9_]*". Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` @@ -48,7 +52,7 @@ type OpDef struct { // that aggregate locally within each device (and possibly within // groups of nearby devices) before communicating. // TODO(josh11b): Implement that optimization. - IsAggregate bool `protobuf:"varint,16,opt,name=is_aggregate,json=isAggregate,proto3" json:"is_aggregate,omitempty"` + IsAggregate bool `protobuf:"varint,16,opt,name=is_aggregate,json=isAggregate,proto3" json:"is_aggregate,omitempty"` // for things like add // Ops are marked as stateful if their behavior depends on some state beyond // their input tensors (e.g. variable reading op) or if they have // a side-effect (e.g. printing or asserting ops). Equivalently, stateless ops @@ -60,220 +64,340 @@ type OpDef struct { // be moved (e.g. via some sort of save / restore). // Stateful ops are guaranteed to never be optimized away by Common // Subexpression Elimination (CSE). - IsStateful bool `protobuf:"varint,17,opt,name=is_stateful,json=isStateful,proto3" json:"is_stateful,omitempty"` + IsStateful bool `protobuf:"varint,17,opt,name=is_stateful,json=isStateful,proto3" json:"is_stateful,omitempty"` // for things like variables, queue // By default, all inputs to an Op must be initialized Tensors. Ops // that may initialize tensors for the first time should set this // field to true, to allow the Op to take an uninitialized Tensor as // input. - AllowsUninitializedInput bool `protobuf:"varint,19,opt,name=allows_uninitialized_input,json=allowsUninitializedInput,proto3" json:"allows_uninitialized_input,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AllowsUninitializedInput bool `protobuf:"varint,19,opt,name=allows_uninitialized_input,json=allowsUninitializedInput,proto3" json:"allows_uninitialized_input,omitempty"` // for Assign, etc. } -func (m *OpDef) Reset() { *m = OpDef{} } -func (m *OpDef) String() string { return proto.CompactTextString(m) } -func (*OpDef) ProtoMessage() {} -func (*OpDef) Descriptor() ([]byte, []int) { - return fileDescriptor_0a0e27face061c12, []int{0} +func (x *OpDef) Reset() { + *x = OpDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *OpDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_OpDef.Unmarshal(m, b) -} -func (m *OpDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_OpDef.Marshal(b, m, deterministic) -} -func (m *OpDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_OpDef.Merge(m, src) -} -func (m *OpDef) XXX_Size() int { - return xxx_messageInfo_OpDef.Size(m) +func (x *OpDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *OpDef) XXX_DiscardUnknown() { - xxx_messageInfo_OpDef.DiscardUnknown(m) + +func (*OpDef) ProtoMessage() {} + +func (x *OpDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_OpDef proto.InternalMessageInfo +// Deprecated: Use OpDef.ProtoReflect.Descriptor instead. +func (*OpDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_op_def_proto_rawDescGZIP(), []int{0} +} -func (m *OpDef) GetName() string { - if m != nil { - return m.Name +func (x *OpDef) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *OpDef) GetInputArg() []*OpDef_ArgDef { - if m != nil { - return m.InputArg +func (x *OpDef) GetInputArg() []*OpDef_ArgDef { + if x != nil { + return x.InputArg } return nil } -func (m *OpDef) GetOutputArg() []*OpDef_ArgDef { - if m != nil { - return m.OutputArg +func (x *OpDef) GetOutputArg() []*OpDef_ArgDef { + if x != nil { + return x.OutputArg } return nil } -func (m *OpDef) GetAttr() []*OpDef_AttrDef { - if m != nil { - return m.Attr +func (x *OpDef) GetAttr() []*OpDef_AttrDef { + if x != nil { + return x.Attr } return nil } -func (m *OpDef) GetDeprecation() *OpDeprecation { - if m != nil { - return m.Deprecation +func (x *OpDef) GetDeprecation() *OpDeprecation { + if x != nil { + return x.Deprecation } return nil } -func (m *OpDef) GetSummary() string { - if m != nil { - return m.Summary +func (x *OpDef) GetSummary() string { + if x != nil { + return x.Summary } return "" } -func (m *OpDef) GetDescription() string { - if m != nil { - return m.Description +func (x *OpDef) GetDescription() string { + if x != nil { + return x.Description } return "" } -func (m *OpDef) GetIsCommutative() bool { - if m != nil { - return m.IsCommutative +func (x *OpDef) GetIsCommutative() bool { + if x != nil { + return x.IsCommutative } return false } -func (m *OpDef) GetIsAggregate() bool { - if m != nil { - return m.IsAggregate +func (x *OpDef) GetIsAggregate() bool { + if x != nil { + return x.IsAggregate } return false } -func (m *OpDef) GetIsStateful() bool { - if m != nil { - return m.IsStateful +func (x *OpDef) GetIsStateful() bool { + if x != nil { + return x.IsStateful } return false } -func (m *OpDef) GetAllowsUninitializedInput() bool { - if m != nil { - return m.AllowsUninitializedInput +func (x *OpDef) GetAllowsUninitializedInput() bool { + if x != nil { + return x.AllowsUninitializedInput } return false } +// Information about version-dependent deprecation of an op +type OpDeprecation struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + // First GraphDef version at which the op is disallowed. + Version int32 `protobuf:"varint,1,opt,name=version,proto3" json:"version,omitempty"` + // Explanation of why it was deprecated and what to use instead. + Explanation string `protobuf:"bytes,2,opt,name=explanation,proto3" json:"explanation,omitempty"` +} + +func (x *OpDeprecation) Reset() { + *x = OpDeprecation{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } +} + +func (x *OpDeprecation) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*OpDeprecation) ProtoMessage() {} + +func (x *OpDeprecation) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) +} + +// Deprecated: Use OpDeprecation.ProtoReflect.Descriptor instead. +func (*OpDeprecation) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_op_def_proto_rawDescGZIP(), []int{1} +} + +func (x *OpDeprecation) GetVersion() int32 { + if x != nil { + return x.Version + } + return 0 +} + +func (x *OpDeprecation) GetExplanation() string { + if x != nil { + return x.Explanation + } + return "" +} + +// A collection of OpDefs +type OpList struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Op []*OpDef `protobuf:"bytes,1,rep,name=op,proto3" json:"op,omitempty"` +} + +func (x *OpList) Reset() { + *x = OpList{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } +} + +func (x *OpList) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*OpList) ProtoMessage() {} + +func (x *OpList) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) +} + +// Deprecated: Use OpList.ProtoReflect.Descriptor instead. +func (*OpList) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_op_def_proto_rawDescGZIP(), []int{2} +} + +func (x *OpList) GetOp() []*OpDef { + if x != nil { + return x.Op + } + return nil +} + // For describing inputs and outputs. type OpDef_ArgDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Name for the input/output. Should match the regexp "[a-z][a-z0-9_]*". Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` // Human readable description. Description string `protobuf:"bytes,2,opt,name=description,proto3" json:"description,omitempty"` // Describes the type of one or more tensors that are accepted/produced // by this input/output arg. The only legal combinations are: - // * For a single tensor: either the "type" field is set or the - // "type_attr" field is set to the name of an attr with type "type". - // * For a sequence of tensors with the same type: the "number_attr" - // field will be set to the name of an attr with type "int", and - // either the "type" or "type_attr" field will be set as for - // single tensors. - // * For a sequence of tensors, the "type_list_attr" field will be set - // to the name of an attr with type "list(type)". + // - For a single tensor: either the "type" field is set or the + // "type_attr" field is set to the name of an attr with type "type". + // - For a sequence of tensors with the same type: the "number_attr" + // field will be set to the name of an attr with type "int", and + // either the "type" or "type_attr" field will be set as for + // single tensors. + // - For a sequence of tensors, the "type_list_attr" field will be set + // to the name of an attr with type "list(type)". Type DataType `protobuf:"varint,3,opt,name=type,proto3,enum=tensorflow.DataType" json:"type,omitempty"` - TypeAttr string `protobuf:"bytes,4,opt,name=type_attr,json=typeAttr,proto3" json:"type_attr,omitempty"` - NumberAttr string `protobuf:"bytes,5,opt,name=number_attr,json=numberAttr,proto3" json:"number_attr,omitempty"` + TypeAttr string `protobuf:"bytes,4,opt,name=type_attr,json=typeAttr,proto3" json:"type_attr,omitempty"` // if specified, attr must have type "type" + NumberAttr string `protobuf:"bytes,5,opt,name=number_attr,json=numberAttr,proto3" json:"number_attr,omitempty"` // if specified, attr must have type "int" // If specified, attr must have type "list(type)", and none of // type, type_attr, and number_attr may be specified. TypeListAttr string `protobuf:"bytes,6,opt,name=type_list_attr,json=typeListAttr,proto3" json:"type_list_attr,omitempty"` // For inputs: if true, the inputs are required to be refs. - // By default, inputs can be either refs or non-refs. + // + // By default, inputs can be either refs or non-refs. + // // For outputs: if true, outputs are refs, otherwise they are not. - IsRef bool `protobuf:"varint,16,opt,name=is_ref,json=isRef,proto3" json:"is_ref,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + IsRef bool `protobuf:"varint,16,opt,name=is_ref,json=isRef,proto3" json:"is_ref,omitempty"` } -func (m *OpDef_ArgDef) Reset() { *m = OpDef_ArgDef{} } -func (m *OpDef_ArgDef) String() string { return proto.CompactTextString(m) } -func (*OpDef_ArgDef) ProtoMessage() {} -func (*OpDef_ArgDef) Descriptor() ([]byte, []int) { - return fileDescriptor_0a0e27face061c12, []int{0, 0} +func (x *OpDef_ArgDef) Reset() { + *x = OpDef_ArgDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *OpDef_ArgDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_OpDef_ArgDef.Unmarshal(m, b) -} -func (m *OpDef_ArgDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_OpDef_ArgDef.Marshal(b, m, deterministic) +func (x *OpDef_ArgDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *OpDef_ArgDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_OpDef_ArgDef.Merge(m, src) -} -func (m *OpDef_ArgDef) XXX_Size() int { - return xxx_messageInfo_OpDef_ArgDef.Size(m) -} -func (m *OpDef_ArgDef) XXX_DiscardUnknown() { - xxx_messageInfo_OpDef_ArgDef.DiscardUnknown(m) + +func (*OpDef_ArgDef) ProtoMessage() {} + +func (x *OpDef_ArgDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_OpDef_ArgDef proto.InternalMessageInfo +// Deprecated: Use OpDef_ArgDef.ProtoReflect.Descriptor instead. +func (*OpDef_ArgDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_op_def_proto_rawDescGZIP(), []int{0, 0} +} -func (m *OpDef_ArgDef) GetName() string { - if m != nil { - return m.Name +func (x *OpDef_ArgDef) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *OpDef_ArgDef) GetDescription() string { - if m != nil { - return m.Description +func (x *OpDef_ArgDef) GetDescription() string { + if x != nil { + return x.Description } return "" } -func (m *OpDef_ArgDef) GetType() DataType { - if m != nil { - return m.Type +func (x *OpDef_ArgDef) GetType() DataType { + if x != nil { + return x.Type } return DataType_DT_INVALID } -func (m *OpDef_ArgDef) GetTypeAttr() string { - if m != nil { - return m.TypeAttr +func (x *OpDef_ArgDef) GetTypeAttr() string { + if x != nil { + return x.TypeAttr } return "" } -func (m *OpDef_ArgDef) GetNumberAttr() string { - if m != nil { - return m.NumberAttr +func (x *OpDef_ArgDef) GetNumberAttr() string { + if x != nil { + return x.NumberAttr } return "" } -func (m *OpDef_ArgDef) GetTypeListAttr() string { - if m != nil { - return m.TypeListAttr +func (x *OpDef_ArgDef) GetTypeListAttr() string { + if x != nil { + return x.TypeListAttr } return "" } -func (m *OpDef_ArgDef) GetIsRef() bool { - if m != nil { - return m.IsRef +func (x *OpDef_ArgDef) GetIsRef() bool { + if x != nil { + return x.IsRef } return false } @@ -282,6 +406,10 @@ func (m *OpDef_ArgDef) GetIsRef() bool { // Op. That is to say, this describes the attr fields that will // be specified in the NodeDef. type OpDef_AttrDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // A descriptive name for the argument. May be used, e.g. by the // Python client, as a keyword argument name, and so should match // the regexp "[a-z][a-z0-9_]+". @@ -304,229 +432,303 @@ type OpDef_AttrDef struct { // of "allowed_values.list" has the set of allowed DataTypes. // If type == "string" or "list(string)", then the "s" field of // "allowed_values.list" has the set of allowed strings. - AllowedValues *AttrValue `protobuf:"bytes,7,opt,name=allowed_values,json=allowedValues,proto3" json:"allowed_values,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AllowedValues *AttrValue `protobuf:"bytes,7,opt,name=allowed_values,json=allowedValues,proto3" json:"allowed_values,omitempty"` } -func (m *OpDef_AttrDef) Reset() { *m = OpDef_AttrDef{} } -func (m *OpDef_AttrDef) String() string { return proto.CompactTextString(m) } -func (*OpDef_AttrDef) ProtoMessage() {} -func (*OpDef_AttrDef) Descriptor() ([]byte, []int) { - return fileDescriptor_0a0e27face061c12, []int{0, 1} +func (x *OpDef_AttrDef) Reset() { + *x = OpDef_AttrDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[4] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *OpDef_AttrDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_OpDef_AttrDef.Unmarshal(m, b) -} -func (m *OpDef_AttrDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_OpDef_AttrDef.Marshal(b, m, deterministic) -} -func (m *OpDef_AttrDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_OpDef_AttrDef.Merge(m, src) +func (x *OpDef_AttrDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *OpDef_AttrDef) XXX_Size() int { - return xxx_messageInfo_OpDef_AttrDef.Size(m) -} -func (m *OpDef_AttrDef) XXX_DiscardUnknown() { - xxx_messageInfo_OpDef_AttrDef.DiscardUnknown(m) + +func (*OpDef_AttrDef) ProtoMessage() {} + +func (x *OpDef_AttrDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_op_def_proto_msgTypes[4] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_OpDef_AttrDef proto.InternalMessageInfo +// Deprecated: Use OpDef_AttrDef.ProtoReflect.Descriptor instead. +func (*OpDef_AttrDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_op_def_proto_rawDescGZIP(), []int{0, 1} +} -func (m *OpDef_AttrDef) GetName() string { - if m != nil { - return m.Name +func (x *OpDef_AttrDef) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *OpDef_AttrDef) GetType() string { - if m != nil { - return m.Type +func (x *OpDef_AttrDef) GetType() string { + if x != nil { + return x.Type } return "" } -func (m *OpDef_AttrDef) GetDefaultValue() *AttrValue { - if m != nil { - return m.DefaultValue +func (x *OpDef_AttrDef) GetDefaultValue() *AttrValue { + if x != nil { + return x.DefaultValue } return nil } -func (m *OpDef_AttrDef) GetDescription() string { - if m != nil { - return m.Description +func (x *OpDef_AttrDef) GetDescription() string { + if x != nil { + return x.Description } return "" } -func (m *OpDef_AttrDef) GetHasMinimum() bool { - if m != nil { - return m.HasMinimum +func (x *OpDef_AttrDef) GetHasMinimum() bool { + if x != nil { + return x.HasMinimum } return false } -func (m *OpDef_AttrDef) GetMinimum() int64 { - if m != nil { - return m.Minimum +func (x *OpDef_AttrDef) GetMinimum() int64 { + if x != nil { + return x.Minimum } return 0 } -func (m *OpDef_AttrDef) GetAllowedValues() *AttrValue { - if m != nil { - return m.AllowedValues +func (x *OpDef_AttrDef) GetAllowedValues() *AttrValue { + if x != nil { + return x.AllowedValues } return nil } -// Information about version-dependent deprecation of an op -type OpDeprecation struct { - // First GraphDef version at which the op is disallowed. - Version int32 `protobuf:"varint,1,opt,name=version,proto3" json:"version,omitempty"` - // Explanation of why it was deprecated and what to use instead. - Explanation string `protobuf:"bytes,2,opt,name=explanation,proto3" json:"explanation,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *OpDeprecation) Reset() { *m = OpDeprecation{} } -func (m *OpDeprecation) String() string { return proto.CompactTextString(m) } -func (*OpDeprecation) ProtoMessage() {} -func (*OpDeprecation) Descriptor() ([]byte, []int) { - return fileDescriptor_0a0e27face061c12, []int{1} -} - -func (m *OpDeprecation) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_OpDeprecation.Unmarshal(m, b) -} -func (m *OpDeprecation) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_OpDeprecation.Marshal(b, m, deterministic) -} -func (m 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*OpDeprecation) GetVersion() int32 { - if m != nil { - return m.Version +func file_tensorflow_core_framework_op_def_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_op_def_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_op_def_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_op_def_proto_rawDescData) + }) + return file_tensorflow_core_framework_op_def_proto_rawDescData +} + +var file_tensorflow_core_framework_op_def_proto_msgTypes = make([]protoimpl.MessageInfo, 5) +var file_tensorflow_core_framework_op_def_proto_goTypes = []interface{}{ + (*OpDef)(nil), // 0: tensorflow.OpDef + (*OpDeprecation)(nil), // 1: tensorflow.OpDeprecation + (*OpList)(nil), // 2: tensorflow.OpList + (*OpDef_ArgDef)(nil), // 3: tensorflow.OpDef.ArgDef + (*OpDef_AttrDef)(nil), // 4: tensorflow.OpDef.AttrDef + (DataType)(0), // 5: tensorflow.DataType + (*AttrValue)(nil), // 6: tensorflow.AttrValue +} +var file_tensorflow_core_framework_op_def_proto_depIdxs = []int32{ + 3, // 0: tensorflow.OpDef.input_arg:type_name -> tensorflow.OpDef.ArgDef + 3, // 1: tensorflow.OpDef.output_arg:type_name -> tensorflow.OpDef.ArgDef + 4, // 2: tensorflow.OpDef.attr:type_name -> tensorflow.OpDef.AttrDef + 1, // 3: tensorflow.OpDef.deprecation:type_name -> tensorflow.OpDeprecation + 0, // 4: tensorflow.OpList.op:type_name -> tensorflow.OpDef + 5, // 5: tensorflow.OpDef.ArgDef.type:type_name -> tensorflow.DataType + 6, // 6: tensorflow.OpDef.AttrDef.default_value:type_name -> tensorflow.AttrValue + 6, // 7: tensorflow.OpDef.AttrDef.allowed_values:type_name -> tensorflow.AttrValue + 8, // [8:8] is the sub-list for method output_type + 8, // [8:8] is the sub-list for method input_type + 8, // [8:8] is the sub-list for extension type_name + 8, // [8:8] is the sub-list for extension extendee + 0, // [0:8] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_op_def_proto_init() } +func file_tensorflow_core_framework_op_def_proto_init() { + if File_tensorflow_core_framework_op_def_proto != nil { + return } - return 0 -} - -func (m *OpDeprecation) GetExplanation() string { - if m != nil { - return m.Explanation + file_tensorflow_core_framework_attr_value_proto_init() + file_tensorflow_core_framework_types_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_op_def_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*OpDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_op_def_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*OpDeprecation); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_op_def_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*OpList); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_op_def_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*OpDef_ArgDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_op_def_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*OpDef_AttrDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } } - return "" -} - -// A collection of OpDefs -type OpList struct { - Op []*OpDef `protobuf:"bytes,1,rep,name=op,proto3" json:"op,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *OpList) Reset() { *m = OpList{} } -func (m *OpList) String() string { return proto.CompactTextString(m) } -func (*OpList) ProtoMessage() {} -func (*OpList) Descriptor() ([]byte, []int) { - return fileDescriptor_0a0e27face061c12, []int{2} -} - -func (m *OpList) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_OpList.Unmarshal(m, b) -} -func (m *OpList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_OpList.Marshal(b, m, deterministic) -} -func (m *OpList) XXX_Merge(src proto.Message) { - xxx_messageInfo_OpList.Merge(m, src) -} -func (m *OpList) XXX_Size() int { - return xxx_messageInfo_OpList.Size(m) -} -func (m *OpList) XXX_DiscardUnknown() { - xxx_messageInfo_OpList.DiscardUnknown(m) -} - -var xxx_messageInfo_OpList proto.InternalMessageInfo - -func (m *OpList) GetOp() []*OpDef { - if m != nil { - return m.Op - } - return nil -} - -func init() { - proto.RegisterType((*OpDef)(nil), "tensorflow.OpDef") - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/remote_fused_graph_execute_info.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Protocol buffer representing a handle to a tensorflow resource. Handles are // not valid across executions, but can be serialized back and forth from within // a single run. type RemoteFusedGraphExecuteInfo struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Definition of remote graph RemoteGraph *GraphDef `protobuf:"bytes,1,opt,name=remote_graph,json=remoteGraph,proto3" json:"remote_graph,omitempty"` // Remote fused graph input node name @@ -42,174 +46,297 @@ type RemoteFusedGraphExecuteInfo struct { // TODO(satok): Remote output tensor shape once shape information is stored // in NodeDef DefaultGraphOutputTensorShape []*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto `protobuf:"bytes,7,rep,name=default_graph_output_tensor_shape,json=defaultGraphOutputTensorShape,proto3" json:"default_graph_output_tensor_shape,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` } -func (m *RemoteFusedGraphExecuteInfo) Reset() { *m = RemoteFusedGraphExecuteInfo{} } -func (m *RemoteFusedGraphExecuteInfo) String() string { return proto.CompactTextString(m) } -func (*RemoteFusedGraphExecuteInfo) ProtoMessage() {} -func (*RemoteFusedGraphExecuteInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_c15f13da5b37f691, []int{0} +func (x *RemoteFusedGraphExecuteInfo) Reset() { + *x = RemoteFusedGraphExecuteInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *RemoteFusedGraphExecuteInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_RemoteFusedGraphExecuteInfo.Unmarshal(m, b) +func (x *RemoteFusedGraphExecuteInfo) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *RemoteFusedGraphExecuteInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_RemoteFusedGraphExecuteInfo.Marshal(b, m, deterministic) -} -func (m *RemoteFusedGraphExecuteInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_RemoteFusedGraphExecuteInfo.Merge(m, src) -} -func (m *RemoteFusedGraphExecuteInfo) XXX_Size() int { - return xxx_messageInfo_RemoteFusedGraphExecuteInfo.Size(m) -} -func (m *RemoteFusedGraphExecuteInfo) XXX_DiscardUnknown() { - xxx_messageInfo_RemoteFusedGraphExecuteInfo.DiscardUnknown(m) + +func (*RemoteFusedGraphExecuteInfo) ProtoMessage() {} + +func (x *RemoteFusedGraphExecuteInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_RemoteFusedGraphExecuteInfo proto.InternalMessageInfo +// Deprecated: Use RemoteFusedGraphExecuteInfo.ProtoReflect.Descriptor instead. +func (*RemoteFusedGraphExecuteInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_rawDescGZIP(), []int{0} +} -func (m *RemoteFusedGraphExecuteInfo) GetRemoteGraph() *GraphDef { - if m != nil { - return m.RemoteGraph +func (x *RemoteFusedGraphExecuteInfo) GetRemoteGraph() *GraphDef { + if x != nil { + return x.RemoteGraph } return nil } -func (m *RemoteFusedGraphExecuteInfo) GetGraphInputNodeName() []string { - if m != nil { - return m.GraphInputNodeName +func (x *RemoteFusedGraphExecuteInfo) GetGraphInputNodeName() []string { + if x != nil { + return x.GraphInputNodeName } return nil } -func (m *RemoteFusedGraphExecuteInfo) GetGraphOutputNodeName() []string { - if m != nil { - return m.GraphOutputNodeName +func (x *RemoteFusedGraphExecuteInfo) GetGraphOutputNodeName() []string { + if x != nil { + return x.GraphOutputNodeName } return nil } -func (m *RemoteFusedGraphExecuteInfo) GetExecutorName() string { - if m != nil { - return m.ExecutorName +func (x *RemoteFusedGraphExecuteInfo) GetExecutorName() string { + if x != nil { + return x.ExecutorName } return "" } -func (m *RemoteFusedGraphExecuteInfo) GetSerializedExecutorParameters() []byte { - if m != nil { - return m.SerializedExecutorParameters +func (x *RemoteFusedGraphExecuteInfo) GetSerializedExecutorParameters() []byte { + if x != nil { + return x.SerializedExecutorParameters } return nil } -func (m *RemoteFusedGraphExecuteInfo) GetDefaultGraphInputTensorShape() []*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto { - if m != nil { - return m.DefaultGraphInputTensorShape +func (x *RemoteFusedGraphExecuteInfo) GetDefaultGraphInputTensorShape() []*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto { + if x != nil { + return x.DefaultGraphInputTensorShape } return nil } -func (m *RemoteFusedGraphExecuteInfo) GetDefaultGraphOutputTensorShape() []*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto { - if m != nil { - return m.DefaultGraphOutputTensorShape +func (x *RemoteFusedGraphExecuteInfo) GetDefaultGraphOutputTensorShape() []*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto { + if x != nil { + return x.DefaultGraphOutputTensorShape } return nil } type RemoteFusedGraphExecuteInfo_TensorShapeTypeProto struct { - Dtype DataType `protobuf:"varint,1,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` - Shape *TensorShapeProto `protobuf:"bytes,2,opt,name=shape,proto3" json:"shape,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Dtype DataType `protobuf:"varint,1,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` + Shape *TensorShapeProto `protobuf:"bytes,2,opt,name=shape,proto3" json:"shape,omitempty"` } -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) Reset() { - *m = RemoteFusedGraphExecuteInfo_TensorShapeTypeProto{} +func (x *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) Reset() { + *x = RemoteFusedGraphExecuteInfo_TensorShapeTypeProto{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) String() string { - return proto.CompactTextString(m) + +func (x *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) String() string { + return protoimpl.X.MessageStringOf(x) } + func (*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) ProtoMessage() {} -func (*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) Descriptor() ([]byte, []int) { - return fileDescriptor_c15f13da5b37f691, []int{0, 0} -} -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_RemoteFusedGraphExecuteInfo_TensorShapeTypeProto.Unmarshal(m, b) -} -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_RemoteFusedGraphExecuteInfo_TensorShapeTypeProto.Marshal(b, m, deterministic) -} -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) XXX_Merge(src proto.Message) { - xxx_messageInfo_RemoteFusedGraphExecuteInfo_TensorShapeTypeProto.Merge(m, src) -} -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) XXX_Size() int { - return xxx_messageInfo_RemoteFusedGraphExecuteInfo_TensorShapeTypeProto.Size(m) -} -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) XXX_DiscardUnknown() { - xxx_messageInfo_RemoteFusedGraphExecuteInfo_TensorShapeTypeProto.DiscardUnknown(m) +func (x *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_RemoteFusedGraphExecuteInfo_TensorShapeTypeProto proto.InternalMessageInfo +// Deprecated: Use RemoteFusedGraphExecuteInfo_TensorShapeTypeProto.ProtoReflect.Descriptor instead. +func (*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_rawDescGZIP(), []int{0, 0} +} -func (m *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) GetDtype() DataType { - if m != nil { - return m.Dtype +func (x *RemoteFusedGraphExecuteInfo_TensorShapeTypeProto) GetDtype() DataType { + if x != nil { + return x.Dtype } return DataType_DT_INVALID } -func (m 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file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_goTypes = []interface{}{ + (*RemoteFusedGraphExecuteInfo)(nil), // 0: tensorflow.RemoteFusedGraphExecuteInfo + (*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto)(nil), // 1: tensorflow.RemoteFusedGraphExecuteInfo.TensorShapeTypeProto + (*GraphDef)(nil), // 2: tensorflow.GraphDef + (DataType)(0), // 3: tensorflow.DataType + (*TensorShapeProto)(nil), // 4: tensorflow.TensorShapeProto +} +var file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_depIdxs = []int32{ + 2, // 0: tensorflow.RemoteFusedGraphExecuteInfo.remote_graph:type_name -> tensorflow.GraphDef + 1, // 1: tensorflow.RemoteFusedGraphExecuteInfo.default_graph_input_tensor_shape:type_name -> tensorflow.RemoteFusedGraphExecuteInfo.TensorShapeTypeProto + 1, // 2: tensorflow.RemoteFusedGraphExecuteInfo.default_graph_output_tensor_shape:type_name -> tensorflow.RemoteFusedGraphExecuteInfo.TensorShapeTypeProto + 3, // 3: tensorflow.RemoteFusedGraphExecuteInfo.TensorShapeTypeProto.dtype:type_name -> tensorflow.DataType + 4, // 4: tensorflow.RemoteFusedGraphExecuteInfo.TensorShapeTypeProto.shape:type_name -> tensorflow.TensorShapeProto + 5, // [5:5] is the sub-list for method output_type + 5, // [5:5] is the sub-list for method input_type + 5, // [5:5] is the sub-list for extension type_name + 5, // [5:5] is the sub-list for extension extendee + 0, // [0:5] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_init() } +func file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_init() { + if File_tensorflow_core_framework_remote_fused_graph_execute_info_proto != nil { + return + } + file_tensorflow_core_framework_graph_proto_init() + file_tensorflow_core_framework_tensor_shape_proto_init() + file_tensorflow_core_framework_types_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*RemoteFusedGraphExecuteInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*RemoteFusedGraphExecuteInfo_TensorShapeTypeProto); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_rawDesc, + NumEnums: 0, + NumMessages: 2, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_remote_fused_graph_execute_info_proto = out.File + file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_rawDesc = nil + file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_goTypes = nil + file_tensorflow_core_framework_remote_fused_graph_execute_info_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/resource_handle.pb.go b/tools/tf2openapi/generated/framework/resource_handle.pb.go index e53826c180..2c59e7f295 100644 --- a/tools/tf2openapi/generated/framework/resource_handle.pb.go +++ b/tools/tf2openapi/generated/framework/resource_handle.pb.go @@ -1,29 +1,33 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/resource_handle.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Protocol buffer representing a handle to a tensorflow resource. Handles are // not valid across executions, but can be serialized back and forth from within // a single run. type ResourceHandleProto struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Unique name for the device containing the resource. Device string `protobuf:"bytes,1,opt,name=device,proto3" json:"device,omitempty"` // Container in which this resource is placed. @@ -35,95 +39,162 @@ type ResourceHandleProto struct { HashCode uint64 `protobuf:"varint,4,opt,name=hash_code,json=hashCode,proto3" json:"hash_code,omitempty"` // For debug-only, the name of the type pointed to by this handle, if // available. - MaybeTypeName string `protobuf:"bytes,5,opt,name=maybe_type_name,json=maybeTypeName,proto3" json:"maybe_type_name,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + MaybeTypeName string `protobuf:"bytes,5,opt,name=maybe_type_name,json=maybeTypeName,proto3" json:"maybe_type_name,omitempty"` } -func (m *ResourceHandleProto) Reset() { *m = ResourceHandleProto{} } -func (m *ResourceHandleProto) String() string { return proto.CompactTextString(m) } -func (*ResourceHandleProto) ProtoMessage() {} -func (*ResourceHandleProto) Descriptor() ([]byte, []int) { - return fileDescriptor_a36024d2bd9a2afd, []int{0} +func (x *ResourceHandleProto) Reset() { + *x = ResourceHandleProto{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_resource_handle_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *ResourceHandleProto) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_ResourceHandleProto.Unmarshal(m, b) +func (x *ResourceHandleProto) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *ResourceHandleProto) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_ResourceHandleProto.Marshal(b, m, deterministic) -} -func (m *ResourceHandleProto) XXX_Merge(src proto.Message) { - xxx_messageInfo_ResourceHandleProto.Merge(m, src) -} -func (m *ResourceHandleProto) XXX_Size() int { - return xxx_messageInfo_ResourceHandleProto.Size(m) -} -func (m *ResourceHandleProto) XXX_DiscardUnknown() { - xxx_messageInfo_ResourceHandleProto.DiscardUnknown(m) + +func (*ResourceHandleProto) ProtoMessage() {} + +func (x *ResourceHandleProto) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_resource_handle_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_ResourceHandleProto proto.InternalMessageInfo +// Deprecated: Use ResourceHandleProto.ProtoReflect.Descriptor instead. +func (*ResourceHandleProto) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_resource_handle_proto_rawDescGZIP(), []int{0} +} -func (m *ResourceHandleProto) GetDevice() string { - if m != nil { - return m.Device +func (x *ResourceHandleProto) GetDevice() string { + if x != nil { + return x.Device } return "" } -func (m *ResourceHandleProto) GetContainer() string { - if m != nil { - return m.Container +func (x *ResourceHandleProto) GetContainer() string { + if x != nil { + return x.Container } return "" } -func (m *ResourceHandleProto) GetName() string { - if m != nil { - return m.Name +func (x *ResourceHandleProto) GetName() string { + if x != nil { + return x.Name } return "" } -func (m *ResourceHandleProto) GetHashCode() uint64 { - if m != nil { - return m.HashCode +func (x *ResourceHandleProto) GetHashCode() uint64 { + if x != nil { + return x.HashCode } return 0 } -func (m *ResourceHandleProto) GetMaybeTypeName() string { - if m != nil { - return m.MaybeTypeName +func (x *ResourceHandleProto) GetMaybeTypeName() string { + if x != nil { + return x.MaybeTypeName } return "" } -func init() { - proto.RegisterType((*ResourceHandleProto)(nil), "tensorflow.ResourceHandleProto") +var File_tensorflow_core_framework_resource_handle_proto protoreflect.FileDescriptor + +var file_tensorflow_core_framework_resource_handle_proto_rawDesc = []byte{ + 0x0a, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x72, 0x65, 0x73, 0x6f, + 0x75, 0x72, 0x63, 0x65, 0x5f, 0x68, 0x61, 0x6e, 0x64, 0x6c, 0x65, 0x2e, 0x70, 0x72, 0x6f, 0x74, + 0x6f, 0x12, 0x0a, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x22, 0xa4, 0x01, + 0x0a, 0x13, 0x52, 0x65, 0x73, 0x6f, 0x75, 0x72, 0x63, 0x65, 0x48, 0x61, 0x6e, 0x64, 0x6c, 0x65, + 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x16, 0x0a, 0x06, 0x64, 0x65, 0x76, 0x69, 0x63, 0x65, 0x18, + 0x01, 0x20, 0x01, 0x28, 0x09, 0x52, 0x06, 0x64, 0x65, 0x76, 0x69, 0x63, 0x65, 0x12, 0x1c, 0x0a, + 0x09, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x18, 0x02, 0x20, 0x01, 0x28, 0x09, + 0x52, 0x09, 0x63, 0x6f, 0x6e, 0x74, 0x61, 0x69, 0x6e, 0x65, 0x72, 0x12, 0x12, 0x0a, 0x04, 0x6e, + 0x61, 0x6d, 0x65, 0x18, 0x03, 0x20, 0x01, 0x28, 0x09, 0x52, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x12, + 0x1b, 0x0a, 0x09, 0x68, 0x61, 0x73, 0x68, 0x5f, 0x63, 0x6f, 0x64, 0x65, 0x18, 0x04, 0x20, 0x01, + 0x28, 0x04, 0x52, 0x08, 0x68, 0x61, 0x73, 0x68, 0x43, 0x6f, 0x64, 0x65, 0x12, 0x26, 0x0a, 0x0f, + 0x6d, 0x61, 0x79, 0x62, 0x65, 0x5f, 0x74, 0x79, 0x70, 0x65, 0x5f, 0x6e, 0x61, 0x6d, 0x65, 0x18, + 0x05, 0x20, 0x01, 0x28, 0x09, 0x52, 0x0d, 0x6d, 0x61, 0x79, 0x62, 0x65, 0x54, 0x79, 0x70, 0x65, + 0x4e, 0x61, 0x6d, 0x65, 0x42, 0x6e, 0x0a, 0x18, 0x6f, 0x72, 0x67, 0x2e, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, + 0x42, 0x0e, 0x52, 0x65, 0x73, 0x6f, 0x75, 0x72, 0x63, 0x65, 0x48, 0x61, 0x6e, 0x64, 0x6c, 0x65, + 0x50, 0x01, 0x5a, 0x3d, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x74, + 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, + 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, + 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, + 0x6b, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, +} + +var ( + file_tensorflow_core_framework_resource_handle_proto_rawDescOnce sync.Once + file_tensorflow_core_framework_resource_handle_proto_rawDescData = file_tensorflow_core_framework_resource_handle_proto_rawDesc +) + +func file_tensorflow_core_framework_resource_handle_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_resource_handle_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_resource_handle_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_resource_handle_proto_rawDescData) + }) + return file_tensorflow_core_framework_resource_handle_proto_rawDescData } -func init() { - proto.RegisterFile("tensorflow/core/framework/resource_handle.proto", fileDescriptor_a36024d2bd9a2afd) +var file_tensorflow_core_framework_resource_handle_proto_msgTypes = make([]protoimpl.MessageInfo, 1) +var file_tensorflow_core_framework_resource_handle_proto_goTypes = []interface{}{ + (*ResourceHandleProto)(nil), // 0: tensorflow.ResourceHandleProto +} +var file_tensorflow_core_framework_resource_handle_proto_depIdxs = []int32{ + 0, // [0:0] is the sub-list for method output_type + 0, // [0:0] is the sub-list for method input_type + 0, // [0:0] is the sub-list for extension type_name + 0, // [0:0] is the sub-list for extension extendee + 0, // [0:0] is the sub-list for field type_name } -var fileDescriptor_a36024d2bd9a2afd = []byte{ - // 239 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x6c, 0x50, 0x3d, 0x4b, 0xc4, 0x40, - 0x10, 0x65, 0x35, 0x1e, 0x66, 0x40, 0x85, 0x15, 0x64, 0x41, 0x8b, 0xc3, 0x42, 0xae, 0x4a, 0x0a, - 0x6b, 0x9b, 0xb3, 0xb1, 0x12, 0x09, 0x56, 0x36, 0x61, 0xb3, 0x99, 0x4b, 0x82, 0xb7, 0x3b, 0x61, - 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0xba, 0xff, 0x0e, 0x00, 0x00, 0xff, 0xff, 0xad, 0xc2, 0x06, 0x91, 0x5c, 0x01, 0x00, 0x00, +func init() { file_tensorflow_core_framework_resource_handle_proto_init() } +func file_tensorflow_core_framework_resource_handle_proto_init() { + if File_tensorflow_core_framework_resource_handle_proto != nil { + return + } + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_resource_handle_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*ResourceHandleProto); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_resource_handle_proto_rawDesc, + NumEnums: 0, + NumMessages: 1, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_resource_handle_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_resource_handle_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_resource_handle_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_resource_handle_proto = out.File + file_tensorflow_core_framework_resource_handle_proto_rawDesc = nil + file_tensorflow_core_framework_resource_handle_proto_goTypes = nil + file_tensorflow_core_framework_resource_handle_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/step_stats.pb.go b/tools/tf2openapi/generated/framework/step_stats.pb.go index fb5b464610..6c8aef82d1 100644 --- a/tools/tf2openapi/generated/framework/step_stats.pb.go +++ b/tools/tf2openapi/generated/framework/step_stats.pb.go @@ -1,76 +1,88 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/step_stats.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // An allocation/de-allocation operation performed by the allocator. type AllocationRecord struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The timestamp of the operation. AllocMicros int64 `protobuf:"varint,1,opt,name=alloc_micros,json=allocMicros,proto3" json:"alloc_micros,omitempty"` // Number of bytes allocated, or de-allocated if negative. - AllocBytes int64 `protobuf:"varint,2,opt,name=alloc_bytes,json=allocBytes,proto3" json:"alloc_bytes,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AllocBytes int64 `protobuf:"varint,2,opt,name=alloc_bytes,json=allocBytes,proto3" json:"alloc_bytes,omitempty"` } -func (m *AllocationRecord) Reset() { *m = AllocationRecord{} } -func (m *AllocationRecord) String() string { return proto.CompactTextString(m) } -func (*AllocationRecord) ProtoMessage() {} -func (*AllocationRecord) Descriptor() ([]byte, []int) { - return fileDescriptor_1e915309f7ed52e5, []int{0} +func (x *AllocationRecord) Reset() { + *x = AllocationRecord{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *AllocationRecord) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_AllocationRecord.Unmarshal(m, b) -} -func (m *AllocationRecord) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_AllocationRecord.Marshal(b, m, deterministic) +func (x *AllocationRecord) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *AllocationRecord) XXX_Merge(src proto.Message) { - xxx_messageInfo_AllocationRecord.Merge(m, src) -} -func (m *AllocationRecord) XXX_Size() int { - return xxx_messageInfo_AllocationRecord.Size(m) -} -func (m *AllocationRecord) XXX_DiscardUnknown() { - xxx_messageInfo_AllocationRecord.DiscardUnknown(m) + +func (*AllocationRecord) ProtoMessage() {} + +func (x *AllocationRecord) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_AllocationRecord proto.InternalMessageInfo +// Deprecated: Use AllocationRecord.ProtoReflect.Descriptor instead. +func (*AllocationRecord) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_step_stats_proto_rawDescGZIP(), []int{0} +} -func (m *AllocationRecord) GetAllocMicros() int64 { - if m != nil { - return m.AllocMicros +func (x *AllocationRecord) GetAllocMicros() int64 { + if x != nil { + return x.AllocMicros } return 0 } -func (m *AllocationRecord) GetAllocBytes() int64 { - if m != nil { - return m.AllocBytes +func (x *AllocationRecord) GetAllocBytes() int64 { + if x != nil { + return x.AllocBytes } return 0 } type AllocatorMemoryUsed struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + AllocatorName string `protobuf:"bytes,1,opt,name=allocator_name,json=allocatorName,proto3" json:"allocator_name,omitempty"` // These are per-node allocator memory stats. TotalBytes int64 `protobuf:"varint,2,opt,name=total_bytes,json=totalBytes,proto3" json:"total_bytes,omitempty"` @@ -81,538 +93,802 @@ type AllocatorMemoryUsed struct { AllocationRecords []*AllocationRecord `protobuf:"bytes,6,rep,name=allocation_records,json=allocationRecords,proto3" json:"allocation_records,omitempty"` // These are snapshots of the overall allocator memory stats. // The number of live bytes currently allocated by the allocator. - AllocatorBytesInUse int64 `protobuf:"varint,5,opt,name=allocator_bytes_in_use,json=allocatorBytesInUse,proto3" json:"allocator_bytes_in_use,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AllocatorBytesInUse int64 `protobuf:"varint,5,opt,name=allocator_bytes_in_use,json=allocatorBytesInUse,proto3" json:"allocator_bytes_in_use,omitempty"` } -func (m *AllocatorMemoryUsed) Reset() { *m = AllocatorMemoryUsed{} } -func (m *AllocatorMemoryUsed) String() string { return proto.CompactTextString(m) } -func (*AllocatorMemoryUsed) ProtoMessage() {} -func (*AllocatorMemoryUsed) Descriptor() ([]byte, []int) { - return fileDescriptor_1e915309f7ed52e5, []int{1} +func (x *AllocatorMemoryUsed) Reset() { + *x = AllocatorMemoryUsed{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *AllocatorMemoryUsed) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_AllocatorMemoryUsed.Unmarshal(m, b) +func (x *AllocatorMemoryUsed) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *AllocatorMemoryUsed) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_AllocatorMemoryUsed.Marshal(b, m, deterministic) -} -func (m *AllocatorMemoryUsed) XXX_Merge(src proto.Message) { - xxx_messageInfo_AllocatorMemoryUsed.Merge(m, src) -} -func (m *AllocatorMemoryUsed) XXX_Size() int { - return xxx_messageInfo_AllocatorMemoryUsed.Size(m) -} -func (m *AllocatorMemoryUsed) XXX_DiscardUnknown() { - xxx_messageInfo_AllocatorMemoryUsed.DiscardUnknown(m) + +func (*AllocatorMemoryUsed) ProtoMessage() {} + +func (x *AllocatorMemoryUsed) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_AllocatorMemoryUsed proto.InternalMessageInfo +// Deprecated: Use AllocatorMemoryUsed.ProtoReflect.Descriptor instead. +func (*AllocatorMemoryUsed) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_step_stats_proto_rawDescGZIP(), []int{1} +} -func (m *AllocatorMemoryUsed) GetAllocatorName() string { - if m != nil { - return m.AllocatorName +func (x *AllocatorMemoryUsed) GetAllocatorName() string { + if x != nil { + return x.AllocatorName } return "" } -func (m *AllocatorMemoryUsed) GetTotalBytes() int64 { - if m != nil { - return m.TotalBytes +func (x *AllocatorMemoryUsed) GetTotalBytes() int64 { + if x != nil { + return x.TotalBytes } return 0 } -func (m *AllocatorMemoryUsed) GetPeakBytes() int64 { - if m != nil { - return m.PeakBytes +func (x *AllocatorMemoryUsed) GetPeakBytes() int64 { + if x != nil { + return x.PeakBytes } return 0 } -func (m *AllocatorMemoryUsed) GetLiveBytes() int64 { - if m != nil { - return m.LiveBytes +func (x *AllocatorMemoryUsed) GetLiveBytes() int64 { + if x != nil { + return x.LiveBytes } return 0 } -func (m *AllocatorMemoryUsed) GetAllocationRecords() []*AllocationRecord { - if m != nil { - return m.AllocationRecords +func (x *AllocatorMemoryUsed) GetAllocationRecords() []*AllocationRecord { + if x != nil { + return x.AllocationRecords } return nil } -func (m *AllocatorMemoryUsed) GetAllocatorBytesInUse() int64 { - if m != nil { - return m.AllocatorBytesInUse +func (x *AllocatorMemoryUsed) GetAllocatorBytesInUse() int64 { + if x != nil { + return x.AllocatorBytesInUse } return 0 } // Output sizes recorded for a single execution of a graph node. type NodeOutput struct { - Slot int32 `protobuf:"varint,1,opt,name=slot,proto3" json:"slot,omitempty"` - TensorDescription *TensorDescription `protobuf:"bytes,3,opt,name=tensor_description,json=tensorDescription,proto3" json:"tensor_description,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *NodeOutput) Reset() { *m = NodeOutput{} } -func (m *NodeOutput) String() string { return proto.CompactTextString(m) } -func (*NodeOutput) ProtoMessage() {} -func (*NodeOutput) Descriptor() ([]byte, []int) { - return fileDescriptor_1e915309f7ed52e5, []int{2} + Slot int32 `protobuf:"varint,1,opt,name=slot,proto3" json:"slot,omitempty"` + TensorDescription *TensorDescription `protobuf:"bytes,3,opt,name=tensor_description,json=tensorDescription,proto3" json:"tensor_description,omitempty"` } -func (m *NodeOutput) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_NodeOutput.Unmarshal(m, b) -} -func (m *NodeOutput) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_NodeOutput.Marshal(b, m, deterministic) -} -func (m *NodeOutput) XXX_Merge(src proto.Message) { - xxx_messageInfo_NodeOutput.Merge(m, src) +func (x *NodeOutput) Reset() { + *x = NodeOutput{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *NodeOutput) XXX_Size() int { - return xxx_messageInfo_NodeOutput.Size(m) + +func (x *NodeOutput) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *NodeOutput) XXX_DiscardUnknown() { - xxx_messageInfo_NodeOutput.DiscardUnknown(m) + +func (*NodeOutput) ProtoMessage() {} + +func (x *NodeOutput) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_NodeOutput proto.InternalMessageInfo +// Deprecated: Use NodeOutput.ProtoReflect.Descriptor instead. +func (*NodeOutput) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_step_stats_proto_rawDescGZIP(), []int{2} +} -func (m *NodeOutput) GetSlot() int32 { - if m != nil { - return m.Slot +func (x *NodeOutput) GetSlot() int32 { + if x != nil { + return x.Slot } return 0 } -func (m *NodeOutput) GetTensorDescription() *TensorDescription { - if m != nil { - return m.TensorDescription +func (x *NodeOutput) GetTensorDescription() *TensorDescription { + if x != nil { + return x.TensorDescription } return nil } // For memory tracking. type MemoryStats struct { - TempMemorySize int64 `protobuf:"varint,1,opt,name=temp_memory_size,json=tempMemorySize,proto3" json:"temp_memory_size,omitempty"` - PersistentMemorySize int64 `protobuf:"varint,3,opt,name=persistent_memory_size,json=persistentMemorySize,proto3" json:"persistent_memory_size,omitempty"` - PersistentTensorAllocIds []int64 `protobuf:"varint,5,rep,packed,name=persistent_tensor_alloc_ids,json=persistentTensorAllocIds,proto3" json:"persistent_tensor_alloc_ids,omitempty"` - DeviceTempMemorySize int64 `protobuf:"varint,2,opt,name=device_temp_memory_size,json=deviceTempMemorySize,proto3" json:"device_temp_memory_size,omitempty"` // Deprecated: Do not use. - DevicePersistentMemorySize int64 `protobuf:"varint,4,opt,name=device_persistent_memory_size,json=devicePersistentMemorySize,proto3" json:"device_persistent_memory_size,omitempty"` // Deprecated: Do not use. - DevicePersistentTensorAllocIds []int64 `protobuf:"varint,6,rep,packed,name=device_persistent_tensor_alloc_ids,json=devicePersistentTensorAllocIds,proto3" json:"device_persistent_tensor_alloc_ids,omitempty"` // Deprecated: Do not use. - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *MemoryStats) Reset() { *m = MemoryStats{} } -func (m *MemoryStats) String() string { return proto.CompactTextString(m) } -func (*MemoryStats) ProtoMessage() {} -func (*MemoryStats) Descriptor() ([]byte, []int) { - return fileDescriptor_1e915309f7ed52e5, []int{3} -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *MemoryStats) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MemoryStats.Unmarshal(m, b) -} -func (m *MemoryStats) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MemoryStats.Marshal(b, m, deterministic) + TempMemorySize int64 `protobuf:"varint,1,opt,name=temp_memory_size,json=tempMemorySize,proto3" json:"temp_memory_size,omitempty"` + PersistentMemorySize int64 `protobuf:"varint,3,opt,name=persistent_memory_size,json=persistentMemorySize,proto3" json:"persistent_memory_size,omitempty"` + PersistentTensorAllocIds []int64 `protobuf:"varint,5,rep,packed,name=persistent_tensor_alloc_ids,json=persistentTensorAllocIds,proto3" json:"persistent_tensor_alloc_ids,omitempty"` + // Deprecated: Do not use. + DeviceTempMemorySize int64 `protobuf:"varint,2,opt,name=device_temp_memory_size,json=deviceTempMemorySize,proto3" json:"device_temp_memory_size,omitempty"` + // Deprecated: Do not use. + DevicePersistentMemorySize int64 `protobuf:"varint,4,opt,name=device_persistent_memory_size,json=devicePersistentMemorySize,proto3" json:"device_persistent_memory_size,omitempty"` + // Deprecated: Do not use. + DevicePersistentTensorAllocIds []int64 `protobuf:"varint,6,rep,packed,name=device_persistent_tensor_alloc_ids,json=devicePersistentTensorAllocIds,proto3" json:"device_persistent_tensor_alloc_ids,omitempty"` } -func (m *MemoryStats) XXX_Merge(src proto.Message) { - xxx_messageInfo_MemoryStats.Merge(m, src) + +func (x *MemoryStats) Reset() { + *x = MemoryStats{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MemoryStats) XXX_Size() int { - return xxx_messageInfo_MemoryStats.Size(m) + +func (x *MemoryStats) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *MemoryStats) XXX_DiscardUnknown() { - xxx_messageInfo_MemoryStats.DiscardUnknown(m) + +func (*MemoryStats) ProtoMessage() {} + +func (x *MemoryStats) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_MemoryStats proto.InternalMessageInfo +// Deprecated: Use MemoryStats.ProtoReflect.Descriptor instead. +func (*MemoryStats) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_step_stats_proto_rawDescGZIP(), []int{3} +} -func (m *MemoryStats) GetTempMemorySize() int64 { - if m != nil { - return m.TempMemorySize +func (x *MemoryStats) GetTempMemorySize() int64 { + if x != nil { + return x.TempMemorySize } return 0 } -func (m *MemoryStats) GetPersistentMemorySize() int64 { - if m != nil { - return m.PersistentMemorySize +func (x *MemoryStats) GetPersistentMemorySize() int64 { + if x != nil { + return x.PersistentMemorySize } return 0 } -func (m *MemoryStats) GetPersistentTensorAllocIds() []int64 { - if m != nil { - return m.PersistentTensorAllocIds +func (x *MemoryStats) GetPersistentTensorAllocIds() []int64 { + if x != nil { + return x.PersistentTensorAllocIds } return nil } // Deprecated: Do not use. -func (m *MemoryStats) GetDeviceTempMemorySize() int64 { - if m != nil { - return m.DeviceTempMemorySize +func (x *MemoryStats) GetDeviceTempMemorySize() int64 { + if x != nil { + return x.DeviceTempMemorySize } return 0 } // Deprecated: Do not use. -func (m *MemoryStats) GetDevicePersistentMemorySize() int64 { - if m != nil { - return m.DevicePersistentMemorySize +func (x *MemoryStats) GetDevicePersistentMemorySize() int64 { + if x != nil { + return x.DevicePersistentMemorySize } return 0 } // Deprecated: Do not use. -func (m *MemoryStats) GetDevicePersistentTensorAllocIds() []int64 { - if m != nil { - return m.DevicePersistentTensorAllocIds +func (x *MemoryStats) GetDevicePersistentTensorAllocIds() []int64 { + if x != nil { + return x.DevicePersistentTensorAllocIds } return nil } // Time/size stats recorded for a single execution of a graph node. type NodeExecStats struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // TODO(tucker): Use some more compact form of node identity than // the full string name. Either all processes should agree on a // global id (cost_id?) for each node, or we should use a hash of // the name. - NodeName string `protobuf:"bytes,1,opt,name=node_name,json=nodeName,proto3" json:"node_name,omitempty"` - AllStartMicros int64 `protobuf:"varint,2,opt,name=all_start_micros,json=allStartMicros,proto3" json:"all_start_micros,omitempty"` - OpStartRelMicros int64 `protobuf:"varint,3,opt,name=op_start_rel_micros,json=opStartRelMicros,proto3" json:"op_start_rel_micros,omitempty"` - OpEndRelMicros int64 `protobuf:"varint,4,opt,name=op_end_rel_micros,json=opEndRelMicros,proto3" json:"op_end_rel_micros,omitempty"` - AllEndRelMicros int64 `protobuf:"varint,5,opt,name=all_end_rel_micros,json=allEndRelMicros,proto3" json:"all_end_rel_micros,omitempty"` - Memory []*AllocatorMemoryUsed `protobuf:"bytes,6,rep,name=memory,proto3" json:"memory,omitempty"` - Output []*NodeOutput `protobuf:"bytes,7,rep,name=output,proto3" json:"output,omitempty"` - TimelineLabel string `protobuf:"bytes,8,opt,name=timeline_label,json=timelineLabel,proto3" json:"timeline_label,omitempty"` - ScheduledMicros int64 `protobuf:"varint,9,opt,name=scheduled_micros,json=scheduledMicros,proto3" json:"scheduled_micros,omitempty"` - ThreadId uint32 `protobuf:"varint,10,opt,name=thread_id,json=threadId,proto3" json:"thread_id,omitempty"` - ReferencedTensor []*AllocationDescription `protobuf:"bytes,11,rep,name=referenced_tensor,json=referencedTensor,proto3" json:"referenced_tensor,omitempty"` - MemoryStats *MemoryStats `protobuf:"bytes,12,opt,name=memory_stats,json=memoryStats,proto3" json:"memory_stats,omitempty"` - AllStartNanos int64 `protobuf:"varint,13,opt,name=all_start_nanos,json=allStartNanos,proto3" json:"all_start_nanos,omitempty"` - OpStartRelNanos int64 `protobuf:"varint,14,opt,name=op_start_rel_nanos,json=opStartRelNanos,proto3" json:"op_start_rel_nanos,omitempty"` - OpEndRelNanos int64 `protobuf:"varint,15,opt,name=op_end_rel_nanos,json=opEndRelNanos,proto3" json:"op_end_rel_nanos,omitempty"` - AllEndRelNanos int64 `protobuf:"varint,16,opt,name=all_end_rel_nanos,json=allEndRelNanos,proto3" json:"all_end_rel_nanos,omitempty"` - ScheduledNanos int64 `protobuf:"varint,17,opt,name=scheduled_nanos,json=scheduledNanos,proto3" json:"scheduled_nanos,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *NodeExecStats) Reset() { *m = NodeExecStats{} } -func (m *NodeExecStats) String() string { return proto.CompactTextString(m) } -func (*NodeExecStats) ProtoMessage() {} -func (*NodeExecStats) Descriptor() ([]byte, []int) { - return fileDescriptor_1e915309f7ed52e5, []int{4} + NodeName string `protobuf:"bytes,1,opt,name=node_name,json=nodeName,proto3" json:"node_name,omitempty"` + AllStartMicros int64 `protobuf:"varint,2,opt,name=all_start_micros,json=allStartMicros,proto3" json:"all_start_micros,omitempty"` + OpStartRelMicros int64 `protobuf:"varint,3,opt,name=op_start_rel_micros,json=opStartRelMicros,proto3" json:"op_start_rel_micros,omitempty"` + OpEndRelMicros int64 `protobuf:"varint,4,opt,name=op_end_rel_micros,json=opEndRelMicros,proto3" json:"op_end_rel_micros,omitempty"` + AllEndRelMicros int64 `protobuf:"varint,5,opt,name=all_end_rel_micros,json=allEndRelMicros,proto3" json:"all_end_rel_micros,omitempty"` + Memory []*AllocatorMemoryUsed `protobuf:"bytes,6,rep,name=memory,proto3" json:"memory,omitempty"` + Output []*NodeOutput `protobuf:"bytes,7,rep,name=output,proto3" json:"output,omitempty"` + TimelineLabel string `protobuf:"bytes,8,opt,name=timeline_label,json=timelineLabel,proto3" json:"timeline_label,omitempty"` + ScheduledMicros int64 `protobuf:"varint,9,opt,name=scheduled_micros,json=scheduledMicros,proto3" json:"scheduled_micros,omitempty"` + ThreadId uint32 `protobuf:"varint,10,opt,name=thread_id,json=threadId,proto3" json:"thread_id,omitempty"` + ReferencedTensor []*AllocationDescription `protobuf:"bytes,11,rep,name=referenced_tensor,json=referencedTensor,proto3" json:"referenced_tensor,omitempty"` + MemoryStats *MemoryStats `protobuf:"bytes,12,opt,name=memory_stats,json=memoryStats,proto3" json:"memory_stats,omitempty"` + AllStartNanos int64 `protobuf:"varint,13,opt,name=all_start_nanos,json=allStartNanos,proto3" json:"all_start_nanos,omitempty"` + OpStartRelNanos int64 `protobuf:"varint,14,opt,name=op_start_rel_nanos,json=opStartRelNanos,proto3" json:"op_start_rel_nanos,omitempty"` + OpEndRelNanos int64 `protobuf:"varint,15,opt,name=op_end_rel_nanos,json=opEndRelNanos,proto3" json:"op_end_rel_nanos,omitempty"` + AllEndRelNanos int64 `protobuf:"varint,16,opt,name=all_end_rel_nanos,json=allEndRelNanos,proto3" json:"all_end_rel_nanos,omitempty"` + ScheduledNanos int64 `protobuf:"varint,17,opt,name=scheduled_nanos,json=scheduledNanos,proto3" json:"scheduled_nanos,omitempty"` } -func (m *NodeExecStats) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_NodeExecStats.Unmarshal(m, b) -} -func (m *NodeExecStats) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_NodeExecStats.Marshal(b, m, deterministic) -} -func (m *NodeExecStats) XXX_Merge(src proto.Message) { - xxx_messageInfo_NodeExecStats.Merge(m, src) +func (x *NodeExecStats) Reset() { + *x = NodeExecStats{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[4] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *NodeExecStats) XXX_Size() int { - return xxx_messageInfo_NodeExecStats.Size(m) + +func (x *NodeExecStats) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *NodeExecStats) XXX_DiscardUnknown() { - xxx_messageInfo_NodeExecStats.DiscardUnknown(m) + +func (*NodeExecStats) ProtoMessage() {} + +func (x *NodeExecStats) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[4] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_NodeExecStats proto.InternalMessageInfo +// Deprecated: Use NodeExecStats.ProtoReflect.Descriptor instead. +func (*NodeExecStats) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_step_stats_proto_rawDescGZIP(), []int{4} +} -func (m *NodeExecStats) GetNodeName() string { - if m != nil { - return m.NodeName +func (x *NodeExecStats) GetNodeName() string { + if x != nil { + return x.NodeName } return "" } -func (m *NodeExecStats) GetAllStartMicros() int64 { - if m != nil { - return m.AllStartMicros +func (x *NodeExecStats) GetAllStartMicros() int64 { + if x != nil { + return x.AllStartMicros } return 0 } -func (m *NodeExecStats) GetOpStartRelMicros() int64 { - if m != nil { - return m.OpStartRelMicros +func (x *NodeExecStats) GetOpStartRelMicros() int64 { + if x != nil { + return x.OpStartRelMicros } return 0 } -func (m *NodeExecStats) GetOpEndRelMicros() int64 { - if m != nil { - return m.OpEndRelMicros +func (x *NodeExecStats) GetOpEndRelMicros() int64 { + if x != nil { + return x.OpEndRelMicros } return 0 } -func (m *NodeExecStats) GetAllEndRelMicros() int64 { - if m != nil { - return m.AllEndRelMicros +func (x *NodeExecStats) GetAllEndRelMicros() int64 { + if x != nil { + return x.AllEndRelMicros } return 0 } -func (m *NodeExecStats) GetMemory() []*AllocatorMemoryUsed { - if m != nil { - return m.Memory +func (x *NodeExecStats) GetMemory() []*AllocatorMemoryUsed { + if x != nil { + return x.Memory } return nil } -func (m *NodeExecStats) GetOutput() []*NodeOutput { - if m != nil { - return m.Output +func (x *NodeExecStats) GetOutput() []*NodeOutput { + if x != nil { + return x.Output } return nil } -func (m *NodeExecStats) GetTimelineLabel() string { - if m != nil { - return m.TimelineLabel +func (x *NodeExecStats) GetTimelineLabel() string { + if x != nil { + return x.TimelineLabel } return "" } -func (m *NodeExecStats) GetScheduledMicros() int64 { - if m != nil { - return m.ScheduledMicros +func (x *NodeExecStats) GetScheduledMicros() int64 { + if x != nil { + return x.ScheduledMicros } return 0 } -func (m *NodeExecStats) GetThreadId() uint32 { - if m != nil { - return m.ThreadId +func (x *NodeExecStats) GetThreadId() uint32 { + if x != nil { + return x.ThreadId } return 0 } -func (m *NodeExecStats) GetReferencedTensor() []*AllocationDescription { - if m != nil { - return m.ReferencedTensor +func (x *NodeExecStats) GetReferencedTensor() []*AllocationDescription { + if x != nil { + return x.ReferencedTensor } return nil } -func (m *NodeExecStats) GetMemoryStats() *MemoryStats { - if m != nil { - return m.MemoryStats +func (x *NodeExecStats) GetMemoryStats() *MemoryStats { + if x != nil { + return x.MemoryStats } return nil } -func (m *NodeExecStats) GetAllStartNanos() int64 { - if m != nil { - return m.AllStartNanos +func (x *NodeExecStats) GetAllStartNanos() int64 { + if x != nil { + return x.AllStartNanos } return 0 } -func (m *NodeExecStats) GetOpStartRelNanos() int64 { - if m != nil { - return m.OpStartRelNanos +func (x *NodeExecStats) GetOpStartRelNanos() int64 { + if x != nil { + return x.OpStartRelNanos } return 0 } -func (m *NodeExecStats) GetOpEndRelNanos() int64 { - if m != nil { - return m.OpEndRelNanos +func (x *NodeExecStats) GetOpEndRelNanos() int64 { + if x != nil { + return x.OpEndRelNanos } return 0 } -func (m *NodeExecStats) GetAllEndRelNanos() int64 { - if m != nil { - return m.AllEndRelNanos +func (x *NodeExecStats) GetAllEndRelNanos() int64 { + if x != nil { + return x.AllEndRelNanos } return 0 } -func (m *NodeExecStats) GetScheduledNanos() int64 { - if m != nil { - return m.ScheduledNanos +func (x *NodeExecStats) GetScheduledNanos() int64 { + if x != nil { + return x.ScheduledNanos } return 0 } type DeviceStepStats struct { - Device string `protobuf:"bytes,1,opt,name=device,proto3" json:"device,omitempty"` - NodeStats []*NodeExecStats `protobuf:"bytes,2,rep,name=node_stats,json=nodeStats,proto3" json:"node_stats,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *DeviceStepStats) Reset() { *m = DeviceStepStats{} } -func (m *DeviceStepStats) String() string { return proto.CompactTextString(m) } -func (*DeviceStepStats) ProtoMessage() {} -func (*DeviceStepStats) Descriptor() ([]byte, []int) { - return fileDescriptor_1e915309f7ed52e5, []int{5} + Device string `protobuf:"bytes,1,opt,name=device,proto3" json:"device,omitempty"` + NodeStats []*NodeExecStats `protobuf:"bytes,2,rep,name=node_stats,json=nodeStats,proto3" json:"node_stats,omitempty"` } -func (m *DeviceStepStats) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_DeviceStepStats.Unmarshal(m, b) -} -func (m *DeviceStepStats) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_DeviceStepStats.Marshal(b, m, deterministic) -} -func (m *DeviceStepStats) XXX_Merge(src proto.Message) { - xxx_messageInfo_DeviceStepStats.Merge(m, src) +func (x *DeviceStepStats) Reset() { + *x = DeviceStepStats{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[5] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *DeviceStepStats) XXX_Size() int { - return xxx_messageInfo_DeviceStepStats.Size(m) + +func (x *DeviceStepStats) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *DeviceStepStats) XXX_DiscardUnknown() { - xxx_messageInfo_DeviceStepStats.DiscardUnknown(m) + +func (*DeviceStepStats) ProtoMessage() {} + +func (x *DeviceStepStats) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[5] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_DeviceStepStats proto.InternalMessageInfo +// Deprecated: Use DeviceStepStats.ProtoReflect.Descriptor instead. +func (*DeviceStepStats) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_step_stats_proto_rawDescGZIP(), []int{5} +} -func (m *DeviceStepStats) GetDevice() string { - if m != nil { - return m.Device +func (x *DeviceStepStats) GetDevice() string { + if x != nil { + return x.Device } return "" } -func (m *DeviceStepStats) GetNodeStats() []*NodeExecStats { - if m != nil { - return m.NodeStats +func (x *DeviceStepStats) GetNodeStats() []*NodeExecStats { + if x != nil { + return x.NodeStats } return nil } type StepStats struct { - DevStats []*DeviceStepStats `protobuf:"bytes,1,rep,name=dev_stats,json=devStats,proto3" json:"dev_stats,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *StepStats) Reset() { *m = StepStats{} } -func (m *StepStats) String() string { return proto.CompactTextString(m) } -func (*StepStats) ProtoMessage() {} -func (*StepStats) Descriptor() ([]byte, []int) { - return fileDescriptor_1e915309f7ed52e5, []int{6} + DevStats []*DeviceStepStats `protobuf:"bytes,1,rep,name=dev_stats,json=devStats,proto3" json:"dev_stats,omitempty"` } -func (m *StepStats) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_StepStats.Unmarshal(m, b) -} -func (m *StepStats) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_StepStats.Marshal(b, m, deterministic) -} -func (m *StepStats) XXX_Merge(src proto.Message) { - xxx_messageInfo_StepStats.Merge(m, src) +func (x *StepStats) Reset() { + *x = StepStats{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[6] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *StepStats) XXX_Size() int { - return xxx_messageInfo_StepStats.Size(m) + +func (x *StepStats) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *StepStats) XXX_DiscardUnknown() { - xxx_messageInfo_StepStats.DiscardUnknown(m) + +func (*StepStats) ProtoMessage() {} + +func (x *StepStats) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_step_stats_proto_msgTypes[6] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_StepStats proto.InternalMessageInfo +// Deprecated: Use StepStats.ProtoReflect.Descriptor instead. +func (*StepStats) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_step_stats_proto_rawDescGZIP(), []int{6} +} -func (m *StepStats) GetDevStats() []*DeviceStepStats { - if m != nil { - return m.DevStats +func (x *StepStats) GetDevStats() []*DeviceStepStats { + if x != nil { + return x.DevStats } return nil } -func init() { - proto.RegisterType((*AllocationRecord)(nil), "tensorflow.AllocationRecord") - proto.RegisterType((*AllocatorMemoryUsed)(nil), "tensorflow.AllocatorMemoryUsed") - proto.RegisterType((*NodeOutput)(nil), "tensorflow.NodeOutput") - proto.RegisterType((*MemoryStats)(nil), "tensorflow.MemoryStats") - proto.RegisterType((*NodeExecStats)(nil), "tensorflow.NodeExecStats") - proto.RegisterType((*DeviceStepStats)(nil), "tensorflow.DeviceStepStats") - proto.RegisterType((*StepStats)(nil), "tensorflow.StepStats") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/step_stats.proto", 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file_tensorflow_core_framework_step_stats_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_step_stats_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_step_stats_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_step_stats_proto_rawDescData) + }) + return file_tensorflow_core_framework_step_stats_proto_rawDescData +} + +var file_tensorflow_core_framework_step_stats_proto_msgTypes = make([]protoimpl.MessageInfo, 7) +var file_tensorflow_core_framework_step_stats_proto_goTypes = []interface{}{ + (*AllocationRecord)(nil), // 0: tensorflow.AllocationRecord + (*AllocatorMemoryUsed)(nil), // 1: tensorflow.AllocatorMemoryUsed + (*NodeOutput)(nil), // 2: tensorflow.NodeOutput + (*MemoryStats)(nil), // 3: tensorflow.MemoryStats + (*NodeExecStats)(nil), // 4: tensorflow.NodeExecStats + (*DeviceStepStats)(nil), // 5: tensorflow.DeviceStepStats + (*StepStats)(nil), // 6: tensorflow.StepStats + (*TensorDescription)(nil), // 7: tensorflow.TensorDescription + (*AllocationDescription)(nil), // 8: tensorflow.AllocationDescription +} +var file_tensorflow_core_framework_step_stats_proto_depIdxs = []int32{ + 0, // 0: tensorflow.AllocatorMemoryUsed.allocation_records:type_name -> tensorflow.AllocationRecord + 7, // 1: tensorflow.NodeOutput.tensor_description:type_name -> tensorflow.TensorDescription + 1, // 2: tensorflow.NodeExecStats.memory:type_name -> tensorflow.AllocatorMemoryUsed + 2, // 3: tensorflow.NodeExecStats.output:type_name -> tensorflow.NodeOutput + 8, // 4: tensorflow.NodeExecStats.referenced_tensor:type_name -> tensorflow.AllocationDescription + 3, // 5: tensorflow.NodeExecStats.memory_stats:type_name -> tensorflow.MemoryStats + 4, // 6: tensorflow.DeviceStepStats.node_stats:type_name -> tensorflow.NodeExecStats + 5, // 7: tensorflow.StepStats.dev_stats:type_name -> tensorflow.DeviceStepStats + 8, // [8:8] is the sub-list for method output_type + 8, // [8:8] is the sub-list for method input_type + 8, // [8:8] is the sub-list for extension type_name + 8, // [8:8] is the sub-list for extension extendee + 0, // [0:8] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_step_stats_proto_init() } +func file_tensorflow_core_framework_step_stats_proto_init() { + if File_tensorflow_core_framework_step_stats_proto != nil { + return + } + file_tensorflow_core_framework_allocation_description_proto_init() + file_tensorflow_core_framework_tensor_description_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_step_stats_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*AllocationRecord); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_step_stats_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*AllocatorMemoryUsed); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_step_stats_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*NodeOutput); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_step_stats_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MemoryStats); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_step_stats_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*NodeExecStats); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_step_stats_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*DeviceStepStats); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_step_stats_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*StepStats); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_step_stats_proto_rawDesc, + NumEnums: 0, + NumMessages: 7, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_step_stats_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_step_stats_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_step_stats_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_step_stats_proto = out.File + file_tensorflow_core_framework_step_stats_proto_rawDesc = nil + file_tensorflow_core_framework_step_stats_proto_goTypes = nil + file_tensorflow_core_framework_step_stats_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/summary.pb.go b/tools/tf2openapi/generated/framework/summary.pb.go index 706eb91b04..2343a449c2 100644 --- a/tools/tf2openapi/generated/framework/summary.pb.go +++ b/tools/tf2openapi/generated/framework/summary.pb.go @@ -1,63 +1,71 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/summary.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Metadata associated with a series of Summary data type SummaryDescription struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Hint on how plugins should process the data in this series. // Supported values include "scalar", "histogram", "image", "audio" - TypeHint string `protobuf:"bytes,1,opt,name=type_hint,json=typeHint,proto3" json:"type_hint,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + TypeHint string `protobuf:"bytes,1,opt,name=type_hint,json=typeHint,proto3" json:"type_hint,omitempty"` } -func (m *SummaryDescription) Reset() { *m = SummaryDescription{} } -func (m *SummaryDescription) String() string { return proto.CompactTextString(m) } -func (*SummaryDescription) ProtoMessage() {} -func (*SummaryDescription) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{0} +func (x *SummaryDescription) Reset() { + *x = SummaryDescription{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *SummaryDescription) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_SummaryDescription.Unmarshal(m, b) -} -func (m *SummaryDescription) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_SummaryDescription.Marshal(b, m, deterministic) -} -func (m *SummaryDescription) XXX_Merge(src proto.Message) { - xxx_messageInfo_SummaryDescription.Merge(m, src) +func (x *SummaryDescription) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *SummaryDescription) XXX_Size() int { - return xxx_messageInfo_SummaryDescription.Size(m) -} -func (m *SummaryDescription) XXX_DiscardUnknown() { - xxx_messageInfo_SummaryDescription.DiscardUnknown(m) + +func (*SummaryDescription) ProtoMessage() {} + +func (x *SummaryDescription) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_SummaryDescription proto.InternalMessageInfo +// Deprecated: Use SummaryDescription.ProtoReflect.Descriptor instead. +func (*SummaryDescription) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{0} +} -func (m *SummaryDescription) GetTypeHint() string { - if m != nil { - return m.TypeHint +func (x *SummaryDescription) GetTypeHint() string { + if x != nil { + return x.TypeHint } return "" } @@ -65,6 +73,10 @@ func (m *SummaryDescription) GetTypeHint() string { // Serialization format for histogram module in // core/lib/histogram/histogram.h type HistogramProto struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + Min float64 `protobuf:"fixed64,1,opt,name=min,proto3" json:"min,omitempty"` Max float64 `protobuf:"fixed64,2,opt,name=max,proto3" json:"max,omitempty"` Num float64 `protobuf:"fixed64,3,opt,name=num,proto3" json:"num,omitempty"` @@ -73,85 +85,90 @@ type HistogramProto struct { // Parallel arrays encoding the bucket boundaries and the bucket values. // bucket(i) is the count for the bucket i. The range for // a bucket is: - // i == 0: -DBL_MAX .. bucket_limit(0) - // i != 0: bucket_limit(i-1) .. bucket_limit(i) - BucketLimit []float64 `protobuf:"fixed64,6,rep,packed,name=bucket_limit,json=bucketLimit,proto3" json:"bucket_limit,omitempty"` - Bucket []float64 `protobuf:"fixed64,7,rep,packed,name=bucket,proto3" json:"bucket,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *HistogramProto) Reset() { *m = HistogramProto{} } -func (m *HistogramProto) String() string { return proto.CompactTextString(m) } -func (*HistogramProto) ProtoMessage() {} -func (*HistogramProto) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{1} + // + // i == 0: -DBL_MAX .. bucket_limit(0) + // i != 0: bucket_limit(i-1) .. bucket_limit(i) + BucketLimit []float64 `protobuf:"fixed64,6,rep,packed,name=bucket_limit,json=bucketLimit,proto3" json:"bucket_limit,omitempty"` + Bucket []float64 `protobuf:"fixed64,7,rep,packed,name=bucket,proto3" json:"bucket,omitempty"` } -func (m *HistogramProto) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_HistogramProto.Unmarshal(m, b) -} -func (m *HistogramProto) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_HistogramProto.Marshal(b, m, deterministic) -} -func (m *HistogramProto) XXX_Merge(src proto.Message) { - xxx_messageInfo_HistogramProto.Merge(m, src) +func (x *HistogramProto) Reset() { + *x = HistogramProto{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *HistogramProto) XXX_Size() int { - return xxx_messageInfo_HistogramProto.Size(m) + +func (x *HistogramProto) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *HistogramProto) XXX_DiscardUnknown() { - xxx_messageInfo_HistogramProto.DiscardUnknown(m) + +func (*HistogramProto) ProtoMessage() {} + +func (x *HistogramProto) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_HistogramProto proto.InternalMessageInfo +// Deprecated: Use HistogramProto.ProtoReflect.Descriptor instead. +func (*HistogramProto) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{1} +} -func (m *HistogramProto) GetMin() float64 { - if m != nil { - return m.Min +func (x *HistogramProto) GetMin() float64 { + if x != nil { + return x.Min } return 0 } -func (m *HistogramProto) GetMax() float64 { - if m != nil { - return m.Max +func (x *HistogramProto) GetMax() float64 { + if x != nil { + return x.Max } return 0 } -func (m *HistogramProto) GetNum() float64 { - if m != nil { - return m.Num +func (x *HistogramProto) GetNum() float64 { + if x != nil { + return x.Num } return 0 } -func (m *HistogramProto) GetSum() float64 { - if m != nil { - return m.Sum +func (x *HistogramProto) GetSum() float64 { + if x != nil { + return x.Sum } return 0 } -func (m *HistogramProto) GetSumSquares() float64 { - if m != nil { - return m.SumSquares +func (x *HistogramProto) GetSumSquares() float64 { + if x != nil { + return x.SumSquares } return 0 } -func (m *HistogramProto) GetBucketLimit() []float64 { - if m != nil { - return m.BucketLimit +func (x *HistogramProto) GetBucketLimit() []float64 { + if x != nil { + return x.BucketLimit } return nil } -func (m *HistogramProto) GetBucket() []float64 { - if m != nil { - return m.Bucket +func (x *HistogramProto) GetBucket() []float64 { + if x != nil { + return x.Bucket } return nil } @@ -159,233 +176,270 @@ func (m *HistogramProto) GetBucket() []float64 { // A SummaryMetadata encapsulates information on which plugins are able to make // use of a certain summary value. type SummaryMetadata struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Data that associates a summary with a certain plugin. PluginData *SummaryMetadata_PluginData `protobuf:"bytes,1,opt,name=plugin_data,json=pluginData,proto3" json:"plugin_data,omitempty"` // Display name for viewing in TensorBoard. DisplayName string `protobuf:"bytes,2,opt,name=display_name,json=displayName,proto3" json:"display_name,omitempty"` // Longform readable description of the summary sequence. Markdown supported. - SummaryDescription string `protobuf:"bytes,3,opt,name=summary_description,json=summaryDescription,proto3" json:"summary_description,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + SummaryDescription string `protobuf:"bytes,3,opt,name=summary_description,json=summaryDescription,proto3" json:"summary_description,omitempty"` } -func (m *SummaryMetadata) Reset() { *m = SummaryMetadata{} } -func (m *SummaryMetadata) String() string { return proto.CompactTextString(m) } -func (*SummaryMetadata) ProtoMessage() {} -func (*SummaryMetadata) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{2} +func (x *SummaryMetadata) Reset() { + *x = SummaryMetadata{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *SummaryMetadata) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_SummaryMetadata.Unmarshal(m, b) -} -func (m *SummaryMetadata) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_SummaryMetadata.Marshal(b, m, deterministic) -} -func (m *SummaryMetadata) XXX_Merge(src proto.Message) { - xxx_messageInfo_SummaryMetadata.Merge(m, src) -} -func (m *SummaryMetadata) XXX_Size() int { - return xxx_messageInfo_SummaryMetadata.Size(m) +func (x *SummaryMetadata) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *SummaryMetadata) XXX_DiscardUnknown() { - xxx_messageInfo_SummaryMetadata.DiscardUnknown(m) + +func (*SummaryMetadata) ProtoMessage() {} + +func (x *SummaryMetadata) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_SummaryMetadata proto.InternalMessageInfo +// Deprecated: Use SummaryMetadata.ProtoReflect.Descriptor instead. +func (*SummaryMetadata) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{2} +} -func (m *SummaryMetadata) GetPluginData() *SummaryMetadata_PluginData { - if m != nil { - return m.PluginData +func (x *SummaryMetadata) GetPluginData() *SummaryMetadata_PluginData { + if x != nil { + return x.PluginData } return nil } -func (m *SummaryMetadata) GetDisplayName() string { - if m != nil { - return m.DisplayName +func (x *SummaryMetadata) GetDisplayName() string { + if x != nil { + return x.DisplayName } return "" } -func (m *SummaryMetadata) GetSummaryDescription() string { - if m != nil { - return m.SummaryDescription +func (x *SummaryMetadata) GetSummaryDescription() string { + if x != nil { + return x.SummaryDescription } return "" } -type SummaryMetadata_PluginData struct { - // The name of the plugin this data pertains to. - PluginName string `protobuf:"bytes,1,opt,name=plugin_name,json=pluginName,proto3" json:"plugin_name,omitempty"` - // The content to store for the plugin. The best practice is for this to be - // a binary serialized protocol buffer. - Content []byte `protobuf:"bytes,2,opt,name=content,proto3" json:"content,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} +// A Summary is a set of named values to be displayed by the +// visualizer. +// +// Summaries are produced regularly during training, as controlled by +// the "summary_interval_secs" attribute of the training operation. +// Summaries are also produced at the end of an evaluation. +type Summary struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *SummaryMetadata_PluginData) Reset() { *m = SummaryMetadata_PluginData{} } -func (m *SummaryMetadata_PluginData) String() string { return proto.CompactTextString(m) } -func (*SummaryMetadata_PluginData) ProtoMessage() {} -func (*SummaryMetadata_PluginData) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{2, 0} + // Set of values for the summary. + Value []*Summary_Value `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` } -func (m *SummaryMetadata_PluginData) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_SummaryMetadata_PluginData.Unmarshal(m, b) -} -func (m *SummaryMetadata_PluginData) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_SummaryMetadata_PluginData.Marshal(b, m, deterministic) -} -func (m *SummaryMetadata_PluginData) XXX_Merge(src proto.Message) { - xxx_messageInfo_SummaryMetadata_PluginData.Merge(m, src) -} -func (m *SummaryMetadata_PluginData) XXX_Size() int { - return xxx_messageInfo_SummaryMetadata_PluginData.Size(m) +func (x *Summary) Reset() { + *x = Summary{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *SummaryMetadata_PluginData) XXX_DiscardUnknown() { - xxx_messageInfo_SummaryMetadata_PluginData.DiscardUnknown(m) + +func (x *Summary) String() string { + return protoimpl.X.MessageStringOf(x) } -var xxx_messageInfo_SummaryMetadata_PluginData proto.InternalMessageInfo +func (*Summary) ProtoMessage() {} -func (m *SummaryMetadata_PluginData) GetPluginName() string { - if m != nil { - return m.PluginName +func (x *Summary) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return "" + return mi.MessageOf(x) } -func (m *SummaryMetadata_PluginData) GetContent() []byte { - if m != nil { - return m.Content +// Deprecated: Use Summary.ProtoReflect.Descriptor instead. +func (*Summary) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{3} +} + +func (x *Summary) GetValue() []*Summary_Value { + if x != nil { + return x.Value } return nil } -// A Summary is a set of named values to be displayed by the -// visualizer. -// -// Summaries are produced regularly during training, as controlled by -// the "summary_interval_secs" attribute of the training operation. -// Summaries are also produced at the end of an evaluation. -type Summary struct { - // Set of values for the summary. - Value []*Summary_Value `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} +type SummaryMetadata_PluginData struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *Summary) Reset() { *m = Summary{} } -func (m *Summary) String() string { return proto.CompactTextString(m) } -func (*Summary) ProtoMessage() {} -func (*Summary) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{3} + // The name of the plugin this data pertains to. + PluginName string `protobuf:"bytes,1,opt,name=plugin_name,json=pluginName,proto3" json:"plugin_name,omitempty"` + // The content to store for the plugin. The best practice is for this to be + // a binary serialized protocol buffer. + Content []byte `protobuf:"bytes,2,opt,name=content,proto3" json:"content,omitempty"` } -func (m *Summary) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_Summary.Unmarshal(m, b) -} -func (m *Summary) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_Summary.Marshal(b, m, deterministic) +func (x *SummaryMetadata_PluginData) Reset() { + *x = SummaryMetadata_PluginData{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[4] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *Summary) XXX_Merge(src proto.Message) { - xxx_messageInfo_Summary.Merge(m, src) + +func (x *SummaryMetadata_PluginData) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *Summary) XXX_Size() int { - return xxx_messageInfo_Summary.Size(m) + +func (*SummaryMetadata_PluginData) ProtoMessage() {} + +func (x *SummaryMetadata_PluginData) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[4] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -func (m *Summary) XXX_DiscardUnknown() { - xxx_messageInfo_Summary.DiscardUnknown(m) + +// Deprecated: Use SummaryMetadata_PluginData.ProtoReflect.Descriptor instead. +func (*SummaryMetadata_PluginData) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{2, 0} } -var xxx_messageInfo_Summary proto.InternalMessageInfo +func (x *SummaryMetadata_PluginData) GetPluginName() string { + if x != nil { + return x.PluginName + } + return "" +} -func (m *Summary) GetValue() []*Summary_Value { - if m != nil { - return m.Value +func (x *SummaryMetadata_PluginData) GetContent() []byte { + if x != nil { + return x.Content } return nil } type Summary_Image struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Dimensions of the image. Height int32 `protobuf:"varint,1,opt,name=height,proto3" json:"height,omitempty"` Width int32 `protobuf:"varint,2,opt,name=width,proto3" json:"width,omitempty"` // Valid colorspace values are - // 1 - grayscale - // 2 - grayscale + alpha - // 3 - RGB - // 4 - RGBA - // 5 - DIGITAL_YUV - // 6 - BGRA + // + // 1 - grayscale + // 2 - grayscale + alpha + // 3 - RGB + // 4 - RGBA + // 5 - DIGITAL_YUV + // 6 - BGRA Colorspace int32 `protobuf:"varint,3,opt,name=colorspace,proto3" json:"colorspace,omitempty"` // Image data in encoded format. All image formats supported by // image_codec::CoderUtil can be stored here. - EncodedImageString []byte `protobuf:"bytes,4,opt,name=encoded_image_string,json=encodedImageString,proto3" json:"encoded_image_string,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + EncodedImageString []byte `protobuf:"bytes,4,opt,name=encoded_image_string,json=encodedImageString,proto3" json:"encoded_image_string,omitempty"` } -func (m *Summary_Image) Reset() { *m = Summary_Image{} } -func (m *Summary_Image) String() string { return proto.CompactTextString(m) } -func (*Summary_Image) ProtoMessage() {} -func (*Summary_Image) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{3, 0} +func (x *Summary_Image) Reset() { + *x = Summary_Image{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[5] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *Summary_Image) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_Summary_Image.Unmarshal(m, b) -} -func (m *Summary_Image) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_Summary_Image.Marshal(b, m, deterministic) -} -func (m *Summary_Image) XXX_Merge(src proto.Message) { - xxx_messageInfo_Summary_Image.Merge(m, src) +func (x *Summary_Image) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *Summary_Image) XXX_Size() int { - return xxx_messageInfo_Summary_Image.Size(m) -} -func (m *Summary_Image) XXX_DiscardUnknown() { - xxx_messageInfo_Summary_Image.DiscardUnknown(m) + +func (*Summary_Image) ProtoMessage() {} + +func (x *Summary_Image) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[5] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_Summary_Image proto.InternalMessageInfo +// Deprecated: Use Summary_Image.ProtoReflect.Descriptor instead. +func (*Summary_Image) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{3, 0} +} -func (m *Summary_Image) GetHeight() int32 { - if m != nil { - return m.Height +func (x *Summary_Image) GetHeight() int32 { + if x != nil { + return x.Height } return 0 } -func (m *Summary_Image) GetWidth() int32 { - if m != nil { - return m.Width +func (x *Summary_Image) GetWidth() int32 { + if x != nil { + return x.Width } return 0 } -func (m *Summary_Image) GetColorspace() int32 { - if m != nil { - return m.Colorspace +func (x *Summary_Image) GetColorspace() int32 { + if x != nil { + return x.Colorspace } return 0 } -func (m *Summary_Image) GetEncodedImageString() []byte { - if m != nil { - return m.EncodedImageString +func (x *Summary_Image) GetEncodedImageString() []byte { + if x != nil { + return x.EncodedImageString } return nil } type Summary_Audio struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Sample rate of the audio in Hz. SampleRate float32 `protobuf:"fixed32,1,opt,name=sample_rate,json=sampleRate,proto3" json:"sample_rate,omitempty"` // Number of channels of audio. @@ -394,74 +448,82 @@ type Summary_Audio struct { LengthFrames int64 `protobuf:"varint,3,opt,name=length_frames,json=lengthFrames,proto3" json:"length_frames,omitempty"` // Encoded audio data and its associated RFC 2045 content type (e.g. // "audio/wav"). - EncodedAudioString []byte `protobuf:"bytes,4,opt,name=encoded_audio_string,json=encodedAudioString,proto3" json:"encoded_audio_string,omitempty"` - ContentType string `protobuf:"bytes,5,opt,name=content_type,json=contentType,proto3" json:"content_type,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + EncodedAudioString []byte `protobuf:"bytes,4,opt,name=encoded_audio_string,json=encodedAudioString,proto3" json:"encoded_audio_string,omitempty"` + ContentType string `protobuf:"bytes,5,opt,name=content_type,json=contentType,proto3" json:"content_type,omitempty"` } -func (m *Summary_Audio) Reset() { *m = Summary_Audio{} } -func (m *Summary_Audio) String() string { return proto.CompactTextString(m) } -func (*Summary_Audio) ProtoMessage() {} -func (*Summary_Audio) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{3, 1} +func (x *Summary_Audio) Reset() { + *x = Summary_Audio{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[6] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *Summary_Audio) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_Summary_Audio.Unmarshal(m, b) -} -func (m *Summary_Audio) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_Summary_Audio.Marshal(b, m, deterministic) +func (x *Summary_Audio) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *Summary_Audio) XXX_Merge(src proto.Message) { - xxx_messageInfo_Summary_Audio.Merge(m, src) -} -func (m *Summary_Audio) XXX_Size() int { - return xxx_messageInfo_Summary_Audio.Size(m) -} -func (m *Summary_Audio) XXX_DiscardUnknown() { - xxx_messageInfo_Summary_Audio.DiscardUnknown(m) + +func (*Summary_Audio) ProtoMessage() {} + +func (x *Summary_Audio) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[6] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_Summary_Audio proto.InternalMessageInfo +// Deprecated: Use Summary_Audio.ProtoReflect.Descriptor instead. +func (*Summary_Audio) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{3, 1} +} -func (m *Summary_Audio) GetSampleRate() float32 { - if m != nil { - return m.SampleRate +func (x *Summary_Audio) GetSampleRate() float32 { + if x != nil { + return x.SampleRate } return 0 } -func (m *Summary_Audio) GetNumChannels() int64 { - if m != nil { - return m.NumChannels +func (x *Summary_Audio) GetNumChannels() int64 { + if x != nil { + return x.NumChannels } return 0 } -func (m *Summary_Audio) GetLengthFrames() int64 { - if m != nil { - return m.LengthFrames +func (x *Summary_Audio) GetLengthFrames() int64 { + if x != nil { + return x.LengthFrames } return 0 } -func (m *Summary_Audio) GetEncodedAudioString() []byte { - if m != nil { - return m.EncodedAudioString +func (x *Summary_Audio) GetEncodedAudioString() []byte { + if x != nil { + return x.EncodedAudioString } return nil } -func (m *Summary_Audio) GetContentType() string { - if m != nil { - return m.ContentType +func (x *Summary_Audio) GetContentType() string { + if x != nil { + return x.ContentType } return "" } type Summary_Value struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // This field is deprecated and will not be set. NodeName string `protobuf:"bytes,7,opt,name=node_name,json=nodeName,proto3" json:"node_name,omitempty"` // Tag name for the data. Used by TensorBoard plugins to organize data. Tags @@ -476,61 +538,115 @@ type Summary_Value struct { Metadata *SummaryMetadata `protobuf:"bytes,9,opt,name=metadata,proto3" json:"metadata,omitempty"` // Value associated with the tag. // - // Types that are valid to be assigned to Value: + // Types that are assignable to Value: + // // *Summary_Value_SimpleValue // *Summary_Value_ObsoleteOldStyleHistogram // *Summary_Value_Image // *Summary_Value_Histo // *Summary_Value_Audio // *Summary_Value_Tensor - Value isSummary_Value_Value `protobuf_oneof:"value"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Value isSummary_Value_Value `protobuf_oneof:"value"` } -func (m *Summary_Value) Reset() { *m = Summary_Value{} } -func (m *Summary_Value) String() string { return proto.CompactTextString(m) } -func (*Summary_Value) ProtoMessage() {} -func (*Summary_Value) Descriptor() ([]byte, []int) { - return fileDescriptor_80d4b41d3e8d8b09, []int{3, 2} +func (x *Summary_Value) Reset() { + *x = Summary_Value{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[7] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *Summary_Value) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_Summary_Value.Unmarshal(m, b) +func (x *Summary_Value) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *Summary_Value) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_Summary_Value.Marshal(b, m, deterministic) + +func (*Summary_Value) ProtoMessage() {} + +func (x *Summary_Value) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_summary_proto_msgTypes[7] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -func (m *Summary_Value) XXX_Merge(src proto.Message) { - xxx_messageInfo_Summary_Value.Merge(m, src) + +// Deprecated: Use Summary_Value.ProtoReflect.Descriptor instead. +func (*Summary_Value) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_summary_proto_rawDescGZIP(), []int{3, 2} } -func (m *Summary_Value) XXX_Size() int { - return xxx_messageInfo_Summary_Value.Size(m) + +func (x *Summary_Value) GetNodeName() string { + if x != nil { + return x.NodeName + } + return "" } -func (m *Summary_Value) XXX_DiscardUnknown() { - xxx_messageInfo_Summary_Value.DiscardUnknown(m) + +func (x *Summary_Value) GetTag() string { + if x != nil { + return x.Tag + } + return "" } -var xxx_messageInfo_Summary_Value proto.InternalMessageInfo +func (x *Summary_Value) GetMetadata() *SummaryMetadata { + if x != nil { + return x.Metadata + } + return nil +} -func (m *Summary_Value) GetNodeName() string { +func (m *Summary_Value) GetValue() isSummary_Value_Value { if m != nil { - return m.NodeName + return m.Value } - return "" + return nil } -func (m *Summary_Value) GetTag() string { - if m != nil { - return m.Tag +func (x *Summary_Value) GetSimpleValue() float32 { + if x, ok := x.GetValue().(*Summary_Value_SimpleValue); ok { + return x.SimpleValue } - return "" + return 0 } -func (m *Summary_Value) GetMetadata() *SummaryMetadata { - if m != nil { - return m.Metadata +func (x *Summary_Value) GetObsoleteOldStyleHistogram() []byte { + if x, ok := x.GetValue().(*Summary_Value_ObsoleteOldStyleHistogram); ok { + return x.ObsoleteOldStyleHistogram + } + return nil +} + +func (x *Summary_Value) GetImage() *Summary_Image { + if x, ok := x.GetValue().(*Summary_Value_Image); ok { + return x.Image + } + return nil +} + +func (x *Summary_Value) GetHisto() *HistogramProto { + if x, ok := x.GetValue().(*Summary_Value_Histo); ok { + return x.Histo + } + return nil +} + +func (x *Summary_Value) GetAudio() *Summary_Audio { + if x, ok := x.GetValue().(*Summary_Value_Audio); ok { + return x.Audio + } + return nil +} + +func 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file_tensorflow_core_framework_summary_proto_rawDescData = file_tensorflow_core_framework_summary_proto_rawDesc +) -// XXX_OneofWrappers is for the internal use of the proto package. -func (*Summary_Value) XXX_OneofWrappers() []interface{} { - return []interface{}{ +func file_tensorflow_core_framework_summary_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_summary_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_summary_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_summary_proto_rawDescData) + }) + return file_tensorflow_core_framework_summary_proto_rawDescData +} + +var file_tensorflow_core_framework_summary_proto_msgTypes = make([]protoimpl.MessageInfo, 8) +var file_tensorflow_core_framework_summary_proto_goTypes = []interface{}{ + (*SummaryDescription)(nil), // 0: tensorflow.SummaryDescription + (*HistogramProto)(nil), // 1: tensorflow.HistogramProto + (*SummaryMetadata)(nil), // 2: tensorflow.SummaryMetadata + (*Summary)(nil), // 3: tensorflow.Summary + (*SummaryMetadata_PluginData)(nil), // 4: tensorflow.SummaryMetadata.PluginData + (*Summary_Image)(nil), // 5: tensorflow.Summary.Image + (*Summary_Audio)(nil), // 6: tensorflow.Summary.Audio + (*Summary_Value)(nil), // 7: tensorflow.Summary.Value + (*TensorProto)(nil), // 8: tensorflow.TensorProto +} +var file_tensorflow_core_framework_summary_proto_depIdxs = []int32{ + 4, // 0: tensorflow.SummaryMetadata.plugin_data:type_name -> tensorflow.SummaryMetadata.PluginData + 7, // 1: tensorflow.Summary.value:type_name -> tensorflow.Summary.Value + 2, // 2: tensorflow.Summary.Value.metadata:type_name -> tensorflow.SummaryMetadata + 5, // 3: tensorflow.Summary.Value.image:type_name -> tensorflow.Summary.Image + 1, // 4: tensorflow.Summary.Value.histo:type_name -> tensorflow.HistogramProto + 6, // 5: tensorflow.Summary.Value.audio:type_name -> tensorflow.Summary.Audio + 8, // 6: tensorflow.Summary.Value.tensor:type_name -> tensorflow.TensorProto + 7, // [7:7] is the sub-list for method output_type + 7, // [7:7] is the sub-list for method input_type + 7, // [7:7] is the sub-list for extension type_name + 7, // [7:7] is the sub-list for extension extendee + 0, // [0:7] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_summary_proto_init() } +func file_tensorflow_core_framework_summary_proto_init() { + if File_tensorflow_core_framework_summary_proto != nil { + return + } + file_tensorflow_core_framework_tensor_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_summary_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*SummaryDescription); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*HistogramProto); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*SummaryMetadata); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*Summary); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*SummaryMetadata_PluginData); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*Summary_Image); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*Summary_Audio); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*Summary_Value); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + file_tensorflow_core_framework_summary_proto_msgTypes[7].OneofWrappers = []interface{}{ (*Summary_Value_SimpleValue)(nil), (*Summary_Value_ObsoleteOldStyleHistogram)(nil), (*Summary_Value_Image)(nil), @@ -634,72 +943,22 @@ func (*Summary_Value) XXX_OneofWrappers() []interface{} { (*Summary_Value_Audio)(nil), (*Summary_Value_Tensor)(nil), } -} - -func init() { - proto.RegisterType((*SummaryDescription)(nil), "tensorflow.SummaryDescription") - proto.RegisterType((*HistogramProto)(nil), "tensorflow.HistogramProto") - proto.RegisterType((*SummaryMetadata)(nil), "tensorflow.SummaryMetadata") - proto.RegisterType((*SummaryMetadata_PluginData)(nil), "tensorflow.SummaryMetadata.PluginData") - proto.RegisterType((*Summary)(nil), "tensorflow.Summary") - proto.RegisterType((*Summary_Image)(nil), "tensorflow.Summary.Image") - proto.RegisterType((*Summary_Audio)(nil), "tensorflow.Summary.Audio") - proto.RegisterType((*Summary_Value)(nil), "tensorflow.Summary.Value") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/summary.proto", fileDescriptor_80d4b41d3e8d8b09) -} - -var 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file_tensorflow_core_framework_summary_proto_rawDesc, + NumEnums: 0, + NumMessages: 8, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_summary_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_summary_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_summary_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_summary_proto = out.File + file_tensorflow_core_framework_summary_proto_rawDesc = nil + file_tensorflow_core_framework_summary_proto_goTypes = nil + file_tensorflow_core_framework_summary_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/tensor.pb.go b/tools/tf2openapi/generated/framework/tensor.pb.go index 2e895c4746..5e677328b5 100644 --- a/tools/tf2openapi/generated/framework/tensor.pb.go +++ b/tools/tf2openapi/generated/framework/tensor.pb.go @@ -1,27 +1,31 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/tensor.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Protocol buffer representing a tensor. type TensorProto struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + Dtype DataType `protobuf:"varint,1,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` // Shape of the tensor. TODO(touts): sort out the 0-rank issues. TensorShape *TensorShapeProto `protobuf:"bytes,2,opt,name=tensor_shape,json=tensorShape,proto3" json:"tensor_shape,omitempty"` @@ -65,260 +69,388 @@ type TensorProto struct { // DT_UINT32 Uint32Val []uint32 `protobuf:"varint,16,rep,packed,name=uint32_val,json=uint32Val,proto3" json:"uint32_val,omitempty"` // DT_UINT64 - Uint64Val []uint64 `protobuf:"varint,17,rep,packed,name=uint64_val,json=uint64Val,proto3" json:"uint64_val,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Uint64Val []uint64 `protobuf:"varint,17,rep,packed,name=uint64_val,json=uint64Val,proto3" json:"uint64_val,omitempty"` } -func (m *TensorProto) Reset() { *m = TensorProto{} } -func (m *TensorProto) String() string { return proto.CompactTextString(m) } -func (*TensorProto) ProtoMessage() {} -func (*TensorProto) Descriptor() ([]byte, []int) { - return fileDescriptor_efa68180bc31e4fc, []int{0} +func (x *TensorProto) Reset() { + *x = TensorProto{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_tensor_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorProto) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorProto.Unmarshal(m, b) -} -func (m *TensorProto) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorProto.Marshal(b, m, deterministic) -} -func (m *TensorProto) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorProto.Merge(m, src) +func (x *TensorProto) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *TensorProto) XXX_Size() int { - return xxx_messageInfo_TensorProto.Size(m) -} -func (m *TensorProto) XXX_DiscardUnknown() { - xxx_messageInfo_TensorProto.DiscardUnknown(m) + +func (*TensorProto) ProtoMessage() {} + +func (x *TensorProto) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_tensor_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_TensorProto proto.InternalMessageInfo +// Deprecated: Use TensorProto.ProtoReflect.Descriptor instead. +func (*TensorProto) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_tensor_proto_rawDescGZIP(), []int{0} +} -func (m *TensorProto) GetDtype() DataType { - if m != nil { - return m.Dtype +func (x *TensorProto) GetDtype() DataType { + if x != nil { + return x.Dtype } return DataType_DT_INVALID } -func (m *TensorProto) GetTensorShape() *TensorShapeProto { - if m != nil { - return m.TensorShape +func (x *TensorProto) GetTensorShape() *TensorShapeProto { + if x != nil { + return x.TensorShape } return nil } -func (m *TensorProto) GetVersionNumber() int32 { - if m != nil { - return m.VersionNumber +func (x *TensorProto) GetVersionNumber() int32 { + if x != nil { + return x.VersionNumber } return 0 } -func (m *TensorProto) GetTensorContent() []byte { - if m != nil { - return m.TensorContent +func (x *TensorProto) GetTensorContent() []byte { + if x != nil { + return x.TensorContent } return nil } -func (m *TensorProto) GetHalfVal() []int32 { - if m != nil { - return m.HalfVal +func (x *TensorProto) GetHalfVal() []int32 { + if x != nil { + return x.HalfVal } return nil } -func (m *TensorProto) GetFloatVal() []float32 { - if m != nil { - return m.FloatVal +func (x *TensorProto) GetFloatVal() []float32 { + if x != nil { + return x.FloatVal } return nil } -func (m *TensorProto) GetDoubleVal() []float64 { - if m != nil { - return m.DoubleVal +func (x *TensorProto) GetDoubleVal() []float64 { + if x != nil { + return x.DoubleVal } return nil } -func (m *TensorProto) GetIntVal() []int32 { - if m != nil { - return m.IntVal +func (x *TensorProto) GetIntVal() []int32 { + if x != nil { + return x.IntVal } return nil } -func (m *TensorProto) GetStringVal() [][]byte { - if m != nil { - return m.StringVal +func (x *TensorProto) GetStringVal() [][]byte { + if x != nil { + return x.StringVal } return nil } -func (m *TensorProto) GetScomplexVal() []float32 { - if m != nil { - return m.ScomplexVal +func (x *TensorProto) GetScomplexVal() []float32 { + if x != nil { + return x.ScomplexVal } return nil } -func (m *TensorProto) GetInt64Val() []int64 { - if m != nil { - return m.Int64Val +func (x *TensorProto) GetInt64Val() []int64 { + if x != nil { + return x.Int64Val } return nil } -func (m *TensorProto) GetBoolVal() []bool { - if m != nil { - return m.BoolVal +func (x *TensorProto) GetBoolVal() []bool { + if x != nil { + return x.BoolVal } return nil } -func (m *TensorProto) GetDcomplexVal() []float64 { - if m != nil { - return m.DcomplexVal +func (x *TensorProto) GetDcomplexVal() []float64 { + if x != nil { + return x.DcomplexVal } return nil } -func (m *TensorProto) GetResourceHandleVal() []*ResourceHandleProto { - if m != nil { - return m.ResourceHandleVal +func (x *TensorProto) GetResourceHandleVal() []*ResourceHandleProto { + if x != nil { + return x.ResourceHandleVal } return nil } -func (m *TensorProto) GetVariantVal() []*VariantTensorDataProto { - if m != nil { - return m.VariantVal +func (x *TensorProto) GetVariantVal() []*VariantTensorDataProto { + if x != nil { + return x.VariantVal } return nil } -func (m *TensorProto) GetUint32Val() []uint32 { - if m != nil { - return m.Uint32Val +func (x *TensorProto) GetUint32Val() []uint32 { + if x != nil { + return x.Uint32Val } return nil } -func (m *TensorProto) GetUint64Val() []uint64 { - if m != nil { - return m.Uint64Val +func (x *TensorProto) GetUint64Val() []uint64 { + if x != nil { + return x.Uint64Val } return nil } // Protocol buffer representing the serialization format of DT_VARIANT tensors. type VariantTensorDataProto struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Name of the type of objects being serialized. TypeName string `protobuf:"bytes,1,opt,name=type_name,json=typeName,proto3" json:"type_name,omitempty"` // Portions of the object that are not Tensors. Metadata []byte `protobuf:"bytes,2,opt,name=metadata,proto3" json:"metadata,omitempty"` // Tensors contained within objects being serialized. - Tensors []*TensorProto `protobuf:"bytes,3,rep,name=tensors,proto3" json:"tensors,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Tensors []*TensorProto `protobuf:"bytes,3,rep,name=tensors,proto3" json:"tensors,omitempty"` } -func (m *VariantTensorDataProto) Reset() { *m = VariantTensorDataProto{} } -func (m *VariantTensorDataProto) String() string { return proto.CompactTextString(m) } -func (*VariantTensorDataProto) ProtoMessage() {} -func (*VariantTensorDataProto) Descriptor() ([]byte, []int) { - return fileDescriptor_efa68180bc31e4fc, []int{1} +func (x *VariantTensorDataProto) Reset() { + *x = VariantTensorDataProto{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_tensor_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *VariantTensorDataProto) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_VariantTensorDataProto.Unmarshal(m, b) -} -func (m *VariantTensorDataProto) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_VariantTensorDataProto.Marshal(b, m, deterministic) -} -func (m *VariantTensorDataProto) XXX_Merge(src proto.Message) { - xxx_messageInfo_VariantTensorDataProto.Merge(m, src) +func (x *VariantTensorDataProto) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *VariantTensorDataProto) XXX_Size() int { - return xxx_messageInfo_VariantTensorDataProto.Size(m) -} -func (m *VariantTensorDataProto) XXX_DiscardUnknown() { - xxx_messageInfo_VariantTensorDataProto.DiscardUnknown(m) + +func (*VariantTensorDataProto) ProtoMessage() {} + +func (x *VariantTensorDataProto) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_tensor_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_VariantTensorDataProto proto.InternalMessageInfo +// Deprecated: Use VariantTensorDataProto.ProtoReflect.Descriptor instead. +func (*VariantTensorDataProto) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_tensor_proto_rawDescGZIP(), []int{1} +} -func (m *VariantTensorDataProto) GetTypeName() string { - if m != nil { - return m.TypeName +func (x *VariantTensorDataProto) GetTypeName() string { + if x != nil { + return x.TypeName } return "" } -func (m *VariantTensorDataProto) GetMetadata() []byte { - if m != nil { - return m.Metadata +func (x *VariantTensorDataProto) GetMetadata() []byte { + if x != nil { + return x.Metadata } return nil } -func (m *VariantTensorDataProto) 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file_tensorflow_core_framework_tensor_proto_goTypes = []interface{}{ + (*TensorProto)(nil), // 0: tensorflow.TensorProto + (*VariantTensorDataProto)(nil), // 1: tensorflow.VariantTensorDataProto + (DataType)(0), // 2: tensorflow.DataType + (*TensorShapeProto)(nil), // 3: tensorflow.TensorShapeProto + (*ResourceHandleProto)(nil), // 4: tensorflow.ResourceHandleProto +} +var file_tensorflow_core_framework_tensor_proto_depIdxs = []int32{ + 2, // 0: tensorflow.TensorProto.dtype:type_name -> tensorflow.DataType + 3, // 1: tensorflow.TensorProto.tensor_shape:type_name -> tensorflow.TensorShapeProto + 4, // 2: tensorflow.TensorProto.resource_handle_val:type_name -> tensorflow.ResourceHandleProto + 1, // 3: tensorflow.TensorProto.variant_val:type_name -> tensorflow.VariantTensorDataProto + 0, // 4: tensorflow.VariantTensorDataProto.tensors:type_name -> tensorflow.TensorProto + 5, // [5:5] is the sub-list for method output_type + 5, // [5:5] is the sub-list for method input_type + 5, // [5:5] is the sub-list for extension type_name + 5, // [5:5] is the sub-list for extension extendee + 0, // [0:5] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_tensor_proto_init() } +func file_tensorflow_core_framework_tensor_proto_init() { + if File_tensorflow_core_framework_tensor_proto != nil { + return + } + file_tensorflow_core_framework_resource_handle_proto_init() + file_tensorflow_core_framework_tensor_shape_proto_init() + file_tensorflow_core_framework_types_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_tensor_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*TensorProto); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_tensor_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*VariantTensorDataProto); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_tensor_proto_rawDesc, + NumEnums: 0, + NumMessages: 2, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_tensor_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_tensor_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_tensor_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_tensor_proto = out.File + file_tensorflow_core_framework_tensor_proto_rawDesc = nil + file_tensorflow_core_framework_tensor_proto_goTypes = nil + file_tensorflow_core_framework_tensor_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/tensor_description.pb.go b/tools/tf2openapi/generated/framework/tensor_description.pb.go index 1a1e9ec907..8237f625ed 100644 --- a/tools/tf2openapi/generated/framework/tensor_description.pb.go +++ b/tools/tf2openapi/generated/framework/tensor_description.pb.go @@ -1,107 +1,198 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/tensor_description.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) type TensorDescription struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Data type of tensor elements Dtype DataType `protobuf:"varint,1,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` // Shape of the tensor. Shape *TensorShapeProto `protobuf:"bytes,2,opt,name=shape,proto3" json:"shape,omitempty"` // Information about the size and allocator used for the data AllocationDescription *AllocationDescription `protobuf:"bytes,4,opt,name=allocation_description,json=allocationDescription,proto3" json:"allocation_description,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` } -func (m *TensorDescription) Reset() { *m = TensorDescription{} } -func (m *TensorDescription) String() string { return proto.CompactTextString(m) } -func (*TensorDescription) ProtoMessage() {} -func (*TensorDescription) Descriptor() ([]byte, []int) { - return fileDescriptor_aa203ffb9e427669, []int{0} +func (x *TensorDescription) Reset() { + *x = TensorDescription{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_tensor_description_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorDescription) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorDescription.Unmarshal(m, b) -} -func (m *TensorDescription) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorDescription.Marshal(b, m, deterministic) +func (x *TensorDescription) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *TensorDescription) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorDescription.Merge(m, src) -} -func (m *TensorDescription) XXX_Size() int { - return xxx_messageInfo_TensorDescription.Size(m) -} -func (m *TensorDescription) XXX_DiscardUnknown() { - xxx_messageInfo_TensorDescription.DiscardUnknown(m) + +func (*TensorDescription) ProtoMessage() {} + +func (x *TensorDescription) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_tensor_description_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_TensorDescription proto.InternalMessageInfo +// Deprecated: Use TensorDescription.ProtoReflect.Descriptor instead. +func (*TensorDescription) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_tensor_description_proto_rawDescGZIP(), []int{0} +} -func (m *TensorDescription) GetDtype() DataType { - if m != nil { - return m.Dtype +func (x *TensorDescription) GetDtype() DataType { + if x != nil { + return x.Dtype } return DataType_DT_INVALID } -func (m *TensorDescription) GetShape() *TensorShapeProto { - if m != nil { - return m.Shape +func (x *TensorDescription) GetShape() *TensorShapeProto { + if x != nil { + return x.Shape } return nil } -func (m *TensorDescription) GetAllocationDescription() *AllocationDescription { - if m != nil { - return m.AllocationDescription +func (x *TensorDescription) GetAllocationDescription() *AllocationDescription { + if x != nil { + return x.AllocationDescription } return nil } -func init() { - proto.RegisterType((*TensorDescription)(nil), "tensorflow.TensorDescription") +var File_tensorflow_core_framework_tensor_description_proto protoreflect.FileDescriptor + +var file_tensorflow_core_framework_tensor_description_proto_rawDesc = []byte{ + 0x0a, 0x32, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x5f, 0x64, 0x65, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x2e, 0x70, + 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x0a, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, + 0x1a, 0x25, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x74, 0x79, 0x70, 0x65, + 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x1a, 0x2c, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, + 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, + 0x72, 0x6b, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x5f, 0x73, 0x68, 0x61, 0x70, 0x65, 0x2e, + 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x1a, 0x36, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, + 0x77, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, + 0x2f, 0x61, 0x6c, 0x6c, 0x6f, 0x63, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f, 0x64, 0x65, 0x73, 0x63, + 0x72, 0x69, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x22, 0xcd, 0x01, + 0x0a, 0x11, 0x54, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x44, 0x65, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, + 0x69, 0x6f, 0x6e, 0x12, 0x2a, 0x0a, 0x05, 0x64, 0x74, 0x79, 0x70, 0x65, 0x18, 0x01, 0x20, 0x01, + 0x28, 0x0e, 0x32, 0x14, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, + 0x44, 0x61, 0x74, 0x61, 0x54, 0x79, 0x70, 0x65, 0x52, 0x05, 0x64, 0x74, 0x79, 0x70, 0x65, 0x12, + 0x32, 0x0a, 0x05, 0x73, 0x68, 0x61, 0x70, 0x65, 0x18, 0x02, 0x20, 0x01, 0x28, 0x0b, 0x32, 0x1c, + 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x54, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x53, 0x68, 0x61, 0x70, 0x65, 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x52, 0x05, 0x73, 0x68, + 0x61, 0x70, 0x65, 0x12, 0x58, 0x0a, 0x16, 0x61, 0x6c, 0x6c, 0x6f, 0x63, 0x61, 0x74, 0x69, 0x6f, + 0x6e, 0x5f, 0x64, 0x65, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x18, 0x04, 0x20, + 0x01, 0x28, 0x0b, 0x32, 0x21, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, + 0x2e, 0x41, 0x6c, 0x6c, 0x6f, 0x63, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x44, 0x65, 0x73, 0x63, 0x72, + 0x69, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x52, 0x15, 0x61, 0x6c, 0x6c, 0x6f, 0x63, 0x61, 0x74, 0x69, + 0x6f, 0x6e, 0x44, 0x65, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x42, 0x77, 0x0a, + 0x18, 0x6f, 0x72, 0x67, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, + 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x42, 0x17, 0x54, 0x65, 0x6e, 0x73, 0x6f, + 0x72, 0x44, 0x65, 0x73, 0x63, 0x72, 0x69, 0x70, 0x74, 0x69, 0x6f, 0x6e, 0x50, 0x72, 0x6f, 0x74, + 0x6f, 0x73, 0x50, 0x01, 0x5a, 0x3d, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, + 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, + 0x77, 0x2f, 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, + 0x6f, 0x72, 0x6b, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, +} + +var ( + file_tensorflow_core_framework_tensor_description_proto_rawDescOnce sync.Once + file_tensorflow_core_framework_tensor_description_proto_rawDescData = file_tensorflow_core_framework_tensor_description_proto_rawDesc +) + +func file_tensorflow_core_framework_tensor_description_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_tensor_description_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_tensor_description_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_tensor_description_proto_rawDescData) + }) + return file_tensorflow_core_framework_tensor_description_proto_rawDescData } -func init() { - proto.RegisterFile("tensorflow/core/framework/tensor_description.proto", fileDescriptor_aa203ffb9e427669) +var file_tensorflow_core_framework_tensor_description_proto_msgTypes = make([]protoimpl.MessageInfo, 1) +var file_tensorflow_core_framework_tensor_description_proto_goTypes = []interface{}{ + (*TensorDescription)(nil), // 0: tensorflow.TensorDescription + (DataType)(0), // 1: tensorflow.DataType + (*TensorShapeProto)(nil), // 2: tensorflow.TensorShapeProto + (*AllocationDescription)(nil), // 3: tensorflow.AllocationDescription +} +var file_tensorflow_core_framework_tensor_description_proto_depIdxs = []int32{ + 1, // 0: tensorflow.TensorDescription.dtype:type_name -> tensorflow.DataType + 2, // 1: tensorflow.TensorDescription.shape:type_name -> tensorflow.TensorShapeProto + 3, // 2: tensorflow.TensorDescription.allocation_description:type_name -> tensorflow.AllocationDescription + 3, // [3:3] is the sub-list for method output_type + 3, // [3:3] is the sub-list for method input_type + 3, // [3:3] is the sub-list for extension type_name + 3, // [3:3] is the sub-list for extension extendee + 0, // [0:3] is the sub-list for field type_name } -var fileDescriptor_aa203ffb9e427669 = []byte{ - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/tensor_shape.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Dimensions of a tensor. type TensorShapeProto struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Dimensions of the tensor, such as {"input", 30}, {"output", 40} // for a 30 x 40 2D tensor. If an entry has size -1, this // corresponds to a dimension of unknown size. The names are @@ -39,53 +45,61 @@ type TensorShapeProto struct { // If true, the number of dimensions in the shape is unknown. // // If true, "dim.size()" must be 0. - UnknownRank bool `protobuf:"varint,3,opt,name=unknown_rank,json=unknownRank,proto3" json:"unknown_rank,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + UnknownRank bool `protobuf:"varint,3,opt,name=unknown_rank,json=unknownRank,proto3" json:"unknown_rank,omitempty"` } -func (m *TensorShapeProto) Reset() { *m = TensorShapeProto{} } -func (m *TensorShapeProto) String() string { return proto.CompactTextString(m) } -func (*TensorShapeProto) ProtoMessage() {} -func (*TensorShapeProto) Descriptor() ([]byte, []int) { - return fileDescriptor_cd43873e75c1f7ac, []int{0} +func (x *TensorShapeProto) Reset() { + *x = TensorShapeProto{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_tensor_shape_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorShapeProto) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorShapeProto.Unmarshal(m, b) -} -func (m *TensorShapeProto) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorShapeProto.Marshal(b, m, deterministic) -} -func (m *TensorShapeProto) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorShapeProto.Merge(m, src) +func (x *TensorShapeProto) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *TensorShapeProto) XXX_Size() int { - return xxx_messageInfo_TensorShapeProto.Size(m) -} -func (m *TensorShapeProto) XXX_DiscardUnknown() { - xxx_messageInfo_TensorShapeProto.DiscardUnknown(m) + +func (*TensorShapeProto) ProtoMessage() {} + +func (x *TensorShapeProto) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_tensor_shape_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_TensorShapeProto proto.InternalMessageInfo +// Deprecated: Use TensorShapeProto.ProtoReflect.Descriptor instead. +func (*TensorShapeProto) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_tensor_shape_proto_rawDescGZIP(), []int{0} +} -func (m *TensorShapeProto) GetDim() []*TensorShapeProto_Dim { - if m != nil { - return m.Dim +func (x *TensorShapeProto) GetDim() []*TensorShapeProto_Dim { + if x != nil { + return x.Dim } return nil } -func (m *TensorShapeProto) GetUnknownRank() bool { - if m != nil { - return m.UnknownRank +func (x *TensorShapeProto) GetUnknownRank() bool { + if x != nil { + return x.UnknownRank } return false } // One dimension of the tensor. type TensorShapeProto_Dim struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Size of the tensor in that dimension. // This value must be >= -1, but values of -1 are reserved for "unknown" // shapes (values of -1 mean "unknown" dimension). Certain wrappers @@ -93,75 +107,154 @@ type TensorShapeProto_Dim struct { // a TensorShapeProto containing a dim value of -1. Size int64 `protobuf:"varint,1,opt,name=size,proto3" json:"size,omitempty"` // Optional name of the tensor dimension. - Name string `protobuf:"bytes,2,opt,name=name,proto3" json:"name,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Name string `protobuf:"bytes,2,opt,name=name,proto3" json:"name,omitempty"` } -func (m *TensorShapeProto_Dim) Reset() { *m = TensorShapeProto_Dim{} } -func (m *TensorShapeProto_Dim) String() string { return proto.CompactTextString(m) } -func (*TensorShapeProto_Dim) ProtoMessage() {} -func (*TensorShapeProto_Dim) Descriptor() ([]byte, []int) { - return fileDescriptor_cd43873e75c1f7ac, []int{0, 0} +func (x *TensorShapeProto_Dim) Reset() { + *x = TensorShapeProto_Dim{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_tensor_shape_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorShapeProto_Dim) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorShapeProto_Dim.Unmarshal(m, b) -} -func (m *TensorShapeProto_Dim) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorShapeProto_Dim.Marshal(b, m, deterministic) -} -func (m *TensorShapeProto_Dim) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorShapeProto_Dim.Merge(m, src) +func (x *TensorShapeProto_Dim) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *TensorShapeProto_Dim) XXX_Size() int { - return xxx_messageInfo_TensorShapeProto_Dim.Size(m) -} -func (m *TensorShapeProto_Dim) XXX_DiscardUnknown() { - xxx_messageInfo_TensorShapeProto_Dim.DiscardUnknown(m) + +func (*TensorShapeProto_Dim) ProtoMessage() {} + +func (x *TensorShapeProto_Dim) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_tensor_shape_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_TensorShapeProto_Dim proto.InternalMessageInfo +// Deprecated: Use TensorShapeProto_Dim.ProtoReflect.Descriptor instead. +func (*TensorShapeProto_Dim) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_tensor_shape_proto_rawDescGZIP(), []int{0, 0} +} -func (m *TensorShapeProto_Dim) GetSize() int64 { - if m != nil { - return m.Size +func (x *TensorShapeProto_Dim) GetSize() int64 { + if x != nil { + return x.Size } return 0 } -func (m *TensorShapeProto_Dim) GetName() string { - if m != nil { - return m.Name +func (x *TensorShapeProto_Dim) GetName() string { + if x != nil { + return x.Name } return "" } -func init() { - proto.RegisterType((*TensorShapeProto)(nil), "tensorflow.TensorShapeProto") - proto.RegisterType((*TensorShapeProto_Dim)(nil), "tensorflow.TensorShapeProto.Dim") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/tensor_shape.proto", fileDescriptor_cd43873e75c1f7ac) -} - -var fileDescriptor_cd43873e75c1f7ac = []byte{ - // 229 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xe2, 0xd2, 0x29, 0x49, 0xcd, 0x2b, - 0xce, 0x2f, 0x4a, 0xcb, 0xc9, 0x2f, 0xd7, 0x4f, 0xce, 0x2f, 0x4a, 0xd5, 0x4f, 0x2b, 0x4a, 0xcc, - 0x4d, 0x2d, 0xcf, 0x2f, 0xca, 0xd6, 0x87, 0xc8, 0xc4, 0x17, 0x67, 0x24, 0x16, 0xa4, 0xea, 0x15, - 0x14, 0xe5, 0x97, 0xe4, 0x0b, 0x71, 0x21, 0x54, 0x2b, 0xcd, 0x60, 0xe4, 0x12, 0x08, 0x01, 0x73, - 0x83, 0x41, 0x2a, 0x02, 0xc0, 0x0a, 0x8c, 0xb8, 0x98, 0x53, 0x32, 0x73, 0x25, 0x98, 0x14, 0x98, - 0x35, 0xb8, 0x8d, 0x14, 0xf4, 0x10, 0xca, 0xf5, 0xd0, 0x95, 0xea, 0xb9, 0x64, 0xe6, 0x06, 0x81, - 0x14, 0x0b, 0x29, 0x72, 0xf1, 0x94, 0xe6, 0x65, 0xe7, 0xe5, 0x97, 0xe7, 0xc5, 0x17, 0x25, 0xe6, - 0x65, 0x4b, 0x30, 0x2b, 0x30, 0x6a, 0x70, 0x04, 0x71, 0x43, 0xc5, 0x82, 0x12, 0xf3, 0xb2, 0xa5, - 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file_tensorflow_core_framework_tensor_shape_proto_rawDesc +) + +func file_tensorflow_core_framework_tensor_shape_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_tensor_shape_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_tensor_shape_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_tensor_shape_proto_rawDescData) + }) + return file_tensorflow_core_framework_tensor_shape_proto_rawDescData +} + +var file_tensorflow_core_framework_tensor_shape_proto_msgTypes = make([]protoimpl.MessageInfo, 2) +var file_tensorflow_core_framework_tensor_shape_proto_goTypes = []interface{}{ + (*TensorShapeProto)(nil), // 0: tensorflow.TensorShapeProto + (*TensorShapeProto_Dim)(nil), // 1: tensorflow.TensorShapeProto.Dim +} +var file_tensorflow_core_framework_tensor_shape_proto_depIdxs = []int32{ + 1, // 0: tensorflow.TensorShapeProto.dim:type_name -> tensorflow.TensorShapeProto.Dim + 1, // [1:1] is the sub-list for method output_type + 1, // [1:1] is the sub-list for method input_type + 1, // [1:1] is the sub-list for extension type_name + 1, // [1:1] is the sub-list for extension extendee + 0, // [0:1] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_tensor_shape_proto_init() } +func file_tensorflow_core_framework_tensor_shape_proto_init() { + if File_tensorflow_core_framework_tensor_shape_proto != nil { + return + } + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_tensor_shape_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*TensorShapeProto); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_tensor_shape_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*TensorShapeProto_Dim); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_tensor_shape_proto_rawDesc, + NumEnums: 0, + NumMessages: 2, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_tensor_shape_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_tensor_shape_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_tensor_shape_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_tensor_shape_proto = out.File + file_tensorflow_core_framework_tensor_shape_proto_rawDesc = nil + file_tensorflow_core_framework_tensor_shape_proto_goTypes = nil + file_tensorflow_core_framework_tensor_shape_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/tensor_slice.pb.go b/tools/tf2openapi/generated/framework/tensor_slice.pb.go index f375b92b19..93e5d5d8ef 100644 --- a/tools/tf2openapi/generated/framework/tensor_slice.pb.go +++ b/tools/tf2openapi/generated/framework/tensor_slice.pb.go @@ -1,72 +1,86 @@ +// Protocol buffer representing slices of a tensor + // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/tensor_slice.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Can only be interpreted if you know the corresponding TensorShape. type TensorSliceProto struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Extent of the slice in all tensor dimensions. // // Must have one entry for each of the dimension of the tensor that this // slice belongs to. The order of sizes is the same as the order of // dimensions in the TensorShape. - Extent []*TensorSliceProto_Extent `protobuf:"bytes,1,rep,name=extent,proto3" json:"extent,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Extent []*TensorSliceProto_Extent `protobuf:"bytes,1,rep,name=extent,proto3" json:"extent,omitempty"` } -func (m *TensorSliceProto) Reset() { *m = TensorSliceProto{} } -func (m *TensorSliceProto) String() string { return proto.CompactTextString(m) } -func (*TensorSliceProto) ProtoMessage() {} -func (*TensorSliceProto) Descriptor() ([]byte, []int) { - return fileDescriptor_efadfca37d8372d8, []int{0} +func (x *TensorSliceProto) Reset() { + *x = TensorSliceProto{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_tensor_slice_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorSliceProto) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorSliceProto.Unmarshal(m, b) -} -func (m *TensorSliceProto) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorSliceProto.Marshal(b, m, deterministic) +func (x *TensorSliceProto) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *TensorSliceProto) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorSliceProto.Merge(m, src) -} -func (m *TensorSliceProto) XXX_Size() int { - return xxx_messageInfo_TensorSliceProto.Size(m) -} -func (m *TensorSliceProto) XXX_DiscardUnknown() { - xxx_messageInfo_TensorSliceProto.DiscardUnknown(m) + +func (*TensorSliceProto) ProtoMessage() {} + +func (x *TensorSliceProto) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_tensor_slice_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_TensorSliceProto proto.InternalMessageInfo +// Deprecated: Use TensorSliceProto.ProtoReflect.Descriptor instead. +func (*TensorSliceProto) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_tensor_slice_proto_rawDescGZIP(), []int{0} +} -func (m *TensorSliceProto) GetExtent() []*TensorSliceProto_Extent { - if m != nil { - return m.Extent +func (x *TensorSliceProto) GetExtent() []*TensorSliceProto_Extent { + if x != nil { + return x.Extent } return nil } // Extent of the slice in one dimension. type TensorSliceProto_Extent struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Start index of the slice, starting at 0. Start int64 `protobuf:"varint,1,opt,name=start,proto3" json:"start,omitempty"` // Length of the slice: if the length is missing or -1 we will @@ -75,56 +89,51 @@ type TensorSliceProto_Extent struct { // present without changing the serialization format from the // prior proto2 version of this proto. // - // Types that are valid to be assigned to HasLength: + // Types that are assignable to HasLength: + // // *TensorSliceProto_Extent_Length - HasLength isTensorSliceProto_Extent_HasLength `protobuf_oneof:"has_length"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + HasLength isTensorSliceProto_Extent_HasLength `protobuf_oneof:"has_length"` } -func (m *TensorSliceProto_Extent) Reset() { *m = TensorSliceProto_Extent{} } -func (m *TensorSliceProto_Extent) String() string { return proto.CompactTextString(m) } -func (*TensorSliceProto_Extent) ProtoMessage() {} -func (*TensorSliceProto_Extent) Descriptor() ([]byte, []int) { - return fileDescriptor_efadfca37d8372d8, []int{0, 0} +func (x *TensorSliceProto_Extent) Reset() { + *x = TensorSliceProto_Extent{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_tensor_slice_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorSliceProto_Extent) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorSliceProto_Extent.Unmarshal(m, b) -} -func (m *TensorSliceProto_Extent) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorSliceProto_Extent.Marshal(b, m, deterministic) -} -func (m *TensorSliceProto_Extent) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorSliceProto_Extent.Merge(m, src) -} -func (m *TensorSliceProto_Extent) XXX_Size() int { - return xxx_messageInfo_TensorSliceProto_Extent.Size(m) -} -func (m *TensorSliceProto_Extent) XXX_DiscardUnknown() { - xxx_messageInfo_TensorSliceProto_Extent.DiscardUnknown(m) +func (x *TensorSliceProto_Extent) String() string { + return protoimpl.X.MessageStringOf(x) } -var xxx_messageInfo_TensorSliceProto_Extent proto.InternalMessageInfo +func (*TensorSliceProto_Extent) ProtoMessage() {} -func (m *TensorSliceProto_Extent) GetStart() int64 { - if m != nil { - return m.Start +func (x *TensorSliceProto_Extent) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_tensor_slice_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return 0 + return mi.MessageOf(x) } -type isTensorSliceProto_Extent_HasLength interface { - isTensorSliceProto_Extent_HasLength() +// Deprecated: Use TensorSliceProto_Extent.ProtoReflect.Descriptor instead. +func (*TensorSliceProto_Extent) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_tensor_slice_proto_rawDescGZIP(), []int{0, 0} } -type TensorSliceProto_Extent_Length struct { - Length int64 `protobuf:"varint,2,opt,name=length,proto3,oneof"` +func (x *TensorSliceProto_Extent) GetStart() int64 { + if x != nil { + return x.Start + } + return 0 } -func (*TensorSliceProto_Extent_Length) isTensorSliceProto_Extent_HasLength() {} - func (m *TensorSliceProto_Extent) GetHasLength() isTensorSliceProto_Extent_HasLength { if m != nil { return m.HasLength @@ -132,43 +141,125 @@ func (m *TensorSliceProto_Extent) GetHasLength() isTensorSliceProto_Extent_HasLe return nil } -func (m *TensorSliceProto_Extent) GetLength() int64 { - if x, ok := m.GetHasLength().(*TensorSliceProto_Extent_Length); ok { +func (x *TensorSliceProto_Extent) GetLength() int64 { + if x, ok := x.GetHasLength().(*TensorSliceProto_Extent_Length); ok { return x.Length } return 0 } -// XXX_OneofWrappers is for the internal use of the proto package. -func (*TensorSliceProto_Extent) XXX_OneofWrappers() []interface{} { - return []interface{}{ - (*TensorSliceProto_Extent_Length)(nil), - } +type isTensorSliceProto_Extent_HasLength interface { + isTensorSliceProto_Extent_HasLength() } -func init() { - proto.RegisterType((*TensorSliceProto)(nil), "tensorflow.TensorSliceProto") - proto.RegisterType((*TensorSliceProto_Extent)(nil), "tensorflow.TensorSliceProto.Extent") +type TensorSliceProto_Extent_Length struct { + Length int64 `protobuf:"varint,2,opt,name=length,proto3,oneof"` } -func init() { - proto.RegisterFile("tensorflow/core/framework/tensor_slice.proto", fileDescriptor_efadfca37d8372d8) +func (*TensorSliceProto_Extent_Length) isTensorSliceProto_Extent_HasLength() {} + +var File_tensorflow_core_framework_tensor_slice_proto protoreflect.FileDescriptor + +var file_tensorflow_core_framework_tensor_slice_proto_rawDesc = []byte{ + 0x0a, 0x2c, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x5f, 0x73, 0x6c, 0x69, 0x63, 0x65, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x0a, + 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x22, 0x97, 0x01, 0x0a, 0x10, 0x54, + 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x53, 0x6c, 0x69, 0x63, 0x65, 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x12, + 0x3b, 0x0a, 0x06, 0x65, 0x78, 0x74, 0x65, 0x6e, 0x74, 0x18, 0x01, 0x20, 0x03, 0x28, 0x0b, 0x32, + 0x23, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x54, 0x65, 0x6e, + 0x73, 0x6f, 0x72, 0x53, 0x6c, 0x69, 0x63, 0x65, 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x2e, 0x45, 0x78, + 0x74, 0x65, 0x6e, 0x74, 0x52, 0x06, 0x65, 0x78, 0x74, 0x65, 0x6e, 0x74, 0x1a, 0x46, 0x0a, 0x06, + 0x45, 0x78, 0x74, 0x65, 0x6e, 0x74, 0x12, 0x14, 0x0a, 0x05, 0x73, 0x74, 0x61, 0x72, 0x74, 0x18, + 0x01, 0x20, 0x01, 0x28, 0x03, 0x52, 0x05, 0x73, 0x74, 0x61, 0x72, 0x74, 0x12, 0x18, 0x0a, 0x06, + 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x18, 0x02, 0x20, 0x01, 0x28, 0x03, 0x48, 0x00, 0x52, 0x06, + 0x6c, 0x65, 0x6e, 0x67, 0x74, 0x68, 0x42, 0x0c, 0x0a, 0x0a, 0x68, 0x61, 0x73, 0x5f, 0x6c, 0x65, + 0x6e, 0x67, 0x74, 0x68, 0x42, 0x71, 0x0a, 0x18, 0x6f, 0x72, 0x67, 0x2e, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, + 0x42, 0x11, 0x54, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x53, 0x6c, 0x69, 0x63, 0x65, 0x50, 0x72, 0x6f, + 0x74, 0x6f, 0x73, 0x50, 0x01, 0x5a, 0x3d, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, + 0x6d, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, + 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, + 0x6f, 0x77, 0x2f, 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, + 0x77, 0x6f, 0x72, 0x6b, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, } -var fileDescriptor_efadfca37d8372d8 = []byte{ - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/types.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // LINT.IfChange type DataType int32 @@ -36,20 +36,20 @@ const ( DataType_DT_INT16 DataType = 5 DataType_DT_INT8 DataType = 6 DataType_DT_STRING DataType = 7 - DataType_DT_COMPLEX64 DataType = 8 + DataType_DT_COMPLEX64 DataType = 8 // Single-precision complex DataType_DT_INT64 DataType = 9 DataType_DT_BOOL DataType = 10 - DataType_DT_QINT8 DataType = 11 - DataType_DT_QUINT8 DataType = 12 - DataType_DT_QINT32 DataType = 13 - DataType_DT_BFLOAT16 DataType = 14 - DataType_DT_QINT16 DataType = 15 - DataType_DT_QUINT16 DataType = 16 + DataType_DT_QINT8 DataType = 11 // Quantized int8 + DataType_DT_QUINT8 DataType = 12 // Quantized uint8 + DataType_DT_QINT32 DataType = 13 // Quantized int32 + DataType_DT_BFLOAT16 DataType = 14 // Float32 truncated to 16 bits. Only for cast ops. + DataType_DT_QINT16 DataType = 15 // Quantized int16 + DataType_DT_QUINT16 DataType = 16 // Quantized uint16 DataType_DT_UINT16 DataType = 17 - DataType_DT_COMPLEX128 DataType = 18 + DataType_DT_COMPLEX128 DataType = 18 // Double-precision complex DataType_DT_HALF DataType = 19 DataType_DT_RESOURCE DataType = 20 - DataType_DT_VARIANT DataType = 21 + DataType_DT_VARIANT DataType = 21 // Arbitrary C++ data types DataType_DT_UINT32 DataType = 22 DataType_DT_UINT64 DataType = 23 // Do not use! These are only for parameters. Every enum above @@ -79,153 +79,247 @@ const ( DataType_DT_UINT64_REF DataType = 123 ) -var DataType_name = map[int32]string{ - 0: "DT_INVALID", - 1: "DT_FLOAT", - 2: "DT_DOUBLE", - 3: "DT_INT32", - 4: "DT_UINT8", - 5: "DT_INT16", - 6: "DT_INT8", - 7: "DT_STRING", - 8: "DT_COMPLEX64", - 9: "DT_INT64", - 10: "DT_BOOL", - 11: "DT_QINT8", - 12: "DT_QUINT8", - 13: "DT_QINT32", - 14: "DT_BFLOAT16", - 15: "DT_QINT16", - 16: "DT_QUINT16", - 17: "DT_UINT16", - 18: "DT_COMPLEX128", - 19: "DT_HALF", - 20: "DT_RESOURCE", - 21: "DT_VARIANT", - 22: "DT_UINT32", - 23: "DT_UINT64", - 101: "DT_FLOAT_REF", - 102: "DT_DOUBLE_REF", - 103: "DT_INT32_REF", - 104: "DT_UINT8_REF", - 105: "DT_INT16_REF", - 106: "DT_INT8_REF", - 107: "DT_STRING_REF", - 108: "DT_COMPLEX64_REF", - 109: "DT_INT64_REF", - 110: "DT_BOOL_REF", - 111: "DT_QINT8_REF", - 112: "DT_QUINT8_REF", - 113: "DT_QINT32_REF", - 114: "DT_BFLOAT16_REF", - 115: "DT_QINT16_REF", - 116: "DT_QUINT16_REF", - 117: "DT_UINT16_REF", - 118: "DT_COMPLEX128_REF", - 119: "DT_HALF_REF", - 120: "DT_RESOURCE_REF", - 121: "DT_VARIANT_REF", - 122: "DT_UINT32_REF", - 123: "DT_UINT64_REF", -} +// Enum value maps for DataType. +var ( + DataType_name = map[int32]string{ + 0: "DT_INVALID", + 1: "DT_FLOAT", + 2: "DT_DOUBLE", + 3: "DT_INT32", + 4: "DT_UINT8", + 5: "DT_INT16", + 6: "DT_INT8", + 7: "DT_STRING", + 8: "DT_COMPLEX64", + 9: "DT_INT64", + 10: "DT_BOOL", + 11: "DT_QINT8", + 12: "DT_QUINT8", + 13: "DT_QINT32", + 14: "DT_BFLOAT16", + 15: "DT_QINT16", + 16: "DT_QUINT16", + 17: "DT_UINT16", + 18: "DT_COMPLEX128", + 19: "DT_HALF", + 20: "DT_RESOURCE", + 21: "DT_VARIANT", + 22: "DT_UINT32", + 23: "DT_UINT64", + 101: "DT_FLOAT_REF", + 102: "DT_DOUBLE_REF", + 103: "DT_INT32_REF", + 104: "DT_UINT8_REF", + 105: "DT_INT16_REF", + 106: "DT_INT8_REF", + 107: "DT_STRING_REF", + 108: "DT_COMPLEX64_REF", + 109: "DT_INT64_REF", + 110: "DT_BOOL_REF", + 111: "DT_QINT8_REF", + 112: "DT_QUINT8_REF", + 113: "DT_QINT32_REF", + 114: "DT_BFLOAT16_REF", + 115: "DT_QINT16_REF", + 116: "DT_QUINT16_REF", + 117: "DT_UINT16_REF", + 118: "DT_COMPLEX128_REF", + 119: "DT_HALF_REF", + 120: "DT_RESOURCE_REF", + 121: "DT_VARIANT_REF", + 122: "DT_UINT32_REF", + 123: "DT_UINT64_REF", + } + DataType_value = map[string]int32{ + "DT_INVALID": 0, + "DT_FLOAT": 1, + "DT_DOUBLE": 2, + "DT_INT32": 3, + "DT_UINT8": 4, + "DT_INT16": 5, + "DT_INT8": 6, + "DT_STRING": 7, + "DT_COMPLEX64": 8, + "DT_INT64": 9, + "DT_BOOL": 10, + "DT_QINT8": 11, + "DT_QUINT8": 12, + "DT_QINT32": 13, + "DT_BFLOAT16": 14, + "DT_QINT16": 15, + "DT_QUINT16": 16, + "DT_UINT16": 17, + "DT_COMPLEX128": 18, + "DT_HALF": 19, + "DT_RESOURCE": 20, + "DT_VARIANT": 21, + "DT_UINT32": 22, + "DT_UINT64": 23, + "DT_FLOAT_REF": 101, + "DT_DOUBLE_REF": 102, + "DT_INT32_REF": 103, + "DT_UINT8_REF": 104, + "DT_INT16_REF": 105, + "DT_INT8_REF": 106, + "DT_STRING_REF": 107, + "DT_COMPLEX64_REF": 108, + "DT_INT64_REF": 109, + "DT_BOOL_REF": 110, + "DT_QINT8_REF": 111, + "DT_QUINT8_REF": 112, + "DT_QINT32_REF": 113, + "DT_BFLOAT16_REF": 114, + "DT_QINT16_REF": 115, + "DT_QUINT16_REF": 116, + "DT_UINT16_REF": 117, + "DT_COMPLEX128_REF": 118, + "DT_HALF_REF": 119, + "DT_RESOURCE_REF": 120, + "DT_VARIANT_REF": 121, + "DT_UINT32_REF": 122, + "DT_UINT64_REF": 123, + } +) -var DataType_value = map[string]int32{ - "DT_INVALID": 0, - "DT_FLOAT": 1, - "DT_DOUBLE": 2, - "DT_INT32": 3, - "DT_UINT8": 4, - "DT_INT16": 5, - "DT_INT8": 6, - "DT_STRING": 7, - "DT_COMPLEX64": 8, - "DT_INT64": 9, - "DT_BOOL": 10, - "DT_QINT8": 11, - "DT_QUINT8": 12, - "DT_QINT32": 13, - "DT_BFLOAT16": 14, - "DT_QINT16": 15, - "DT_QUINT16": 16, - "DT_UINT16": 17, - "DT_COMPLEX128": 18, - "DT_HALF": 19, - "DT_RESOURCE": 20, - "DT_VARIANT": 21, - "DT_UINT32": 22, - "DT_UINT64": 23, - "DT_FLOAT_REF": 101, - "DT_DOUBLE_REF": 102, - "DT_INT32_REF": 103, - "DT_UINT8_REF": 104, - "DT_INT16_REF": 105, - "DT_INT8_REF": 106, - "DT_STRING_REF": 107, - "DT_COMPLEX64_REF": 108, - "DT_INT64_REF": 109, - "DT_BOOL_REF": 110, - 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reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_types_proto_rawDesc, + NumEnums: 1, + NumMessages: 0, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_types_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_types_proto_depIdxs, + EnumInfos: file_tensorflow_core_framework_types_proto_enumTypes, + }.Build() + File_tensorflow_core_framework_types_proto = out.File + file_tensorflow_core_framework_types_proto_rawDesc = nil + file_tensorflow_core_framework_types_proto_goTypes = nil + file_tensorflow_core_framework_types_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/variable.pb.go b/tools/tf2openapi/generated/framework/variable.pb.go index 86163ff69c..b65c62cac4 100644 --- a/tools/tf2openapi/generated/framework/variable.pb.go +++ b/tools/tf2openapi/generated/framework/variable.pb.go @@ -1,27 +1,31 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/variable.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Protocol buffer representing a Variable. type VariableDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Name of the variable tensor. VariableName string `protobuf:"bytes,1,opt,name=variable_name,json=variableName,proto3" json:"variable_name,omitempty"` // Name of the tensor holding the variable's initial value. @@ -35,87 +39,95 @@ type VariableDef struct { // Whether to represent this as a ResourceVariable. IsResource bool `protobuf:"varint,5,opt,name=is_resource,json=isResource,proto3" json:"is_resource,omitempty"` // Whether this variable should be trained. - Trainable bool `protobuf:"varint,7,opt,name=trainable,proto3" json:"trainable,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Trainable bool `protobuf:"varint,7,opt,name=trainable,proto3" json:"trainable,omitempty"` } -func (m *VariableDef) Reset() { *m = VariableDef{} } -func (m *VariableDef) String() string { return proto.CompactTextString(m) } -func (*VariableDef) ProtoMessage() {} -func (*VariableDef) Descriptor() ([]byte, []int) { - return fileDescriptor_908f2d03adae2778, []int{0} +func (x *VariableDef) Reset() { + *x = VariableDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_variable_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *VariableDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_VariableDef.Unmarshal(m, b) +func (x *VariableDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *VariableDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_VariableDef.Marshal(b, m, deterministic) -} -func (m *VariableDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_VariableDef.Merge(m, src) -} -func (m *VariableDef) XXX_Size() int { - return xxx_messageInfo_VariableDef.Size(m) -} -func (m *VariableDef) XXX_DiscardUnknown() { - xxx_messageInfo_VariableDef.DiscardUnknown(m) + +func (*VariableDef) ProtoMessage() {} + +func (x *VariableDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_variable_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_VariableDef proto.InternalMessageInfo +// Deprecated: Use VariableDef.ProtoReflect.Descriptor instead. +func (*VariableDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_variable_proto_rawDescGZIP(), []int{0} +} -func (m *VariableDef) GetVariableName() string { - if m != nil { - return m.VariableName +func (x *VariableDef) GetVariableName() string { + if x != nil { + return x.VariableName } return "" } -func (m *VariableDef) GetInitialValueName() string { - if m != nil { - return m.InitialValueName +func (x *VariableDef) GetInitialValueName() string { + if x != nil { + return x.InitialValueName } return "" } -func (m *VariableDef) GetInitializerName() string { - if m != nil { - return m.InitializerName +func (x *VariableDef) GetInitializerName() string { + if x != nil { + return x.InitializerName } return "" } -func (m *VariableDef) GetSnapshotName() string { - if m != nil { - return m.SnapshotName +func (x *VariableDef) GetSnapshotName() string { + if x != nil { + return x.SnapshotName } return "" } -func (m *VariableDef) GetSaveSliceInfoDef() *SaveSliceInfoDef { - if m != nil { - return m.SaveSliceInfoDef +func (x *VariableDef) GetSaveSliceInfoDef() *SaveSliceInfoDef { + if x != nil { + return x.SaveSliceInfoDef } return nil } -func (m *VariableDef) GetIsResource() bool { - if m != nil { - return m.IsResource +func (x *VariableDef) GetIsResource() bool { + if x != nil { + return x.IsResource } return false } -func (m *VariableDef) GetTrainable() bool { - if m != nil { - return m.Trainable +func (x *VariableDef) GetTrainable() bool { + if x != nil { + return x.Trainable } return false } type SaveSliceInfoDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // Name of the full variable of which this is a slice. FullName string `protobuf:"bytes,1,opt,name=full_name,json=fullName,proto3" json:"full_name,omitempty"` // Shape of the full variable. @@ -123,98 +135,187 @@ type SaveSliceInfoDef struct { // Offset of this variable into the full variable. VarOffset []int64 `protobuf:"varint,3,rep,packed,name=var_offset,json=varOffset,proto3" json:"var_offset,omitempty"` // Shape of this variable. - VarShape []int64 `protobuf:"varint,4,rep,packed,name=var_shape,json=varShape,proto3" json:"var_shape,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + VarShape []int64 `protobuf:"varint,4,rep,packed,name=var_shape,json=varShape,proto3" json:"var_shape,omitempty"` } -func (m *SaveSliceInfoDef) Reset() { *m = SaveSliceInfoDef{} } -func (m *SaveSliceInfoDef) String() string { return proto.CompactTextString(m) } -func (*SaveSliceInfoDef) ProtoMessage() {} -func (*SaveSliceInfoDef) Descriptor() ([]byte, []int) { - return fileDescriptor_908f2d03adae2778, []int{1} +func (x *SaveSliceInfoDef) Reset() { + *x = SaveSliceInfoDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_variable_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *SaveSliceInfoDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_SaveSliceInfoDef.Unmarshal(m, b) -} -func (m *SaveSliceInfoDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_SaveSliceInfoDef.Marshal(b, m, deterministic) -} -func (m *SaveSliceInfoDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_SaveSliceInfoDef.Merge(m, src) +func (x *SaveSliceInfoDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *SaveSliceInfoDef) XXX_Size() int { - return xxx_messageInfo_SaveSliceInfoDef.Size(m) -} -func (m *SaveSliceInfoDef) XXX_DiscardUnknown() { - xxx_messageInfo_SaveSliceInfoDef.DiscardUnknown(m) + +func (*SaveSliceInfoDef) ProtoMessage() {} + +func (x *SaveSliceInfoDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_variable_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_SaveSliceInfoDef proto.InternalMessageInfo +// Deprecated: Use SaveSliceInfoDef.ProtoReflect.Descriptor instead. +func (*SaveSliceInfoDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_variable_proto_rawDescGZIP(), []int{1} +} -func (m *SaveSliceInfoDef) GetFullName() string { - if m != nil { - return m.FullName +func (x *SaveSliceInfoDef) GetFullName() string { + if x != nil { + return x.FullName } return "" } -func (m *SaveSliceInfoDef) GetFullShape() []int64 { - if m != nil { - return m.FullShape +func (x *SaveSliceInfoDef) GetFullShape() []int64 { + if x != nil { + return x.FullShape } return nil } -func (m *SaveSliceInfoDef) GetVarOffset() []int64 { - if m != nil { - return m.VarOffset +func (x *SaveSliceInfoDef) GetVarOffset() []int64 { + if x != nil { + return x.VarOffset } return nil } -func (m *SaveSliceInfoDef) GetVarShape() []int64 { - if m != nil { - return m.VarShape +func (x *SaveSliceInfoDef) GetVarShape() []int64 { + if x != nil { + return x.VarShape } return nil } -func init() { - proto.RegisterType((*VariableDef)(nil), "tensorflow.VariableDef") - proto.RegisterType((*SaveSliceInfoDef)(nil), "tensorflow.SaveSliceInfoDef") -} - -func init() { - proto.RegisterFile("tensorflow/core/framework/variable.proto", fileDescriptor_908f2d03adae2778) -} - -var fileDescriptor_908f2d03adae2778 = []byte{ - // 374 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x6c, 0x92, 0x41, 0x6b, 0xe2, 0x40, - 0x14, 0xc7, 0x19, 0xe3, 0xba, 0xfa, 0x5c, 0x77, 0x25, 0x7b, 0x09, 0xac, 0x4b, 0x45, 0x2f, 0x29, - 0x94, 0x04, 0xda, 0x73, 0x2f, 0xe2, 0xa5, 0x14, 0x5a, 0x89, 0xe0, 0xa1, 0x97, 0x30, 0xa6, 0x6f, - 0x74, 0x68, 0x32, 0x23, 0x33, 0x49, 0x84, 0x7e, 0x84, 0x7e, 0xa6, 0x7e, 0xb0, 0x1e, 0xcb, 0x4c, - 0x92, 0x1a, 0xa4, 0xb7, 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file_tensorflow_core_framework_variable_proto_rawDescOnce sync.Once + file_tensorflow_core_framework_variable_proto_rawDescData = file_tensorflow_core_framework_variable_proto_rawDesc +) + +func file_tensorflow_core_framework_variable_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_variable_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_variable_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_variable_proto_rawDescData) + }) + return file_tensorflow_core_framework_variable_proto_rawDescData +} + +var file_tensorflow_core_framework_variable_proto_msgTypes = make([]protoimpl.MessageInfo, 2) +var file_tensorflow_core_framework_variable_proto_goTypes = []interface{}{ + (*VariableDef)(nil), // 0: tensorflow.VariableDef + (*SaveSliceInfoDef)(nil), // 1: tensorflow.SaveSliceInfoDef +} +var file_tensorflow_core_framework_variable_proto_depIdxs = []int32{ + 1, // 0: tensorflow.VariableDef.save_slice_info_def:type_name -> tensorflow.SaveSliceInfoDef + 1, // [1:1] is the sub-list for method output_type + 1, // [1:1] is the sub-list for method input_type + 1, // [1:1] is the sub-list for extension type_name + 1, // [1:1] is the sub-list for extension extendee + 0, // [0:1] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_framework_variable_proto_init() } +func file_tensorflow_core_framework_variable_proto_init() { + if File_tensorflow_core_framework_variable_proto != nil { + return + } + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_framework_variable_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*VariableDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_framework_variable_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*SaveSliceInfoDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_framework_variable_proto_rawDesc, + NumEnums: 0, + NumMessages: 2, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_framework_variable_proto_goTypes, + DependencyIndexes: file_tensorflow_core_framework_variable_proto_depIdxs, + MessageInfos: file_tensorflow_core_framework_variable_proto_msgTypes, + }.Build() + File_tensorflow_core_framework_variable_proto = out.File + file_tensorflow_core_framework_variable_proto_rawDesc = nil + file_tensorflow_core_framework_variable_proto_goTypes = nil + file_tensorflow_core_framework_variable_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/framework/versions.pb.go b/tools/tf2openapi/generated/framework/versions.pb.go index d102539421..d7693e88d9 100644 --- a/tools/tf2openapi/generated/framework/versions.pb.go +++ b/tools/tf2openapi/generated/framework/versions.pb.go @@ -1,24 +1,24 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/framework/versions.proto package framework import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // Version information for a piece of serialized data // @@ -29,89 +29,157 @@ const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package // Each consumer has "consumer" and "min_producer" versions (specified // elsewhere). A consumer is allowed to consume this data if // -// producer >= min_producer -// consumer >= min_consumer -// consumer not in bad_consumers -// +// producer >= min_producer +// consumer >= min_consumer +// consumer not in bad_consumers type VersionDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The version of the code that produced this data. Producer int32 `protobuf:"varint,1,opt,name=producer,proto3" json:"producer,omitempty"` // Any consumer below this version is not allowed to consume this data. MinConsumer int32 `protobuf:"varint,2,opt,name=min_consumer,json=minConsumer,proto3" json:"min_consumer,omitempty"` // Specific consumer versions which are disallowed (e.g. due to bugs). - BadConsumers []int32 `protobuf:"varint,3,rep,packed,name=bad_consumers,json=badConsumers,proto3" json:"bad_consumers,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + BadConsumers []int32 `protobuf:"varint,3,rep,packed,name=bad_consumers,json=badConsumers,proto3" json:"bad_consumers,omitempty"` } -func (m *VersionDef) Reset() { *m = VersionDef{} } -func (m *VersionDef) String() string { return proto.CompactTextString(m) } -func (*VersionDef) ProtoMessage() {} -func (*VersionDef) Descriptor() ([]byte, []int) { - return fileDescriptor_a28d4a384b75cac3, []int{0} +func (x *VersionDef) Reset() { + *x = VersionDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_framework_versions_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *VersionDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_VersionDef.Unmarshal(m, b) +func (x *VersionDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *VersionDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_VersionDef.Marshal(b, m, deterministic) -} -func (m *VersionDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_VersionDef.Merge(m, src) -} -func (m *VersionDef) XXX_Size() int { - return xxx_messageInfo_VersionDef.Size(m) -} -func (m *VersionDef) XXX_DiscardUnknown() { - xxx_messageInfo_VersionDef.DiscardUnknown(m) + +func (*VersionDef) ProtoMessage() {} + +func (x *VersionDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_framework_versions_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_VersionDef proto.InternalMessageInfo +// Deprecated: Use VersionDef.ProtoReflect.Descriptor instead. +func (*VersionDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_framework_versions_proto_rawDescGZIP(), []int{0} +} -func (m *VersionDef) GetProducer() int32 { - if m != nil { - return m.Producer +func (x *VersionDef) GetProducer() int32 { + if x != nil { + return x.Producer } return 0 } -func (m *VersionDef) GetMinConsumer() int32 { - if m != nil { - return m.MinConsumer +func (x *VersionDef) GetMinConsumer() int32 { + if x != nil { + return x.MinConsumer } return 0 } -func (m *VersionDef) GetBadConsumers() []int32 { - if m != nil { - return m.BadConsumers +func (x *VersionDef) GetBadConsumers() []int32 { + if x != nil { + return x.BadConsumers } return nil } -func init() { - proto.RegisterType((*VersionDef)(nil), "tensorflow.VersionDef") +var File_tensorflow_core_framework_versions_proto protoreflect.FileDescriptor + +var file_tensorflow_core_framework_versions_proto_rawDesc = []byte{ + 0x0a, 0x28, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x2f, 0x76, 0x65, 0x72, 0x73, + 0x69, 0x6f, 0x6e, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x0a, 0x74, 0x65, 0x6e, 0x73, + 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x22, 0x70, 0x0a, 0x0a, 0x56, 0x65, 0x72, 0x73, 0x69, 0x6f, + 0x6e, 0x44, 0x65, 0x66, 0x12, 0x1a, 0x0a, 0x08, 0x70, 0x72, 0x6f, 0x64, 0x75, 0x63, 0x65, 0x72, + 0x18, 0x01, 0x20, 0x01, 0x28, 0x05, 0x52, 0x08, 0x70, 0x72, 0x6f, 0x64, 0x75, 0x63, 0x65, 0x72, + 0x12, 0x21, 0x0a, 0x0c, 0x6d, 0x69, 0x6e, 0x5f, 0x63, 0x6f, 0x6e, 0x73, 0x75, 0x6d, 0x65, 0x72, + 0x18, 0x02, 0x20, 0x01, 0x28, 0x05, 0x52, 0x0b, 0x6d, 0x69, 0x6e, 0x43, 0x6f, 0x6e, 0x73, 0x75, + 0x6d, 0x65, 0x72, 0x12, 0x23, 0x0a, 0x0d, 0x62, 0x61, 0x64, 0x5f, 0x63, 0x6f, 0x6e, 0x73, 0x75, + 0x6d, 0x65, 0x72, 0x73, 0x18, 0x03, 0x20, 0x03, 0x28, 0x05, 0x52, 0x0c, 0x62, 0x61, 0x64, 0x43, + 0x6f, 0x6e, 0x73, 0x75, 0x6d, 0x65, 0x72, 0x73, 0x42, 0x6e, 0x0a, 0x18, 0x6f, 0x72, 0x67, 0x2e, + 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x66, 0x72, 0x61, 0x6d, 0x65, + 0x77, 0x6f, 0x72, 0x6b, 0x42, 0x0e, 0x56, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x73, 0x50, 0x72, + 0x6f, 0x74, 0x6f, 0x73, 0x50, 0x01, 0x5a, 0x3d, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, + 0x6f, 0x6d, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, + 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, + 0x6c, 0x6f, 0x77, 0x2f, 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x66, 0x72, 0x61, 0x6d, + 0x65, 0x77, 0x6f, 0x72, 0x6b, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, } -func init() { - proto.RegisterFile("tensorflow/core/framework/versions.proto", fileDescriptor_a28d4a384b75cac3) +var ( + file_tensorflow_core_framework_versions_proto_rawDescOnce sync.Once + file_tensorflow_core_framework_versions_proto_rawDescData = file_tensorflow_core_framework_versions_proto_rawDesc +) + +func file_tensorflow_core_framework_versions_proto_rawDescGZIP() []byte { + file_tensorflow_core_framework_versions_proto_rawDescOnce.Do(func() { + file_tensorflow_core_framework_versions_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_framework_versions_proto_rawDescData) + }) + return file_tensorflow_core_framework_versions_proto_rawDescData } -var fileDescriptor_a28d4a384b75cac3 = []byte{ - // 205 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x6c, 0x8f, 0x31, 0x4f, 0x85, 0x30, - 0x14, 0x46, 0x53, 0x5f, 0x9e, 0x31, 0xd7, 0xa7, 0x43, 0xa7, 0xc6, 0x09, 0x75, 0x61, 0x6a, 0x07, - 0x67, 0x17, 0xf4, 0x07, 0x10, 0x06, 0x07, 0x17, 0x43, 0x4b, 0xc1, 0x46, 0xdb, 0x4b, 0xee, 0x05, - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/lib/core/error_codes.proto package core import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // The canonical error codes for TensorFlow APIs. // // Warnings: // -// - Do not change any numeric assignments. -// - Changes to this list should only be made if there is a compelling +// - Do not change any numeric assignments. +// - Changes to this list should only be made if there is a compelling // need that can't be satisfied in another way. Such changes // must be approved by at least two OWNERS. // @@ -84,18 +84,19 @@ const ( // // A litmus test that may help a service implementor in deciding // between FAILED_PRECONDITION, ABORTED, and UNAVAILABLE: - // (a) Use UNAVAILABLE if the client can retry just the failing call. - // (b) Use ABORTED if the client should retry at a higher-level - // (e.g., restarting a read-modify-write sequence). - // (c) Use FAILED_PRECONDITION if the client should not retry until - // the system state has been explicitly fixed. E.g., if an "rmdir" - // fails because the directory is non-empty, FAILED_PRECONDITION - // should be returned since the client should not retry unless - // they have first fixed up the directory by deleting files from it. - // (d) Use FAILED_PRECONDITION if the client performs conditional - // REST Get/Update/Delete on a resource and the resource on the - // server does not match the condition. E.g., conflicting - // read-modify-write on the same resource. + // + // (a) Use UNAVAILABLE if the client can retry just the failing call. + // (b) Use ABORTED if the client should retry at a higher-level + // (e.g., restarting a read-modify-write sequence). + // (c) Use FAILED_PRECONDITION if the client should not retry until + // the system state has been explicitly fixed. E.g., if an "rmdir" + // fails because the directory is non-empty, FAILED_PRECONDITION + // should be returned since the client should not retry unless + // they have first fixed up the directory by deleting files from it. + // (d) Use FAILED_PRECONDITION if the client performs conditional + // REST Get/Update/Delete on a resource and the resource on the + // server does not match the condition. E.g., conflicting + // read-modify-write on the same resource. Code_FAILED_PRECONDITION Code = 9 // The operation was aborted, typically due to a concurrency issue // like sequencer check failures, transaction aborts, etc. @@ -146,91 +147,163 @@ const ( Code_DO_NOT_USE_RESERVED_FOR_FUTURE_EXPANSION_USE_DEFAULT_IN_SWITCH_INSTEAD_ Code = 20 ) -var Code_name = map[int32]string{ - 0: "OK", - 1: "CANCELLED", - 2: "UNKNOWN", - 3: "INVALID_ARGUMENT", - 4: "DEADLINE_EXCEEDED", - 5: "NOT_FOUND", - 6: "ALREADY_EXISTS", - 7: "PERMISSION_DENIED", - 16: "UNAUTHENTICATED", - 8: "RESOURCE_EXHAUSTED", - 9: "FAILED_PRECONDITION", - 10: "ABORTED", - 11: "OUT_OF_RANGE", - 12: "UNIMPLEMENTED", - 13: "INTERNAL", - 14: "UNAVAILABLE", - 15: "DATA_LOSS", - 20: "DO_NOT_USE_RESERVED_FOR_FUTURE_EXPANSION_USE_DEFAULT_IN_SWITCH_INSTEAD_", -} +// Enum value maps for Code. +var ( + Code_name = map[int32]string{ + 0: "OK", + 1: "CANCELLED", + 2: "UNKNOWN", + 3: "INVALID_ARGUMENT", + 4: "DEADLINE_EXCEEDED", + 5: "NOT_FOUND", + 6: "ALREADY_EXISTS", + 7: "PERMISSION_DENIED", + 16: "UNAUTHENTICATED", + 8: "RESOURCE_EXHAUSTED", + 9: "FAILED_PRECONDITION", + 10: "ABORTED", + 11: "OUT_OF_RANGE", + 12: "UNIMPLEMENTED", + 13: "INTERNAL", + 14: "UNAVAILABLE", + 15: "DATA_LOSS", + 20: "DO_NOT_USE_RESERVED_FOR_FUTURE_EXPANSION_USE_DEFAULT_IN_SWITCH_INSTEAD_", + } + Code_value = map[string]int32{ + "OK": 0, + "CANCELLED": 1, + "UNKNOWN": 2, + "INVALID_ARGUMENT": 3, + "DEADLINE_EXCEEDED": 4, + "NOT_FOUND": 5, + "ALREADY_EXISTS": 6, + "PERMISSION_DENIED": 7, + "UNAUTHENTICATED": 16, + "RESOURCE_EXHAUSTED": 8, + "FAILED_PRECONDITION": 9, + "ABORTED": 10, + "OUT_OF_RANGE": 11, + "UNIMPLEMENTED": 12, + "INTERNAL": 13, + "UNAVAILABLE": 14, + "DATA_LOSS": 15, + "DO_NOT_USE_RESERVED_FOR_FUTURE_EXPANSION_USE_DEFAULT_IN_SWITCH_INSTEAD_": 20, + } +) -var Code_value = map[string]int32{ - "OK": 0, - "CANCELLED": 1, - "UNKNOWN": 2, - "INVALID_ARGUMENT": 3, - "DEADLINE_EXCEEDED": 4, - "NOT_FOUND": 5, - "ALREADY_EXISTS": 6, - "PERMISSION_DENIED": 7, - "UNAUTHENTICATED": 16, - "RESOURCE_EXHAUSTED": 8, - "FAILED_PRECONDITION": 9, - "ABORTED": 10, - "OUT_OF_RANGE": 11, - "UNIMPLEMENTED": 12, - "INTERNAL": 13, - "UNAVAILABLE": 14, - "DATA_LOSS": 15, - "DO_NOT_USE_RESERVED_FOR_FUTURE_EXPANSION_USE_DEFAULT_IN_SWITCH_INSTEAD_": 20, +func (x Code) Enum() *Code { + p := new(Code) + *p = x + return p } func (x Code) String() string { - return proto.EnumName(Code_name, int32(x)) + return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) +} + +func (Code) Descriptor() protoreflect.EnumDescriptor { + return file_tensorflow_core_lib_core_error_codes_proto_enumTypes[0].Descriptor() +} + +func (Code) Type() protoreflect.EnumType { + return &file_tensorflow_core_lib_core_error_codes_proto_enumTypes[0] +} + +func (x Code) Number() protoreflect.EnumNumber { + return protoreflect.EnumNumber(x) } +// Deprecated: Use Code.Descriptor instead. func (Code) EnumDescriptor() ([]byte, []int) { - return fileDescriptor_212fd07356b95fd6, []int{0} + return file_tensorflow_core_lib_core_error_codes_proto_rawDescGZIP(), []int{0} } -func init() { - proto.RegisterEnum("tensorflow.error.Code", Code_name, Code_value) +var File_tensorflow_core_lib_core_error_codes_proto protoreflect.FileDescriptor + +var file_tensorflow_core_lib_core_error_codes_proto_rawDesc = []byte{ + 0x0a, 0x2a, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x6c, 0x69, 0x62, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x65, 0x72, 0x72, 0x6f, 0x72, + 0x5f, 0x63, 0x6f, 0x64, 0x65, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x10, 0x74, 0x65, + 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x65, 0x72, 0x72, 0x6f, 0x72, 0x2a, 0x84, + 0x03, 0x0a, 0x04, 0x43, 0x6f, 0x64, 0x65, 0x12, 0x06, 0x0a, 0x02, 0x4f, 0x4b, 0x10, 0x00, 0x12, + 0x0d, 0x0a, 0x09, 0x43, 0x41, 0x4e, 0x43, 0x45, 0x4c, 0x4c, 0x45, 0x44, 0x10, 0x01, 0x12, 0x0b, + 0x0a, 0x07, 0x55, 0x4e, 0x4b, 0x4e, 0x4f, 0x57, 0x4e, 0x10, 0x02, 0x12, 0x14, 0x0a, 0x10, 0x49, + 0x4e, 0x56, 0x41, 0x4c, 0x49, 0x44, 0x5f, 0x41, 0x52, 0x47, 0x55, 0x4d, 0x45, 0x4e, 0x54, 0x10, + 0x03, 0x12, 0x15, 0x0a, 0x11, 0x44, 0x45, 0x41, 0x44, 0x4c, 0x49, 0x4e, 0x45, 0x5f, 0x45, 0x58, + 0x43, 0x45, 0x45, 0x44, 0x45, 0x44, 0x10, 0x04, 0x12, 0x0d, 0x0a, 0x09, 0x4e, 0x4f, 0x54, 0x5f, + 0x46, 0x4f, 0x55, 0x4e, 0x44, 0x10, 0x05, 0x12, 0x12, 0x0a, 0x0e, 0x41, 0x4c, 0x52, 0x45, 0x41, + 0x44, 0x59, 0x5f, 0x45, 0x58, 0x49, 0x53, 0x54, 0x53, 0x10, 0x06, 0x12, 0x15, 0x0a, 0x11, 0x50, + 0x45, 0x52, 0x4d, 0x49, 0x53, 0x53, 0x49, 0x4f, 0x4e, 0x5f, 0x44, 0x45, 0x4e, 0x49, 0x45, 0x44, + 0x10, 0x07, 0x12, 0x13, 0x0a, 0x0f, 0x55, 0x4e, 0x41, 0x55, 0x54, 0x48, 0x45, 0x4e, 0x54, 0x49, + 0x43, 0x41, 0x54, 0x45, 0x44, 0x10, 0x10, 0x12, 0x16, 0x0a, 0x12, 0x52, 0x45, 0x53, 0x4f, 0x55, + 0x52, 0x43, 0x45, 0x5f, 0x45, 0x58, 0x48, 0x41, 0x55, 0x53, 0x54, 0x45, 0x44, 0x10, 0x08, 0x12, + 0x17, 0x0a, 0x13, 0x46, 0x41, 0x49, 0x4c, 0x45, 0x44, 0x5f, 0x50, 0x52, 0x45, 0x43, 0x4f, 0x4e, + 0x44, 0x49, 0x54, 0x49, 0x4f, 0x4e, 0x10, 0x09, 0x12, 0x0b, 0x0a, 0x07, 0x41, 0x42, 0x4f, 0x52, + 0x54, 0x45, 0x44, 0x10, 0x0a, 0x12, 0x10, 0x0a, 0x0c, 0x4f, 0x55, 0x54, 0x5f, 0x4f, 0x46, 0x5f, + 0x52, 0x41, 0x4e, 0x47, 0x45, 0x10, 0x0b, 0x12, 0x11, 0x0a, 0x0d, 0x55, 0x4e, 0x49, 0x4d, 0x50, + 0x4c, 0x45, 0x4d, 0x45, 0x4e, 0x54, 0x45, 0x44, 0x10, 0x0c, 0x12, 0x0c, 0x0a, 0x08, 0x49, 0x4e, + 0x54, 0x45, 0x52, 0x4e, 0x41, 0x4c, 0x10, 0x0d, 0x12, 0x0f, 0x0a, 0x0b, 0x55, 0x4e, 0x41, 0x56, + 0x41, 0x49, 0x4c, 0x41, 0x42, 0x4c, 0x45, 0x10, 0x0e, 0x12, 0x0d, 0x0a, 0x09, 0x44, 0x41, 0x54, + 0x41, 0x5f, 0x4c, 0x4f, 0x53, 0x53, 0x10, 0x0f, 0x12, 0x4b, 0x0a, 0x47, 0x44, 0x4f, 0x5f, 0x4e, + 0x4f, 0x54, 0x5f, 0x55, 0x53, 0x45, 0x5f, 0x52, 0x45, 0x53, 0x45, 0x52, 0x56, 0x45, 0x44, 0x5f, + 0x46, 0x4f, 0x52, 0x5f, 0x46, 0x55, 0x54, 0x55, 0x52, 0x45, 0x5f, 0x45, 0x58, 0x50, 0x41, 0x4e, + 0x53, 0x49, 0x4f, 0x4e, 0x5f, 0x55, 0x53, 0x45, 0x5f, 0x44, 0x45, 0x46, 0x41, 0x55, 0x4c, 0x54, + 0x5f, 0x49, 0x4e, 0x5f, 0x53, 0x57, 0x49, 0x54, 0x43, 0x48, 0x5f, 0x49, 0x4e, 0x53, 0x54, 0x45, + 0x41, 0x44, 0x5f, 0x10, 0x14, 0x42, 0x6f, 0x0a, 0x18, 0x6f, 0x72, 0x67, 0x2e, 0x74, 0x65, 0x6e, + 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x66, 0x72, 0x61, 0x6d, 0x65, 0x77, 0x6f, 0x72, + 0x6b, 0x42, 0x10, 0x45, 0x72, 0x72, 0x6f, 0x72, 0x43, 0x6f, 0x64, 0x65, 0x73, 0x50, 0x72, 0x6f, + 0x74, 0x6f, 0x73, 0x50, 0x01, 0x5a, 0x3c, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, + 0x6d, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, + 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, + 0x6f, 0x77, 0x2f, 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x6c, 0x69, 0x62, 0x2f, 0x63, + 0x6f, 0x72, 0x65, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, } -func init() { - proto.RegisterFile("tensorflow/core/lib/core/error_codes.proto", fileDescriptor_212fd07356b95fd6) +var ( + file_tensorflow_core_lib_core_error_codes_proto_rawDescOnce sync.Once + file_tensorflow_core_lib_core_error_codes_proto_rawDescData = file_tensorflow_core_lib_core_error_codes_proto_rawDesc +) + +func file_tensorflow_core_lib_core_error_codes_proto_rawDescGZIP() []byte { + file_tensorflow_core_lib_core_error_codes_proto_rawDescOnce.Do(func() { + file_tensorflow_core_lib_core_error_codes_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_lib_core_error_codes_proto_rawDescData) + }) + return file_tensorflow_core_lib_core_error_codes_proto_rawDescData +} + +var file_tensorflow_core_lib_core_error_codes_proto_enumTypes = make([]protoimpl.EnumInfo, 1) +var file_tensorflow_core_lib_core_error_codes_proto_goTypes = []interface{}{ + (Code)(0), // 0: tensorflow.error.Code +} +var file_tensorflow_core_lib_core_error_codes_proto_depIdxs = []int32{ + 0, // [0:0] is the sub-list for method output_type + 0, // [0:0] is the sub-list for method input_type + 0, // [0:0] is the sub-list for extension type_name + 0, // [0:0] is the sub-list for extension extendee + 0, // [0:0] is the sub-list for field type_name } -var fileDescriptor_212fd07356b95fd6 = []byte{ - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/protobuf/meta_graph.proto package protobuf import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - any "github.com/golang/protobuf/ptypes/any" framework "github.com/kserve/kserve/tools/tf2openapi/generated/framework" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + anypb "google.golang.org/protobuf/types/known/anypb" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // NOTE: This protocol buffer is evolving, and will go through revisions in the // coming months. @@ -30,13 +30,18 @@ const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package // objects necessary for running computation in a graph when crossing the // process boundary. It can be used for long term storage of graphs, // cross-language execution of graphs, etc. -// MetaInfoDef -// GraphDef -// SaverDef -// CollectionDef -// TensorInfo -// SignatureDef +// +// MetaInfoDef +// GraphDef +// SaverDef +// CollectionDef +// TensorInfo +// SignatureDef type MetaGraphDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + MetaInfoDef *MetaGraphDef_MetaInfoDef `protobuf:"bytes,1,opt,name=meta_info_def,json=metaInfoDef,proto3" json:"meta_info_def,omitempty"` // GraphDef. GraphDef *framework.GraphDef `protobuf:"bytes,2,opt,name=graph_def,json=graphDef,proto3" json:"graph_def,omitempty"` @@ -49,287 +54,234 @@ type MetaGraphDef struct { // SignatureDef. SignatureDef map[string]*SignatureDef `protobuf:"bytes,5,rep,name=signature_def,json=signatureDef,proto3" json:"signature_def,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` // Asset file def to be used with the defined graph. - AssetFileDef []*AssetFileDef `protobuf:"bytes,6,rep,name=asset_file_def,json=assetFileDef,proto3" json:"asset_file_def,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + AssetFileDef []*AssetFileDef `protobuf:"bytes,6,rep,name=asset_file_def,json=assetFileDef,proto3" json:"asset_file_def,omitempty"` } -func (m *MetaGraphDef) Reset() { *m = MetaGraphDef{} } -func (m *MetaGraphDef) String() string { return proto.CompactTextString(m) } -func (*MetaGraphDef) ProtoMessage() {} -func (*MetaGraphDef) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{0} +func (x *MetaGraphDef) Reset() { + *x = MetaGraphDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *MetaGraphDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MetaGraphDef.Unmarshal(m, b) -} -func (m *MetaGraphDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MetaGraphDef.Marshal(b, m, deterministic) -} -func (m *MetaGraphDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_MetaGraphDef.Merge(m, src) -} -func (m *MetaGraphDef) XXX_Size() int { - return xxx_messageInfo_MetaGraphDef.Size(m) -} -func (m *MetaGraphDef) XXX_DiscardUnknown() { - xxx_messageInfo_MetaGraphDef.DiscardUnknown(m) +func (x *MetaGraphDef) String() string { + return protoimpl.X.MessageStringOf(x) } -var xxx_messageInfo_MetaGraphDef proto.InternalMessageInfo - -func (m *MetaGraphDef) GetMetaInfoDef() *MetaGraphDef_MetaInfoDef { - if m != nil { - return m.MetaInfoDef - } - return nil -} +func (*MetaGraphDef) ProtoMessage() {} -func (m *MetaGraphDef) GetGraphDef() *framework.GraphDef { - if m != nil { - return m.GraphDef +func (x *MetaGraphDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return nil + return mi.MessageOf(x) } -func (m *MetaGraphDef) GetSaverDef() *SaverDef { - if m != nil { - return m.SaverDef - } - return nil +// Deprecated: Use MetaGraphDef.ProtoReflect.Descriptor instead. +func (*MetaGraphDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{0} } -func (m *MetaGraphDef) GetCollectionDef() map[string]*CollectionDef { - if m != nil { - return m.CollectionDef +func (x *MetaGraphDef) GetMetaInfoDef() *MetaGraphDef_MetaInfoDef { + if x != nil { + return x.MetaInfoDef } return nil } -func (m *MetaGraphDef) GetSignatureDef() map[string]*SignatureDef { - if m != nil { - return m.SignatureDef +func (x *MetaGraphDef) GetGraphDef() *framework.GraphDef { + if x != nil { + return x.GraphDef } return nil } -func (m *MetaGraphDef) GetAssetFileDef() []*AssetFileDef { - if m != nil { - return m.AssetFileDef +func (x *MetaGraphDef) GetSaverDef() *SaverDef { + if x != nil { + return x.SaverDef } return nil } -// Meta information regarding the graph to be exported. To be used by users -// of this protocol buffer to encode information regarding their meta graph. -type MetaGraphDef_MetaInfoDef struct { - // User specified Version string. Can be the name of the model and revision, - // steps this model has been trained to, etc. - MetaGraphVersion string `protobuf:"bytes,1,opt,name=meta_graph_version,json=metaGraphVersion,proto3" json:"meta_graph_version,omitempty"` - // A copy of the OpDefs used by the producer of this graph_def. - // Descriptions and Ops not used in graph_def are stripped out. - StrippedOpList *framework.OpList `protobuf:"bytes,2,opt,name=stripped_op_list,json=strippedOpList,proto3" json:"stripped_op_list,omitempty"` - // A serialized protobuf. Can be the time this meta graph is created, or - // modified, or name of the model. - AnyInfo *any.Any `protobuf:"bytes,3,opt,name=any_info,json=anyInfo,proto3" json:"any_info,omitempty"` - // User supplied tag(s) on the meta_graph and included graph_def. - // - // MetaGraphDefs should be tagged with their capabilities or use-cases. - // Examples: "train", "serve", "gpu", "tpu", etc. - // These tags enable loaders to access the MetaGraph(s) appropriate for a - // specific use-case or runtime environment. - Tags []string `protobuf:"bytes,4,rep,name=tags,proto3" json:"tags,omitempty"` - // The __version__ string of the tensorflow build used to write this graph. - // This will be populated by the framework, which will overwrite any user - // supplied value. - TensorflowVersion string `protobuf:"bytes,5,opt,name=tensorflow_version,json=tensorflowVersion,proto3" json:"tensorflow_version,omitempty"` - // The __git_version__ string of the tensorflow build used to write this - // graph. This will be populated by the framework, which will overwrite any - // user supplied value. - TensorflowGitVersion string `protobuf:"bytes,6,opt,name=tensorflow_git_version,json=tensorflowGitVersion,proto3" json:"tensorflow_git_version,omitempty"` - // A flag to denote whether default-valued attrs have been stripped from - // the nodes in this graph_def. - StrippedDefaultAttrs bool `protobuf:"varint,7,opt,name=stripped_default_attrs,json=strippedDefaultAttrs,proto3" json:"stripped_default_attrs,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *MetaGraphDef_MetaInfoDef) Reset() { *m = MetaGraphDef_MetaInfoDef{} } -func (m *MetaGraphDef_MetaInfoDef) String() string { return proto.CompactTextString(m) } -func (*MetaGraphDef_MetaInfoDef) ProtoMessage() {} -func (*MetaGraphDef_MetaInfoDef) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{0, 0} -} - -func (m *MetaGraphDef_MetaInfoDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_MetaGraphDef_MetaInfoDef.Unmarshal(m, b) -} -func (m *MetaGraphDef_MetaInfoDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_MetaGraphDef_MetaInfoDef.Marshal(b, m, deterministic) -} -func (m *MetaGraphDef_MetaInfoDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_MetaGraphDef_MetaInfoDef.Merge(m, src) -} -func (m *MetaGraphDef_MetaInfoDef) XXX_Size() int { - return xxx_messageInfo_MetaGraphDef_MetaInfoDef.Size(m) -} -func (m *MetaGraphDef_MetaInfoDef) XXX_DiscardUnknown() { - xxx_messageInfo_MetaGraphDef_MetaInfoDef.DiscardUnknown(m) -} - -var xxx_messageInfo_MetaGraphDef_MetaInfoDef proto.InternalMessageInfo - -func (m *MetaGraphDef_MetaInfoDef) GetMetaGraphVersion() string { - if m != nil { - return m.MetaGraphVersion - } - return "" -} - -func (m *MetaGraphDef_MetaInfoDef) GetStrippedOpList() *framework.OpList { - if m != nil { - return m.StrippedOpList +func (x *MetaGraphDef) GetCollectionDef() map[string]*CollectionDef { + if x != nil { + return x.CollectionDef } return nil } -func (m *MetaGraphDef_MetaInfoDef) GetAnyInfo() *any.Any { - if m != nil { - return m.AnyInfo +func (x *MetaGraphDef) GetSignatureDef() map[string]*SignatureDef { + if x != nil { + return x.SignatureDef } return nil } -func (m *MetaGraphDef_MetaInfoDef) GetTags() []string { - if m != nil { - return m.Tags +func (x *MetaGraphDef) GetAssetFileDef() []*AssetFileDef { + if x != nil { + return x.AssetFileDef } return nil } -func (m *MetaGraphDef_MetaInfoDef) GetTensorflowVersion() string { - if m != nil { - return m.TensorflowVersion - } - return "" -} - -func (m *MetaGraphDef_MetaInfoDef) GetTensorflowGitVersion() string { - if m != nil { - return m.TensorflowGitVersion - } - return "" -} - -func (m *MetaGraphDef_MetaInfoDef) GetStrippedDefaultAttrs() bool { - if m != nil { - return m.StrippedDefaultAttrs - } - return false -} - // CollectionDef should cover most collections. // To add a user-defined collection, do one of the following: -// 1. For simple data types, such as string, int, float: -// tf.add_to_collection("your_collection_name", your_simple_value) -// strings will be stored as bytes_list. +// 1. For simple data types, such as string, int, float: +// tf.add_to_collection("your_collection_name", your_simple_value) +// strings will be stored as bytes_list. // // 2. For Protobuf types, there are three ways to add them: -// 1) tf.add_to_collection("your_collection_name", -// your_proto.SerializeToString()) // -// collection_def { -// key: "user_defined_bytes_collection" -// value { -// bytes_list { -// value: "queue_name: \"test_queue\"\n" -// } -// } -// } +// 1. tf.add_to_collection("your_collection_name", +// your_proto.SerializeToString()) +// +// collection_def { +// key: "user_defined_bytes_collection" +// value { +// bytes_list { +// value: "queue_name: \"test_queue\"\n" +// } +// } +// } // -// or +// or // -// 2) tf.add_to_collection("your_collection_name", str(your_proto)) +// 2. tf.add_to_collection("your_collection_name", str(your_proto)) // -// collection_def { -// key: "user_defined_string_collection" -// value { -// bytes_list { -// value: "\n\ntest_queue" -// } -// } -// } +// collection_def { +// key: "user_defined_string_collection" +// value { +// bytes_list { +// value: "\n\ntest_queue" +// } +// } +// } // -// or +// or // -// 3) any_buf = any_pb2.Any() -// tf.add_to_collection("your_collection_name", -// any_buf.Pack(your_proto)) +// 3. any_buf = any_pb2.Any() +// tf.add_to_collection("your_collection_name", +// any_buf.Pack(your_proto)) // -// collection_def { -// key: "user_defined_any_collection" -// value { -// any_list { -// value { -// type_url: "type.googleapis.com/tensorflow.QueueRunnerDef" -// value: "\n\ntest_queue" -// } -// } -// } -// } +// collection_def { +// key: "user_defined_any_collection" +// value { +// any_list { +// value { +// type_url: "type.googleapis.com/tensorflow.QueueRunnerDef" +// value: "\n\ntest_queue" +// } +// } +// } +// } // -// 3. For Python objects, implement to_proto() and from_proto(), and register -// them in the following manner: -// ops.register_proto_function("your_collection_name", -// proto_type, -// to_proto=YourPythonObject.to_proto, -// from_proto=YourPythonObject.from_proto) -// These functions will be invoked to serialize and de-serialize the -// collection. For example, -// ops.register_proto_function(ops.GraphKeys.GLOBAL_VARIABLES, -// proto_type=variable_pb2.VariableDef, -// to_proto=Variable.to_proto, -// from_proto=Variable.from_proto) +// 3. For Python objects, implement to_proto() and from_proto(), and register +// them in the following manner: +// ops.register_proto_function("your_collection_name", +// proto_type, +// to_proto=YourPythonObject.to_proto, +// from_proto=YourPythonObject.from_proto) +// These functions will be invoked to serialize and de-serialize the +// collection. For example, +// ops.register_proto_function(ops.GraphKeys.GLOBAL_VARIABLES, +// proto_type=variable_pb2.VariableDef, +// to_proto=Variable.to_proto, +// from_proto=Variable.from_proto) type CollectionDef struct { - // Types that are valid to be assigned to Kind: + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + // Types that are assignable to Kind: + // // *CollectionDef_NodeList_ // *CollectionDef_BytesList_ // *CollectionDef_Int64List_ // *CollectionDef_FloatList_ // *CollectionDef_AnyList_ - Kind isCollectionDef_Kind `protobuf_oneof:"kind"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Kind isCollectionDef_Kind `protobuf_oneof:"kind"` +} + +func (x *CollectionDef) Reset() { + *x = CollectionDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[1] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } +} + +func (x *CollectionDef) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*CollectionDef) ProtoMessage() {} + +func (x *CollectionDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[1] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -func (m *CollectionDef) Reset() { *m = CollectionDef{} } -func (m *CollectionDef) String() string { return proto.CompactTextString(m) } -func (*CollectionDef) ProtoMessage() {} +// Deprecated: Use CollectionDef.ProtoReflect.Descriptor instead. func (*CollectionDef) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{1} + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{1} } -func (m *CollectionDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CollectionDef.Unmarshal(m, b) +func (m *CollectionDef) GetKind() isCollectionDef_Kind { + if m != nil { + return m.Kind + } + return nil } -func (m *CollectionDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CollectionDef.Marshal(b, m, deterministic) + +func (x *CollectionDef) GetNodeList() *CollectionDef_NodeList { + if x, ok := x.GetKind().(*CollectionDef_NodeList_); ok { + return x.NodeList + } + return nil } -func (m *CollectionDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_CollectionDef.Merge(m, src) + +func (x *CollectionDef) GetBytesList() *CollectionDef_BytesList { + if x, ok := x.GetKind().(*CollectionDef_BytesList_); ok { + return x.BytesList + } + return nil } -func (m *CollectionDef) XXX_Size() int { - return xxx_messageInfo_CollectionDef.Size(m) + +func (x *CollectionDef) GetInt64List() *CollectionDef_Int64List { + if x, ok := x.GetKind().(*CollectionDef_Int64List_); ok { + return x.Int64List + } + return nil } -func (m *CollectionDef) XXX_DiscardUnknown() { - xxx_messageInfo_CollectionDef.DiscardUnknown(m) + +func (x *CollectionDef) GetFloatList() *CollectionDef_FloatList { + if x, ok := x.GetKind().(*CollectionDef_FloatList_); ok { + return x.FloatList + } + return nil } -var xxx_messageInfo_CollectionDef proto.InternalMessageInfo +func (x *CollectionDef) GetAnyList() *CollectionDef_AnyList { + if x, ok := x.GetKind().(*CollectionDef_AnyList_); ok { + return x.AnyList + } + return nil +} type isCollectionDef_Kind interface { isCollectionDef_Kind() @@ -365,383 +317,691 @@ func (*CollectionDef_FloatList_) isCollectionDef_Kind() {} func (*CollectionDef_AnyList_) isCollectionDef_Kind() {} -func (m *CollectionDef) GetKind() isCollectionDef_Kind { - if m != nil { - return m.Kind +// Information about a Tensor necessary for feeding or retrieval. +type TensorInfo struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + // Types that are assignable to Encoding: + // + // *TensorInfo_Name + // *TensorInfo_CooSparse_ + Encoding isTensorInfo_Encoding `protobuf_oneof:"encoding"` + Dtype framework.DataType `protobuf:"varint,2,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` + // The static shape should be recorded here, to the extent that it can + // be known in advance. In the case of a SparseTensor, this field describes + // the logical shape of the represented tensor (aka dense_shape). + TensorShape *framework.TensorShapeProto `protobuf:"bytes,3,opt,name=tensor_shape,json=tensorShape,proto3" json:"tensor_shape,omitempty"` +} + +func (x *TensorInfo) Reset() { + *x = TensorInfo{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[2] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) } - return nil } -func (m *CollectionDef) GetNodeList() *CollectionDef_NodeList { - if x, ok := m.GetKind().(*CollectionDef_NodeList_); ok { - return x.NodeList +func (x *TensorInfo) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*TensorInfo) ProtoMessage() {} + +func (x *TensorInfo) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[2] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return nil + return mi.MessageOf(x) } -func (m *CollectionDef) GetBytesList() *CollectionDef_BytesList { - if x, ok := m.GetKind().(*CollectionDef_BytesList_); ok { - return x.BytesList +// Deprecated: Use TensorInfo.ProtoReflect.Descriptor instead. +func (*TensorInfo) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{2} +} + +func (m *TensorInfo) GetEncoding() isTensorInfo_Encoding { + if m != nil { + return m.Encoding } return nil } -func (m *CollectionDef) GetInt64List() *CollectionDef_Int64List { - if x, ok := m.GetKind().(*CollectionDef_Int64List_); ok { - return x.Int64List +func (x *TensorInfo) GetName() string { + if x, ok := x.GetEncoding().(*TensorInfo_Name); ok { + return x.Name } - return nil + return "" } -func (m *CollectionDef) GetFloatList() *CollectionDef_FloatList { - if x, ok := m.GetKind().(*CollectionDef_FloatList_); ok { - return x.FloatList +func (x *TensorInfo) GetCooSparse() *TensorInfo_CooSparse { + if x, ok := x.GetEncoding().(*TensorInfo_CooSparse_); ok { + return x.CooSparse } return nil } -func (m *CollectionDef) GetAnyList() *CollectionDef_AnyList { - if x, ok := m.GetKind().(*CollectionDef_AnyList_); ok { - return x.AnyList +func (x *TensorInfo) GetDtype() framework.DataType { + if x != nil { + return x.Dtype } - return nil + return framework.DataType(0) } -// XXX_OneofWrappers is for the internal use of the proto package. -func (*CollectionDef) XXX_OneofWrappers() []interface{} { - return []interface{}{ - (*CollectionDef_NodeList_)(nil), - (*CollectionDef_BytesList_)(nil), - (*CollectionDef_Int64List_)(nil), - (*CollectionDef_FloatList_)(nil), - (*CollectionDef_AnyList_)(nil), +func (x *TensorInfo) GetTensorShape() *framework.TensorShapeProto { + if x != nil { + return x.TensorShape } + return nil } -// NodeList is used for collecting nodes in graph. For example -// collection_def { -// key: "summaries" -// value { -// node_list { -// value: "input_producer/ScalarSummary:0" -// value: "shuffle_batch/ScalarSummary:0" -// value: "ImageSummary:0" -// } -// } -type CollectionDef_NodeList struct { - Value []string `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` +type isTensorInfo_Encoding interface { + isTensorInfo_Encoding() } -func (m *CollectionDef_NodeList) Reset() { *m = CollectionDef_NodeList{} } -func (m *CollectionDef_NodeList) String() string { return proto.CompactTextString(m) } -func (*CollectionDef_NodeList) ProtoMessage() {} -func (*CollectionDef_NodeList) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{1, 0} +type TensorInfo_Name struct { + // For dense `Tensor`s, the name of the tensor in the graph. + Name string `protobuf:"bytes,1,opt,name=name,proto3,oneof"` } -func (m *CollectionDef_NodeList) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CollectionDef_NodeList.Unmarshal(m, b) +type TensorInfo_CooSparse_ struct { + // There are many possible encodings of sparse matrices + // (https://en.wikipedia.org/wiki/Sparse_matrix). Currently, TensorFlow + // uses only the COO encoding. This is supported and documented in the + // SparseTensor Python class. + CooSparse *TensorInfo_CooSparse `protobuf:"bytes,4,opt,name=coo_sparse,json=cooSparse,proto3,oneof"` } -func (m *CollectionDef_NodeList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CollectionDef_NodeList.Marshal(b, m, deterministic) + +func (*TensorInfo_Name) isTensorInfo_Encoding() {} + +func (*TensorInfo_CooSparse_) isTensorInfo_Encoding() {} + +// SignatureDef defines the signature of a computation supported by a TensorFlow +// graph. +// +// For example, a model with two loss computations, sharing a single input, +// might have the following signature_def map. +// +// Note that across the two SignatureDefs "loss_A" and "loss_B", the input key, +// output key, and method_name are identical, and will be used by system(s) that +// implement or rely upon this particular loss method. The output tensor names +// differ, demonstrating how different outputs can exist for the same method. +// +// signature_def { +// key: "loss_A" +// value { +// inputs { +// key: "input" +// value { +// name: "input:0" +// dtype: DT_STRING +// tensor_shape: ... +// } +// } +// outputs { +// key: "loss_output" +// value { +// name: "loss_output_A:0" +// dtype: DT_FLOAT +// tensor_shape: ... +// } +// } +// } +// ... +// method_name: "some/package/compute_loss" +// } +// +// signature_def { +// key: "loss_B" +// value { +// inputs { +// key: "input" +// value { +// name: "input:0" +// dtype: DT_STRING +// tensor_shape: ... +// } +// } +// outputs { +// key: "loss_output" +// value { +// name: "loss_output_B:0" +// dtype: DT_FLOAT +// tensor_shape: ... +// } +// } +// } +// ... +// method_name: "some/package/compute_loss" +// } +type SignatureDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + // Named input parameters. + Inputs map[string]*TensorInfo `protobuf:"bytes,1,rep,name=inputs,proto3" json:"inputs,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` + // Named output parameters. + Outputs map[string]*TensorInfo `protobuf:"bytes,2,rep,name=outputs,proto3" json:"outputs,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` + // Extensible method_name information enabling third-party users to mark a + // SignatureDef as supporting a particular method. This enables producers and + // consumers of SignatureDefs, e.g. a model definition library and a serving + // library to have a clear hand-off regarding the semantics of a computation. + // + // Note that multiple SignatureDefs in a single MetaGraphDef may have the same + // method_name. This is commonly used to support multi-headed computation, + // where a single graph computation may return multiple results. + MethodName string `protobuf:"bytes,3,opt,name=method_name,json=methodName,proto3" json:"method_name,omitempty"` } -func (m *CollectionDef_NodeList) XXX_Merge(src proto.Message) { - xxx_messageInfo_CollectionDef_NodeList.Merge(m, src) + +func (x *SignatureDef) Reset() { + *x = SignatureDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[3] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CollectionDef_NodeList) XXX_Size() int { - return xxx_messageInfo_CollectionDef_NodeList.Size(m) + +func (x *SignatureDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CollectionDef_NodeList) XXX_DiscardUnknown() { - xxx_messageInfo_CollectionDef_NodeList.DiscardUnknown(m) + +func (*SignatureDef) ProtoMessage() {} + +func (x *SignatureDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[3] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_CollectionDef_NodeList proto.InternalMessageInfo +// Deprecated: Use SignatureDef.ProtoReflect.Descriptor instead. +func (*SignatureDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{3} +} -func (m *CollectionDef_NodeList) GetValue() []string { - if m != nil { - return m.Value +func (x *SignatureDef) GetInputs() map[string]*TensorInfo { + if x != nil { + return x.Inputs } return nil } -// BytesList is used for collecting strings and serialized protobufs. For -// example: -// collection_def { -// key: "trainable_variables" -// value { -// bytes_list { -// value: "\n\017conv1/weights:0\022\024conv1/weights/Assign -// \032\024conv1/weights/read:0" -// value: "\n\016conv1/biases:0\022\023conv1/biases/Assign\032 -// \023conv1/biases/read:0" -// } -// } -// } -type CollectionDef_BytesList struct { - Value [][]byte `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` +func (x *SignatureDef) GetOutputs() map[string]*TensorInfo { + if x != nil { + return x.Outputs + } + return nil } -func (m *CollectionDef_BytesList) Reset() { *m = CollectionDef_BytesList{} } -func (m *CollectionDef_BytesList) String() string { return proto.CompactTextString(m) } -func (*CollectionDef_BytesList) ProtoMessage() {} -func (*CollectionDef_BytesList) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{1, 1} +func (x *SignatureDef) GetMethodName() string { + if x != nil { + return x.MethodName + } + return "" } -func (m *CollectionDef_BytesList) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CollectionDef_BytesList.Unmarshal(m, b) -} -func (m *CollectionDef_BytesList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CollectionDef_BytesList.Marshal(b, m, deterministic) +// An asset file def for a single file or a set of sharded files with the same +// name. +type AssetFileDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + // The tensor to bind the asset filename to. + TensorInfo *TensorInfo `protobuf:"bytes,1,opt,name=tensor_info,json=tensorInfo,proto3" json:"tensor_info,omitempty"` + // The filename within an assets directory. Note: does not include the path + // prefix, i.e. directories. For an asset at /tmp/path/vocab.txt, the filename + // would be "vocab.txt". + Filename string `protobuf:"bytes,2,opt,name=filename,proto3" json:"filename,omitempty"` } -func (m *CollectionDef_BytesList) XXX_Merge(src proto.Message) { - xxx_messageInfo_CollectionDef_BytesList.Merge(m, src) + +func (x *AssetFileDef) Reset() { + *x = AssetFileDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[4] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CollectionDef_BytesList) XXX_Size() int { - return xxx_messageInfo_CollectionDef_BytesList.Size(m) + +func (x *AssetFileDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CollectionDef_BytesList) XXX_DiscardUnknown() { - xxx_messageInfo_CollectionDef_BytesList.DiscardUnknown(m) + +func (*AssetFileDef) ProtoMessage() {} + +func (x *AssetFileDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[4] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_CollectionDef_BytesList proto.InternalMessageInfo +// Deprecated: Use AssetFileDef.ProtoReflect.Descriptor instead. +func (*AssetFileDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{4} +} -func (m *CollectionDef_BytesList) GetValue() [][]byte { - if m != nil { - return m.Value +func (x *AssetFileDef) GetTensorInfo() *TensorInfo { + if x != nil { + return x.TensorInfo } return nil } -// Int64List is used for collecting int, int64 and long values. -type CollectionDef_Int64List struct { - Value []int64 `protobuf:"varint,1,rep,packed,name=value,proto3" json:"value,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` +func (x *AssetFileDef) GetFilename() string { + if x != nil { + return x.Filename + } + return "" } -func (m *CollectionDef_Int64List) Reset() { *m = CollectionDef_Int64List{} } -func (m *CollectionDef_Int64List) String() string { return proto.CompactTextString(m) } -func (*CollectionDef_Int64List) ProtoMessage() {} -func (*CollectionDef_Int64List) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{1, 2} +// Meta information regarding the graph to be exported. To be used by users +// of this protocol buffer to encode information regarding their meta graph. +type MetaGraphDef_MetaInfoDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + // User specified Version string. Can be the name of the model and revision, + // steps this model has been trained to, etc. + MetaGraphVersion string `protobuf:"bytes,1,opt,name=meta_graph_version,json=metaGraphVersion,proto3" json:"meta_graph_version,omitempty"` + // A copy of the OpDefs used by the producer of this graph_def. + // Descriptions and Ops not used in graph_def are stripped out. + StrippedOpList *framework.OpList `protobuf:"bytes,2,opt,name=stripped_op_list,json=strippedOpList,proto3" json:"stripped_op_list,omitempty"` + // A serialized protobuf. Can be the time this meta graph is created, or + // modified, or name of the model. + AnyInfo *anypb.Any `protobuf:"bytes,3,opt,name=any_info,json=anyInfo,proto3" json:"any_info,omitempty"` + // User supplied tag(s) on the meta_graph and included graph_def. + // + // MetaGraphDefs should be tagged with their capabilities or use-cases. + // Examples: "train", "serve", "gpu", "tpu", etc. + // These tags enable loaders to access the MetaGraph(s) appropriate for a + // specific use-case or runtime environment. + Tags []string `protobuf:"bytes,4,rep,name=tags,proto3" json:"tags,omitempty"` + // The __version__ string of the tensorflow build used to write this graph. + // This will be populated by the framework, which will overwrite any user + // supplied value. + TensorflowVersion string `protobuf:"bytes,5,opt,name=tensorflow_version,json=tensorflowVersion,proto3" json:"tensorflow_version,omitempty"` + // The __git_version__ string of the tensorflow build used to write this + // graph. This will be populated by the framework, which will overwrite any + // user supplied value. + TensorflowGitVersion string `protobuf:"bytes,6,opt,name=tensorflow_git_version,json=tensorflowGitVersion,proto3" json:"tensorflow_git_version,omitempty"` + // A flag to denote whether default-valued attrs have been stripped from + // the nodes in this graph_def. + StrippedDefaultAttrs bool `protobuf:"varint,7,opt,name=stripped_default_attrs,json=strippedDefaultAttrs,proto3" json:"stripped_default_attrs,omitempty"` } -func (m *CollectionDef_Int64List) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CollectionDef_Int64List.Unmarshal(m, b) +func (x *MetaGraphDef_MetaInfoDef) Reset() { + *x = MetaGraphDef_MetaInfoDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[5] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CollectionDef_Int64List) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CollectionDef_Int64List.Marshal(b, m, deterministic) + +func (x *MetaGraphDef_MetaInfoDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CollectionDef_Int64List) XXX_Merge(src proto.Message) { - xxx_messageInfo_CollectionDef_Int64List.Merge(m, src) + +func (*MetaGraphDef_MetaInfoDef) ProtoMessage() {} + +func (x *MetaGraphDef_MetaInfoDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[5] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -func (m *CollectionDef_Int64List) XXX_Size() int { - return xxx_messageInfo_CollectionDef_Int64List.Size(m) + +// Deprecated: Use MetaGraphDef_MetaInfoDef.ProtoReflect.Descriptor instead. +func (*MetaGraphDef_MetaInfoDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{0, 0} } -func (m *CollectionDef_Int64List) XXX_DiscardUnknown() { - xxx_messageInfo_CollectionDef_Int64List.DiscardUnknown(m) + +func (x *MetaGraphDef_MetaInfoDef) GetMetaGraphVersion() string { + if x != nil { + return x.MetaGraphVersion + } + return "" } -var xxx_messageInfo_CollectionDef_Int64List proto.InternalMessageInfo +func (x *MetaGraphDef_MetaInfoDef) GetStrippedOpList() *framework.OpList { + if x != nil { + return x.StrippedOpList + } + return nil +} -func (m *CollectionDef_Int64List) GetValue() []int64 { - if m != nil { - return m.Value +func (x *MetaGraphDef_MetaInfoDef) GetAnyInfo() *anypb.Any { + if x != nil { + return x.AnyInfo } return nil } -// FloatList is used for collecting float values. -type CollectionDef_FloatList struct { - Value []float32 `protobuf:"fixed32,1,rep,packed,name=value,proto3" json:"value,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` +func (x *MetaGraphDef_MetaInfoDef) GetTags() []string { + if x != nil { + return x.Tags + } + return nil } -func (m *CollectionDef_FloatList) Reset() { *m = CollectionDef_FloatList{} } -func (m *CollectionDef_FloatList) String() string { return proto.CompactTextString(m) } -func (*CollectionDef_FloatList) ProtoMessage() {} -func (*CollectionDef_FloatList) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{1, 3} +func (x *MetaGraphDef_MetaInfoDef) GetTensorflowVersion() string { + if x != nil { + return x.TensorflowVersion + } + return "" } -func (m *CollectionDef_FloatList) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CollectionDef_FloatList.Unmarshal(m, b) +func (x *MetaGraphDef_MetaInfoDef) GetTensorflowGitVersion() string { + if x != nil { + return x.TensorflowGitVersion + } + return "" } -func (m *CollectionDef_FloatList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CollectionDef_FloatList.Marshal(b, m, deterministic) + +func (x *MetaGraphDef_MetaInfoDef) GetStrippedDefaultAttrs() bool { + if x != nil { + return x.StrippedDefaultAttrs + } + return false } -func (m *CollectionDef_FloatList) XXX_Merge(src proto.Message) { - xxx_messageInfo_CollectionDef_FloatList.Merge(m, src) + +// NodeList is used for collecting nodes in graph. For example +// +// collection_def { +// key: "summaries" +// value { +// node_list { +// value: "input_producer/ScalarSummary:0" +// value: "shuffle_batch/ScalarSummary:0" +// value: "ImageSummary:0" +// } +// } +type CollectionDef_NodeList struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Value []string `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` } -func (m *CollectionDef_FloatList) XXX_Size() int { - return xxx_messageInfo_CollectionDef_FloatList.Size(m) + +func (x *CollectionDef_NodeList) Reset() { + *x = CollectionDef_NodeList{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[8] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CollectionDef_FloatList) XXX_DiscardUnknown() { - xxx_messageInfo_CollectionDef_FloatList.DiscardUnknown(m) + +func (x *CollectionDef_NodeList) String() string { + return protoimpl.X.MessageStringOf(x) } -var xxx_messageInfo_CollectionDef_FloatList proto.InternalMessageInfo +func (*CollectionDef_NodeList) ProtoMessage() {} -func (m *CollectionDef_FloatList) GetValue() []float32 { - if m != nil { - return m.Value +func (x *CollectionDef_NodeList) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[8] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return nil + return mi.MessageOf(x) } -// AnyList is used for collecting Any protos. -type CollectionDef_AnyList struct { - Value []*any.Any `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` +// Deprecated: Use CollectionDef_NodeList.ProtoReflect.Descriptor instead. +func (*CollectionDef_NodeList) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{1, 0} } -func (m *CollectionDef_AnyList) Reset() { *m = CollectionDef_AnyList{} } -func (m *CollectionDef_AnyList) String() string { return proto.CompactTextString(m) } -func (*CollectionDef_AnyList) ProtoMessage() {} -func (*CollectionDef_AnyList) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{1, 4} +func (x *CollectionDef_NodeList) GetValue() []string { + if x != nil { + return x.Value + } + return nil } -func (m *CollectionDef_AnyList) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_CollectionDef_AnyList.Unmarshal(m, b) -} -func (m *CollectionDef_AnyList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_CollectionDef_AnyList.Marshal(b, m, deterministic) +// BytesList is used for collecting strings and serialized protobufs. For +// example: +// +// collection_def { +// key: "trainable_variables" +// value { +// bytes_list { +// value: "\n\017conv1/weights:0\022\024conv1/weights/Assign +// \032\024conv1/weights/read:0" +// value: "\n\016conv1/biases:0\022\023conv1/biases/Assign\032 +// \023conv1/biases/read:0" +// } +// } +// } +type CollectionDef_BytesList struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Value [][]byte `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` } -func (m *CollectionDef_AnyList) XXX_Merge(src proto.Message) { - xxx_messageInfo_CollectionDef_AnyList.Merge(m, src) + +func (x *CollectionDef_BytesList) Reset() { + *x = CollectionDef_BytesList{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[9] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *CollectionDef_AnyList) XXX_Size() int { - return xxx_messageInfo_CollectionDef_AnyList.Size(m) + +func (x *CollectionDef_BytesList) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *CollectionDef_AnyList) XXX_DiscardUnknown() { - xxx_messageInfo_CollectionDef_AnyList.DiscardUnknown(m) + +func (*CollectionDef_BytesList) ProtoMessage() {} + +func (x *CollectionDef_BytesList) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[9] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_CollectionDef_AnyList proto.InternalMessageInfo +// Deprecated: Use CollectionDef_BytesList.ProtoReflect.Descriptor instead. +func (*CollectionDef_BytesList) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{1, 1} +} -func (m *CollectionDef_AnyList) GetValue() []*any.Any { - if m != nil { - return m.Value +func (x *CollectionDef_BytesList) GetValue() [][]byte { + if x != nil { + return x.Value } return nil } -// Information about a Tensor necessary for feeding or retrieval. -type TensorInfo struct { - // Types that are valid to be assigned to Encoding: - // *TensorInfo_Name - // *TensorInfo_CooSparse_ - Encoding isTensorInfo_Encoding `protobuf_oneof:"encoding"` - Dtype framework.DataType `protobuf:"varint,2,opt,name=dtype,proto3,enum=tensorflow.DataType" json:"dtype,omitempty"` - // The static shape should be recorded here, to the extent that it can - // be known in advance. In the case of a SparseTensor, this field describes - // the logical shape of the represented tensor (aka dense_shape). - TensorShape *framework.TensorShapeProto `protobuf:"bytes,3,opt,name=tensor_shape,json=tensorShape,proto3" json:"tensor_shape,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} +// Int64List is used for collecting int, int64 and long values. +type CollectionDef_Int64List struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -func (m *TensorInfo) Reset() { *m = TensorInfo{} } -func (m *TensorInfo) String() string { return proto.CompactTextString(m) } -func (*TensorInfo) ProtoMessage() {} -func (*TensorInfo) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{2} + Value []int64 `protobuf:"varint,1,rep,packed,name=value,proto3" json:"value,omitempty"` } -func (m *TensorInfo) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorInfo.Unmarshal(m, b) +func (x *CollectionDef_Int64List) Reset() { + *x = CollectionDef_Int64List{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[10] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorInfo.Marshal(b, m, deterministic) + +func (x *CollectionDef_Int64List) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *TensorInfo) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorInfo.Merge(m, src) + +func (*CollectionDef_Int64List) ProtoMessage() {} + +func (x *CollectionDef_Int64List) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[10] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -func (m *TensorInfo) XXX_Size() int { - return xxx_messageInfo_TensorInfo.Size(m) + +// Deprecated: Use CollectionDef_Int64List.ProtoReflect.Descriptor instead. +func (*CollectionDef_Int64List) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{1, 2} } -func (m *TensorInfo) XXX_DiscardUnknown() { - xxx_messageInfo_TensorInfo.DiscardUnknown(m) + +func (x *CollectionDef_Int64List) GetValue() []int64 { + if x != nil { + return x.Value + } + return nil } -var xxx_messageInfo_TensorInfo proto.InternalMessageInfo +// FloatList is used for collecting float values. +type CollectionDef_FloatList struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields -type isTensorInfo_Encoding interface { - isTensorInfo_Encoding() + Value []float32 `protobuf:"fixed32,1,rep,packed,name=value,proto3" json:"value,omitempty"` } -type TensorInfo_Name struct { - Name string `protobuf:"bytes,1,opt,name=name,proto3,oneof"` +func (x *CollectionDef_FloatList) Reset() { + *x = CollectionDef_FloatList{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[11] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -type TensorInfo_CooSparse_ struct { - CooSparse *TensorInfo_CooSparse `protobuf:"bytes,4,opt,name=coo_sparse,json=cooSparse,proto3,oneof"` +func (x *CollectionDef_FloatList) String() string { + return protoimpl.X.MessageStringOf(x) } -func (*TensorInfo_Name) isTensorInfo_Encoding() {} +func (*CollectionDef_FloatList) ProtoMessage() {} -func (*TensorInfo_CooSparse_) isTensorInfo_Encoding() {} - -func (m *TensorInfo) GetEncoding() isTensorInfo_Encoding { - if m != nil { - return m.Encoding +func (x *CollectionDef_FloatList) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[11] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return nil + return mi.MessageOf(x) } -func (m *TensorInfo) GetName() string { - if x, ok := m.GetEncoding().(*TensorInfo_Name); ok { - return x.Name - } - return "" +// Deprecated: Use CollectionDef_FloatList.ProtoReflect.Descriptor instead. +func (*CollectionDef_FloatList) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{1, 3} } -func (m *TensorInfo) GetCooSparse() *TensorInfo_CooSparse { - if x, ok := m.GetEncoding().(*TensorInfo_CooSparse_); ok { - return x.CooSparse +func (x *CollectionDef_FloatList) GetValue() []float32 { + if x != nil { + return x.Value } return nil } -func (m *TensorInfo) GetDtype() framework.DataType { - if m != nil { - return m.Dtype +// AnyList is used for collecting Any protos. +type CollectionDef_AnyList struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + + Value []*anypb.Any `protobuf:"bytes,1,rep,name=value,proto3" json:"value,omitempty"` +} + +func (x *CollectionDef_AnyList) Reset() { + *x = CollectionDef_AnyList{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[12] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) } - return framework.DataType_DT_INVALID } -func (m *TensorInfo) GetTensorShape() *framework.TensorShapeProto { - if m != nil { - return m.TensorShape +func (x *CollectionDef_AnyList) String() string { + return protoimpl.X.MessageStringOf(x) +} + +func (*CollectionDef_AnyList) ProtoMessage() {} + +func (x *CollectionDef_AnyList) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[12] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return nil + return mi.MessageOf(x) } -// XXX_OneofWrappers is for the internal use of the proto package. -func (*TensorInfo) XXX_OneofWrappers() []interface{} { - return []interface{}{ - (*TensorInfo_Name)(nil), - (*TensorInfo_CooSparse_)(nil), +// Deprecated: Use CollectionDef_AnyList.ProtoReflect.Descriptor instead. +func (*CollectionDef_AnyList) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{1, 4} +} + +func (x *CollectionDef_AnyList) GetValue() []*anypb.Any { + if x != nil { + return x.Value } + return nil } // For sparse tensors, The COO encoding stores a triple of values, indices, // and shape. type TensorInfo_CooSparse struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The shape of the values Tensor is [?]. Its dtype must be the dtype of // the SparseTensor as a whole, given in the enclosing TensorInfo. ValuesTensorName string `protobuf:"bytes,1,opt,name=values_tensor_name,json=valuesTensorName,proto3" json:"values_tensor_name,omitempty"` @@ -749,321 +1009,488 @@ type TensorInfo_CooSparse struct { IndicesTensorName string `protobuf:"bytes,2,opt,name=indices_tensor_name,json=indicesTensorName,proto3" json:"indices_tensor_name,omitempty"` // The dynamic logical shape represented by the SparseTensor is recorded in // the Tensor referenced here. It must have dtype int64 and shape [?]. - DenseShapeTensorName string `protobuf:"bytes,3,opt,name=dense_shape_tensor_name,json=denseShapeTensorName,proto3" json:"dense_shape_tensor_name,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + DenseShapeTensorName string `protobuf:"bytes,3,opt,name=dense_shape_tensor_name,json=denseShapeTensorName,proto3" json:"dense_shape_tensor_name,omitempty"` } -func (m *TensorInfo_CooSparse) Reset() { *m = TensorInfo_CooSparse{} } -func (m *TensorInfo_CooSparse) String() string { return proto.CompactTextString(m) } -func (*TensorInfo_CooSparse) ProtoMessage() {} -func (*TensorInfo_CooSparse) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{2, 0} +func (x *TensorInfo_CooSparse) Reset() { + *x = TensorInfo_CooSparse{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[13] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *TensorInfo_CooSparse) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_TensorInfo_CooSparse.Unmarshal(m, b) -} -func (m *TensorInfo_CooSparse) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_TensorInfo_CooSparse.Marshal(b, m, deterministic) -} -func (m *TensorInfo_CooSparse) XXX_Merge(src proto.Message) { - xxx_messageInfo_TensorInfo_CooSparse.Merge(m, src) -} -func (m *TensorInfo_CooSparse) XXX_Size() int { - return xxx_messageInfo_TensorInfo_CooSparse.Size(m) -} -func (m *TensorInfo_CooSparse) XXX_DiscardUnknown() { - xxx_messageInfo_TensorInfo_CooSparse.DiscardUnknown(m) +func (x *TensorInfo_CooSparse) String() string { + return protoimpl.X.MessageStringOf(x) } -var xxx_messageInfo_TensorInfo_CooSparse proto.InternalMessageInfo +func (*TensorInfo_CooSparse) ProtoMessage() {} -func (m *TensorInfo_CooSparse) GetValuesTensorName() string { - if m != nil { - return m.ValuesTensorName +func (x *TensorInfo_CooSparse) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[13] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms } - return "" + return mi.MessageOf(x) } -func (m *TensorInfo_CooSparse) GetIndicesTensorName() string { - if m != nil { - return m.IndicesTensorName - } - return "" +// Deprecated: Use TensorInfo_CooSparse.ProtoReflect.Descriptor instead. +func (*TensorInfo_CooSparse) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_meta_graph_proto_rawDescGZIP(), []int{2, 0} } -func (m *TensorInfo_CooSparse) GetDenseShapeTensorName() string { - if m != nil { - return m.DenseShapeTensorName +func (x *TensorInfo_CooSparse) GetValuesTensorName() string { + if x != nil { + return x.ValuesTensorName } return "" } -// SignatureDef defines the signature of a computation supported by a TensorFlow -// graph. -// -// For example, a model with two loss computations, sharing a single input, -// might have the following signature_def map. -// -// Note that across the two SignatureDefs "loss_A" and "loss_B", the input key, -// output key, and method_name are identical, and will be used by system(s) that -// implement or rely upon this particular loss method. The output tensor names -// differ, demonstrating how different outputs can exist for the same method. -// -// signature_def { -// key: "loss_A" -// value { -// inputs { -// key: "input" -// value { -// name: "input:0" -// dtype: DT_STRING -// tensor_shape: ... -// } -// } -// outputs { -// key: "loss_output" -// value { -// name: "loss_output_A:0" -// dtype: DT_FLOAT -// tensor_shape: ... -// } -// } -// } -// ... -// method_name: "some/package/compute_loss" -// } -// signature_def { -// key: "loss_B" -// value { -// inputs { -// key: "input" -// value { -// name: "input:0" -// dtype: DT_STRING -// tensor_shape: ... -// } -// } -// outputs { -// key: "loss_output" -// value { -// name: "loss_output_B:0" -// dtype: DT_FLOAT -// tensor_shape: ... -// } -// } -// } -// ... -// method_name: "some/package/compute_loss" -// } -type SignatureDef struct { - // Named input parameters. - Inputs map[string]*TensorInfo `protobuf:"bytes,1,rep,name=inputs,proto3" json:"inputs,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - // Named output parameters. - Outputs map[string]*TensorInfo `protobuf:"bytes,2,rep,name=outputs,proto3" json:"outputs,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` - // Extensible method_name information enabling third-party users to mark a - // SignatureDef as supporting a particular method. This enables producers and - // consumers of SignatureDefs, e.g. a model definition library and a serving - // library to have a clear hand-off regarding the semantics of a computation. - // - // Note that multiple SignatureDefs in a single MetaGraphDef may have the same - // method_name. This is commonly used to support multi-headed computation, - // where a single graph computation may return multiple results. - MethodName string `protobuf:"bytes,3,opt,name=method_name,json=methodName,proto3" json:"method_name,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` -} - -func (m *SignatureDef) Reset() { *m = SignatureDef{} } -func (m *SignatureDef) String() string { return proto.CompactTextString(m) } -func (*SignatureDef) ProtoMessage() {} -func (*SignatureDef) Descriptor() ([]byte, []int) { - return fileDescriptor_e94adf32e895c059, []int{3} -} - -func (m *SignatureDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_SignatureDef.Unmarshal(m, b) -} -func (m *SignatureDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_SignatureDef.Marshal(b, m, deterministic) -} -func (m *SignatureDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_SignatureDef.Merge(m, src) -} -func (m *SignatureDef) XXX_Size() int { - return xxx_messageInfo_SignatureDef.Size(m) -} -func (m *SignatureDef) XXX_DiscardUnknown() { - xxx_messageInfo_SignatureDef.DiscardUnknown(m) -} - -var xxx_messageInfo_SignatureDef proto.InternalMessageInfo - -func (m *SignatureDef) GetInputs() map[string]*TensorInfo { - if m != nil { - return m.Inputs - } - return nil -} - -func (m *SignatureDef) GetOutputs() map[string]*TensorInfo { - if m != nil { - return m.Outputs +func (x *TensorInfo_CooSparse) GetIndicesTensorName() string { + if x != nil { + return x.IndicesTensorName } - return nil + return "" } -func (m *SignatureDef) GetMethodName() string { - if m != nil { - return m.MethodName +func (x *TensorInfo_CooSparse) GetDenseShapeTensorName() string { + if x != nil { + return x.DenseShapeTensorName } return "" } -// An asset file def for a single file or a set of sharded files with the same -// name. -type AssetFileDef struct { - // The tensor to bind the asset filename to. - TensorInfo *TensorInfo `protobuf:"bytes,1,opt,name=tensor_info,json=tensorInfo,proto3" json:"tensor_info,omitempty"` - // The filename within an assets directory. 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file_tensorflow_core_protobuf_meta_graph_proto_msgTypes = make([]protoimpl.MessageInfo, 16) +var file_tensorflow_core_protobuf_meta_graph_proto_goTypes = []interface{}{ + (*MetaGraphDef)(nil), // 0: tensorflow.MetaGraphDef + (*CollectionDef)(nil), // 1: tensorflow.CollectionDef + (*TensorInfo)(nil), // 2: tensorflow.TensorInfo + (*SignatureDef)(nil), // 3: tensorflow.SignatureDef + (*AssetFileDef)(nil), // 4: tensorflow.AssetFileDef + (*MetaGraphDef_MetaInfoDef)(nil), // 5: tensorflow.MetaGraphDef.MetaInfoDef + nil, // 6: tensorflow.MetaGraphDef.CollectionDefEntry + nil, // 7: tensorflow.MetaGraphDef.SignatureDefEntry + (*CollectionDef_NodeList)(nil), // 8: tensorflow.CollectionDef.NodeList + (*CollectionDef_BytesList)(nil), // 9: tensorflow.CollectionDef.BytesList + (*CollectionDef_Int64List)(nil), // 10: tensorflow.CollectionDef.Int64List + (*CollectionDef_FloatList)(nil), // 11: tensorflow.CollectionDef.FloatList + (*CollectionDef_AnyList)(nil), // 12: tensorflow.CollectionDef.AnyList + (*TensorInfo_CooSparse)(nil), // 13: tensorflow.TensorInfo.CooSparse + nil, // 14: tensorflow.SignatureDef.InputsEntry + nil, // 15: tensorflow.SignatureDef.OutputsEntry + (*framework.GraphDef)(nil), // 16: tensorflow.GraphDef + (*SaverDef)(nil), // 17: tensorflow.SaverDef + (framework.DataType)(0), // 18: tensorflow.DataType + (*framework.TensorShapeProto)(nil), // 19: tensorflow.TensorShapeProto + (*framework.OpList)(nil), // 20: tensorflow.OpList + (*anypb.Any)(nil), // 21: google.protobuf.Any +} +var file_tensorflow_core_protobuf_meta_graph_proto_depIdxs = []int32{ + 5, // 0: tensorflow.MetaGraphDef.meta_info_def:type_name -> tensorflow.MetaGraphDef.MetaInfoDef + 16, // 1: tensorflow.MetaGraphDef.graph_def:type_name -> tensorflow.GraphDef + 17, // 2: tensorflow.MetaGraphDef.saver_def:type_name -> tensorflow.SaverDef + 6, // 3: tensorflow.MetaGraphDef.collection_def:type_name -> tensorflow.MetaGraphDef.CollectionDefEntry + 7, // 4: tensorflow.MetaGraphDef.signature_def:type_name -> tensorflow.MetaGraphDef.SignatureDefEntry + 4, // 5: tensorflow.MetaGraphDef.asset_file_def:type_name -> tensorflow.AssetFileDef + 8, // 6: tensorflow.CollectionDef.node_list:type_name -> tensorflow.CollectionDef.NodeList + 9, // 7: tensorflow.CollectionDef.bytes_list:type_name -> tensorflow.CollectionDef.BytesList + 10, // 8: tensorflow.CollectionDef.int64_list:type_name -> tensorflow.CollectionDef.Int64List + 11, // 9: tensorflow.CollectionDef.float_list:type_name -> tensorflow.CollectionDef.FloatList + 12, // 10: tensorflow.CollectionDef.any_list:type_name -> tensorflow.CollectionDef.AnyList + 13, // 11: tensorflow.TensorInfo.coo_sparse:type_name -> tensorflow.TensorInfo.CooSparse + 18, // 12: tensorflow.TensorInfo.dtype:type_name -> tensorflow.DataType + 19, // 13: tensorflow.TensorInfo.tensor_shape:type_name -> tensorflow.TensorShapeProto + 14, // 14: tensorflow.SignatureDef.inputs:type_name -> tensorflow.SignatureDef.InputsEntry + 15, // 15: tensorflow.SignatureDef.outputs:type_name -> tensorflow.SignatureDef.OutputsEntry + 2, // 16: tensorflow.AssetFileDef.tensor_info:type_name -> tensorflow.TensorInfo + 20, // 17: tensorflow.MetaGraphDef.MetaInfoDef.stripped_op_list:type_name -> tensorflow.OpList + 21, // 18: tensorflow.MetaGraphDef.MetaInfoDef.any_info:type_name -> google.protobuf.Any + 1, // 19: tensorflow.MetaGraphDef.CollectionDefEntry.value:type_name -> tensorflow.CollectionDef + 3, // 20: tensorflow.MetaGraphDef.SignatureDefEntry.value:type_name -> tensorflow.SignatureDef + 21, // 21: tensorflow.CollectionDef.AnyList.value:type_name -> google.protobuf.Any + 2, // 22: tensorflow.SignatureDef.InputsEntry.value:type_name -> tensorflow.TensorInfo + 2, // 23: tensorflow.SignatureDef.OutputsEntry.value:type_name -> tensorflow.TensorInfo + 24, // [24:24] is the sub-list for method output_type + 24, // [24:24] is the sub-list for method input_type + 24, // [24:24] is the sub-list for extension type_name + 24, // [24:24] is the sub-list for extension extendee + 0, // [0:24] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_protobuf_meta_graph_proto_init() } +func file_tensorflow_core_protobuf_meta_graph_proto_init() { + if File_tensorflow_core_protobuf_meta_graph_proto != nil { + return } - return nil -} - -func (m *AssetFileDef) GetFilename() string { - if m != nil { - return m.Filename + file_tensorflow_core_protobuf_saver_proto_init() + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MetaGraphDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CollectionDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*TensorInfo); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*SignatureDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*AssetFileDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*MetaGraphDef_MetaInfoDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CollectionDef_NodeList); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CollectionDef_BytesList); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CollectionDef_Int64List); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CollectionDef_FloatList); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*CollectionDef_AnyList); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*TensorInfo_CooSparse); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } } - return "" -} - -func init() { - proto.RegisterType((*MetaGraphDef)(nil), 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file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[1].OneofWrappers = []interface{}{ + (*CollectionDef_NodeList_)(nil), + (*CollectionDef_BytesList_)(nil), + (*CollectionDef_Int64List_)(nil), + (*CollectionDef_FloatList_)(nil), + (*CollectionDef_AnyList_)(nil), + } + file_tensorflow_core_protobuf_meta_graph_proto_msgTypes[2].OneofWrappers = []interface{}{ + (*TensorInfo_Name)(nil), + (*TensorInfo_CooSparse_)(nil), + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_protobuf_meta_graph_proto_rawDesc, + NumEnums: 0, + NumMessages: 16, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_protobuf_meta_graph_proto_goTypes, + DependencyIndexes: file_tensorflow_core_protobuf_meta_graph_proto_depIdxs, + MessageInfos: file_tensorflow_core_protobuf_meta_graph_proto_msgTypes, + }.Build() + File_tensorflow_core_protobuf_meta_graph_proto = out.File + file_tensorflow_core_protobuf_meta_graph_proto_rawDesc = nil + file_tensorflow_core_protobuf_meta_graph_proto_goTypes = nil + file_tensorflow_core_protobuf_meta_graph_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generated/protobuf/saved_model.pb.go b/tools/tf2openapi/generated/protobuf/saved_model.pb.go index 8b014a2472..d6ad2aa4b5 100644 --- a/tools/tf2openapi/generated/protobuf/saved_model.pb.go +++ b/tools/tf2openapi/generated/protobuf/saved_model.pb.go @@ -1,101 +1,176 @@ // Code generated by protoc-gen-go. DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/protobuf/saved_model.proto package protobuf import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // SavedModel is the high level serialization format for TensorFlow Models. // See [todo: doc links, similar to session_bundle] for more information. type SavedModel struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The schema version of the SavedModel instance. Used for versioning when // making future changes to the specification/implementation. Initial value // at release will be 1. SavedModelSchemaVersion int64 `protobuf:"varint,1,opt,name=saved_model_schema_version,json=savedModelSchemaVersion,proto3" json:"saved_model_schema_version,omitempty"` // One or more MetaGraphs. - MetaGraphs []*MetaGraphDef `protobuf:"bytes,2,rep,name=meta_graphs,json=metaGraphs,proto3" json:"meta_graphs,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + MetaGraphs []*MetaGraphDef `protobuf:"bytes,2,rep,name=meta_graphs,json=metaGraphs,proto3" json:"meta_graphs,omitempty"` } -func (m *SavedModel) Reset() { *m = SavedModel{} } -func (m *SavedModel) String() string { return proto.CompactTextString(m) } -func (*SavedModel) ProtoMessage() {} -func (*SavedModel) Descriptor() ([]byte, []int) { - return fileDescriptor_537826d0bcc2f334, []int{0} +func (x *SavedModel) Reset() { + *x = SavedModel{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_saved_model_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *SavedModel) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_SavedModel.Unmarshal(m, b) -} -func (m *SavedModel) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_SavedModel.Marshal(b, m, deterministic) +func (x *SavedModel) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *SavedModel) XXX_Merge(src proto.Message) { - xxx_messageInfo_SavedModel.Merge(m, src) -} -func (m *SavedModel) XXX_Size() int { - return xxx_messageInfo_SavedModel.Size(m) -} -func (m *SavedModel) XXX_DiscardUnknown() { - xxx_messageInfo_SavedModel.DiscardUnknown(m) + +func (*SavedModel) ProtoMessage() {} + +func (x *SavedModel) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_saved_model_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_SavedModel proto.InternalMessageInfo +// Deprecated: Use SavedModel.ProtoReflect.Descriptor instead. +func (*SavedModel) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_saved_model_proto_rawDescGZIP(), []int{0} +} -func (m *SavedModel) GetSavedModelSchemaVersion() int64 { - if m != nil { - return m.SavedModelSchemaVersion +func (x *SavedModel) GetSavedModelSchemaVersion() int64 { + if x != nil { + return x.SavedModelSchemaVersion } return 0 } -func (m *SavedModel) GetMetaGraphs() []*MetaGraphDef { - if m != nil { - return m.MetaGraphs +func (x *SavedModel) GetMetaGraphs() []*MetaGraphDef { + if x != nil { + return x.MetaGraphs } return nil } -func init() { - proto.RegisterType((*SavedModel)(nil), "tensorflow.SavedModel") +var File_tensorflow_core_protobuf_saved_model_proto protoreflect.FileDescriptor + +var file_tensorflow_core_protobuf_saved_model_proto_rawDesc = []byte{ + 0x0a, 0x2a, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, + 0x65, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x62, 0x75, 0x66, 0x2f, 0x73, 0x61, 0x76, 0x65, 0x64, + 0x5f, 0x6d, 0x6f, 0x64, 0x65, 0x6c, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x0a, 0x74, 0x65, + 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x1a, 0x29, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, + 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x62, + 0x75, 0x66, 0x2f, 0x6d, 0x65, 0x74, 0x61, 0x5f, 0x67, 0x72, 0x61, 0x70, 0x68, 0x2e, 0x70, 0x72, + 0x6f, 0x74, 0x6f, 0x22, 0x84, 0x01, 0x0a, 0x0a, 0x53, 0x61, 0x76, 0x65, 0x64, 0x4d, 0x6f, 0x64, + 0x65, 0x6c, 0x12, 0x3b, 0x0a, 0x1a, 0x73, 0x61, 0x76, 0x65, 0x64, 0x5f, 0x6d, 0x6f, 0x64, 0x65, + 0x6c, 0x5f, 0x73, 0x63, 0x68, 0x65, 0x6d, 0x61, 0x5f, 0x76, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, + 0x18, 0x01, 0x20, 0x01, 0x28, 0x03, 0x52, 0x17, 0x73, 0x61, 0x76, 0x65, 0x64, 0x4d, 0x6f, 0x64, + 0x65, 0x6c, 0x53, 0x63, 0x68, 0x65, 0x6d, 0x61, 0x56, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x12, + 0x39, 0x0a, 0x0b, 0x6d, 0x65, 0x74, 0x61, 0x5f, 0x67, 0x72, 0x61, 0x70, 0x68, 0x73, 0x18, 0x02, + 0x20, 0x03, 0x28, 0x0b, 0x32, 0x18, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, + 0x77, 0x2e, 0x4d, 0x65, 0x74, 0x61, 0x47, 0x72, 0x61, 0x70, 0x68, 0x44, 0x65, 0x66, 0x52, 0x0a, + 0x6d, 0x65, 0x74, 0x61, 0x47, 0x72, 0x61, 0x70, 0x68, 0x73, 0x42, 0x6f, 0x0a, 0x18, 0x6f, 0x72, + 0x67, 0x2e, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2e, 0x66, 0x72, 0x61, + 0x6d, 0x65, 0x77, 0x6f, 0x72, 0x6b, 0x42, 0x10, 0x53, 0x61, 0x76, 0x65, 0x64, 0x4d, 0x6f, 0x64, + 0x65, 0x6c, 0x50, 0x72, 0x6f, 0x74, 0x6f, 0x73, 0x50, 0x01, 0x5a, 0x3c, 0x67, 0x69, 0x74, 0x68, + 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, + 0x77, 0x2f, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x74, 0x65, 0x6e, + 0x73, 0x6f, 0x72, 0x66, 0x6c, 0x6f, 0x77, 0x2f, 0x67, 0x6f, 0x2f, 0x63, 0x6f, 0x72, 0x65, 0x2f, + 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x62, 0x75, 0x66, 0xf8, 0x01, 0x01, 0x62, 0x06, 0x70, 0x72, 0x6f, + 0x74, 0x6f, 0x33, +} + +var ( + file_tensorflow_core_protobuf_saved_model_proto_rawDescOnce sync.Once + file_tensorflow_core_protobuf_saved_model_proto_rawDescData = file_tensorflow_core_protobuf_saved_model_proto_rawDesc +) + +func file_tensorflow_core_protobuf_saved_model_proto_rawDescGZIP() []byte { + file_tensorflow_core_protobuf_saved_model_proto_rawDescOnce.Do(func() { + file_tensorflow_core_protobuf_saved_model_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_protobuf_saved_model_proto_rawDescData) + }) + return file_tensorflow_core_protobuf_saved_model_proto_rawDescData } -func init() { - proto.RegisterFile("tensorflow/core/protobuf/saved_model.proto", fileDescriptor_537826d0bcc2f334) +var file_tensorflow_core_protobuf_saved_model_proto_msgTypes = make([]protoimpl.MessageInfo, 1) +var file_tensorflow_core_protobuf_saved_model_proto_goTypes = []interface{}{ + (*SavedModel)(nil), // 0: tensorflow.SavedModel + (*MetaGraphDef)(nil), // 1: tensorflow.MetaGraphDef +} +var file_tensorflow_core_protobuf_saved_model_proto_depIdxs = []int32{ + 1, // 0: tensorflow.SavedModel.meta_graphs:type_name -> tensorflow.MetaGraphDef + 1, // [1:1] is the sub-list for method output_type + 1, // [1:1] is the sub-list for method input_type + 1, // [1:1] is the sub-list for extension type_name + 1, // [1:1] is the sub-list for extension extendee + 0, // [0:1] is the sub-list for field type_name } -var fileDescriptor_537826d0bcc2f334 = []byte{ - // 228 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xe2, 0xd2, 0x2a, 0x49, 0xcd, 0x2b, - 0xce, 0x2f, 0x4a, 0xcb, 0xc9, 0x2f, 0xd7, 0x4f, 0xce, 0x2f, 0x4a, 0xd5, 0x2f, 0x28, 0xca, 0x2f, - 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DO NOT EDIT. +// versions: +// protoc-gen-go v1.28.1 +// protoc v3.14.0 // source: tensorflow/core/protobuf/saver.proto package protobuf import ( - fmt "fmt" - proto "github.com/golang/protobuf/proto" - math "math" + protoreflect "google.golang.org/protobuf/reflect/protoreflect" + protoimpl "google.golang.org/protobuf/runtime/protoimpl" + reflect "reflect" + sync "sync" ) -// Reference imports to suppress errors if they are not otherwise used. -var _ = proto.Marshal -var _ = fmt.Errorf -var _ = math.Inf - -// This is a compile-time assertion to ensure that this generated file -// is compatible with the proto package it is being compiled against. -// A compilation error at this line likely means your copy of the -// proto package needs to be updated. -const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package +const ( + // Verify that this generated code is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) + // Verify that runtime/protoimpl is sufficiently up-to-date. + _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) +) // A version number that identifies a different on-disk checkpoint format. // Usually, each subclass of BaseSaverBuilder works with a particular @@ -35,28 +35,53 @@ const ( SaverDef_V2 SaverDef_CheckpointFormatVersion = 2 ) -var SaverDef_CheckpointFormatVersion_name = map[int32]string{ - 0: "LEGACY", - 1: "V1", - 2: "V2", -} +// Enum value maps for SaverDef_CheckpointFormatVersion. +var ( + SaverDef_CheckpointFormatVersion_name = map[int32]string{ + 0: "LEGACY", + 1: "V1", + 2: "V2", + } + SaverDef_CheckpointFormatVersion_value = map[string]int32{ + "LEGACY": 0, + "V1": 1, + "V2": 2, + } +) -var SaverDef_CheckpointFormatVersion_value = map[string]int32{ - "LEGACY": 0, - "V1": 1, - "V2": 2, +func (x SaverDef_CheckpointFormatVersion) Enum() *SaverDef_CheckpointFormatVersion { + p := new(SaverDef_CheckpointFormatVersion) + *p = x + return p } func (x SaverDef_CheckpointFormatVersion) String() string { - return proto.EnumName(SaverDef_CheckpointFormatVersion_name, int32(x)) + return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) +} + +func (SaverDef_CheckpointFormatVersion) Descriptor() protoreflect.EnumDescriptor { + return file_tensorflow_core_protobuf_saver_proto_enumTypes[0].Descriptor() } +func (SaverDef_CheckpointFormatVersion) Type() protoreflect.EnumType { + return &file_tensorflow_core_protobuf_saver_proto_enumTypes[0] +} + +func (x SaverDef_CheckpointFormatVersion) Number() protoreflect.EnumNumber { + return protoreflect.EnumNumber(x) +} + +// Deprecated: Use SaverDef_CheckpointFormatVersion.Descriptor instead. func (SaverDef_CheckpointFormatVersion) EnumDescriptor() ([]byte, []int) { - return fileDescriptor_5551ea1a7581c104, []int{0, 0} + return file_tensorflow_core_protobuf_saver_proto_rawDescGZIP(), []int{0, 0} } // Protocol buffer representing the configuration of a Saver. type SaverDef struct { + state protoimpl.MessageState + sizeCache protoimpl.SizeCache + unknownFields protoimpl.UnknownFields + // The name of the tensor in which to specify the filename when saving or // restoring a model checkpoint. FilenameTensorName string `protobuf:"bytes,1,opt,name=filename_tensor_name,json=filenameTensorName,proto3" json:"filename_tensor_name,omitempty"` @@ -74,117 +99,192 @@ type SaverDef struct { // for every n hours of training. KeepCheckpointEveryNHours float32 `protobuf:"fixed32,6,opt,name=keep_checkpoint_every_n_hours,json=keepCheckpointEveryNHours,proto3" json:"keep_checkpoint_every_n_hours,omitempty"` Version SaverDef_CheckpointFormatVersion `protobuf:"varint,7,opt,name=version,proto3,enum=tensorflow.SaverDef_CheckpointFormatVersion" json:"version,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` } -func (m *SaverDef) Reset() { *m = SaverDef{} } -func (m *SaverDef) String() string { return proto.CompactTextString(m) } -func (*SaverDef) ProtoMessage() {} -func (*SaverDef) Descriptor() ([]byte, []int) { - return fileDescriptor_5551ea1a7581c104, []int{0} +func (x *SaverDef) Reset() { + *x = SaverDef{} + if protoimpl.UnsafeEnabled { + mi := &file_tensorflow_core_protobuf_saver_proto_msgTypes[0] + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + ms.StoreMessageInfo(mi) + } } -func (m *SaverDef) XXX_Unmarshal(b []byte) error { - return xxx_messageInfo_SaverDef.Unmarshal(m, b) -} -func (m *SaverDef) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) { - return xxx_messageInfo_SaverDef.Marshal(b, m, deterministic) -} -func (m *SaverDef) XXX_Merge(src proto.Message) { - xxx_messageInfo_SaverDef.Merge(m, src) +func (x *SaverDef) String() string { + return protoimpl.X.MessageStringOf(x) } -func (m *SaverDef) XXX_Size() int { - return xxx_messageInfo_SaverDef.Size(m) -} -func (m *SaverDef) XXX_DiscardUnknown() { - xxx_messageInfo_SaverDef.DiscardUnknown(m) + +func (*SaverDef) ProtoMessage() {} + +func (x *SaverDef) ProtoReflect() protoreflect.Message { + mi := &file_tensorflow_core_protobuf_saver_proto_msgTypes[0] + if protoimpl.UnsafeEnabled && x != nil { + ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) + if ms.LoadMessageInfo() == nil { + ms.StoreMessageInfo(mi) + } + return ms + } + return mi.MessageOf(x) } -var xxx_messageInfo_SaverDef proto.InternalMessageInfo +// Deprecated: Use SaverDef.ProtoReflect.Descriptor instead. +func (*SaverDef) Descriptor() ([]byte, []int) { + return file_tensorflow_core_protobuf_saver_proto_rawDescGZIP(), []int{0} +} -func (m *SaverDef) GetFilenameTensorName() string { - if m != nil { - return m.FilenameTensorName +func (x *SaverDef) GetFilenameTensorName() string { + if x != nil { + return x.FilenameTensorName } return "" } -func (m *SaverDef) GetSaveTensorName() string { - if m != nil { - return m.SaveTensorName +func (x *SaverDef) GetSaveTensorName() string { + if x != nil { + return x.SaveTensorName } return "" } -func (m *SaverDef) GetRestoreOpName() string { - if m != nil { - return m.RestoreOpName +func (x *SaverDef) GetRestoreOpName() string { + if x != nil { + return x.RestoreOpName } return "" } -func (m *SaverDef) GetMaxToKeep() int32 { - if m != nil { - return m.MaxToKeep +func (x *SaverDef) GetMaxToKeep() int32 { + if x != nil { + return x.MaxToKeep } return 0 } -func (m *SaverDef) GetSharded() bool { - if m != nil { - return m.Sharded +func (x *SaverDef) GetSharded() bool { + if x != nil { + return x.Sharded } return false } -func (m *SaverDef) GetKeepCheckpointEveryNHours() float32 { - if m != nil { - return m.KeepCheckpointEveryNHours +func (x *SaverDef) GetKeepCheckpointEveryNHours() float32 { + if x != nil { + return x.KeepCheckpointEveryNHours } return 0 } -func (m *SaverDef) GetVersion() SaverDef_CheckpointFormatVersion { - if m != nil { - return m.Version +func (x *SaverDef) GetVersion() SaverDef_CheckpointFormatVersion { + if x != nil { + return x.Version } return SaverDef_LEGACY } -func init() { - proto.RegisterEnum("tensorflow.SaverDef_CheckpointFormatVersion", SaverDef_CheckpointFormatVersion_name, SaverDef_CheckpointFormatVersion_value) - proto.RegisterType((*SaverDef)(nil), "tensorflow.SaverDef") -} - -func init() { - proto.RegisterFile("tensorflow/core/protobuf/saver.proto", fileDescriptor_5551ea1a7581c104) -} - -var fileDescriptor_5551ea1a7581c104 = []byte{ - // 362 bytes of a gzipped 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file_tensorflow_core_protobuf_saver_proto_rawDescGZIP() []byte { + file_tensorflow_core_protobuf_saver_proto_rawDescOnce.Do(func() { + file_tensorflow_core_protobuf_saver_proto_rawDescData = protoimpl.X.CompressGZIP(file_tensorflow_core_protobuf_saver_proto_rawDescData) + }) + return file_tensorflow_core_protobuf_saver_proto_rawDescData +} + +var file_tensorflow_core_protobuf_saver_proto_enumTypes = make([]protoimpl.EnumInfo, 1) +var file_tensorflow_core_protobuf_saver_proto_msgTypes = make([]protoimpl.MessageInfo, 1) +var file_tensorflow_core_protobuf_saver_proto_goTypes = []interface{}{ + (SaverDef_CheckpointFormatVersion)(0), // 0: tensorflow.SaverDef.CheckpointFormatVersion + (*SaverDef)(nil), // 1: tensorflow.SaverDef +} +var file_tensorflow_core_protobuf_saver_proto_depIdxs = []int32{ + 0, // 0: tensorflow.SaverDef.version:type_name -> tensorflow.SaverDef.CheckpointFormatVersion + 1, // [1:1] is the sub-list for method output_type + 1, // [1:1] is the sub-list for method input_type + 1, // [1:1] is the sub-list for extension type_name + 1, // [1:1] is the sub-list for extension extendee + 0, // [0:1] is the sub-list for field type_name +} + +func init() { file_tensorflow_core_protobuf_saver_proto_init() } +func file_tensorflow_core_protobuf_saver_proto_init() { + if File_tensorflow_core_protobuf_saver_proto != nil { + return + } + if !protoimpl.UnsafeEnabled { + file_tensorflow_core_protobuf_saver_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { + switch v := v.(*SaverDef); i { + case 0: + return &v.state + case 1: + return &v.sizeCache + case 2: + return &v.unknownFields + default: + return nil + } + } + } + type x struct{} + out := protoimpl.TypeBuilder{ + File: protoimpl.DescBuilder{ + GoPackagePath: reflect.TypeOf(x{}).PkgPath(), + RawDescriptor: file_tensorflow_core_protobuf_saver_proto_rawDesc, + NumEnums: 1, + NumMessages: 1, + NumExtensions: 0, + NumServices: 0, + }, + GoTypes: file_tensorflow_core_protobuf_saver_proto_goTypes, + DependencyIndexes: file_tensorflow_core_protobuf_saver_proto_depIdxs, + EnumInfos: file_tensorflow_core_protobuf_saver_proto_enumTypes, + MessageInfos: file_tensorflow_core_protobuf_saver_proto_msgTypes, + }.Build() + File_tensorflow_core_protobuf_saver_proto = out.File + file_tensorflow_core_protobuf_saver_proto_rawDesc = nil + file_tensorflow_core_protobuf_saver_proto_goTypes = nil + file_tensorflow_core_protobuf_saver_proto_depIdxs = nil } diff --git a/tools/tf2openapi/generator/generate_test.go b/tools/tf2openapi/generator/generate_test.go index 4fcf162264..ed0cdce304 100644 --- a/tools/tf2openapi/generator/generate_test.go +++ b/tools/tf2openapi/generator/generate_test.go @@ -13,8 +13,8 @@ import ( "github.com/getkin/kin-openapi/openapi3" "github.com/getkin/kin-openapi/openapi3filter" "github.com/getkin/kin-openapi/routers/legacy" - "github.com/golang/protobuf/proto" "github.com/onsi/gomega" + "google.golang.org/protobuf/proto" "github.com/kserve/kserve/tools/tf2openapi/generated/framework" pb "github.com/kserve/kserve/tools/tf2openapi/generated/protobuf" diff --git a/tools/tf2openapi/generator/tensorflow_serving_protocol.go b/tools/tf2openapi/generator/tensorflow_serving_protocol.go index 762d2fe831..2aaa36c343 100644 --- a/tools/tf2openapi/generator/tensorflow_serving_protocol.go +++ b/tools/tf2openapi/generator/tensorflow_serving_protocol.go @@ -2,7 +2,7 @@ package generator import ( "fmt" - "github.com/golang/protobuf/proto" + "google.golang.org/protobuf/proto" "github.com/getkin/kin-openapi/openapi3" "github.com/kserve/kserve/tools/tf2openapi/types" From 5e7207ca0870e37e72e119845f7f8933ad57ca6a Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Fri, 22 Dec 2023 19:39:32 +0530 Subject: [PATCH 13/33] Add health check for controller manager (#3289) * Add health check probe for controller manager Signed-off-by: Sivanantham Chinnaiyan * fmt Signed-off-by: Sivanantham Chinnaiyan * make manifests Signed-off-by: Sivanantham Chinnaiyan * Remove startup probe Signed-off-by: Sivanantham Chinnaiyan * Update helm chart Signed-off-by: Sivanantham Chinnaiyan --------- Signed-off-by: Sivanantham Chinnaiyan --- Makefile | 2 - .../templates/deployment.yaml | 15 ++++ cmd/manager/main.go | 85 +++++++++++-------- cmd/manager/main_test.go | 33 ++++++- cmd/router/main_test.go | 13 ++- .../serving.kserve.io_inferenceservices.yaml | 4 + .../crd/serving.kserve.io_trainedmodels.yaml | 2 + config/manager/manager.yaml | 15 ++++ .../serving.kserve.io_inferenceservices.yaml | 6 ++ 9 files changed, 130 insertions(+), 45 deletions(-) diff --git a/Makefile b/Makefile index 5b09a2abd7..28f893ac1d 100644 --- a/Makefile +++ b/Makefile @@ -80,7 +80,6 @@ deploy: manifests ${KUSTOMIZE} build config/default | kubectl apply -f - if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - sleep 2 ${KUSTOMIZE} build config/clusterresources | kubectl apply -f - @@ -94,7 +93,6 @@ deploy-dev: manifests if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; # TODO: Add runtimes as part of default deployment kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - sleep 2 ${KUSTOMIZE} build config/clusterresources | kubectl apply -f - deploy-dev-sklearn: docker-push-sklearn kustomize diff --git a/charts/kserve-resources/templates/deployment.yaml b/charts/kserve-resources/templates/deployment.yaml index 65c2731d3e..93a0f54cbe 100644 --- a/charts/kserve-resources/templates/deployment.yaml +++ b/charts/kserve-resources/templates/deployment.yaml @@ -65,6 +65,21 @@ spec: fieldPath: metadata.namespace - name: SECRET_NAME value: kserve-webhook-server-cert + livenessProbe: + failureThreshold: 5 + initialDelaySeconds: 10 + httpGet: + path: /healthz + port: 8081 + timeoutSeconds: 5 + readinessProbe: + initialDelaySeconds: 10 + failureThreshold: 10 + periodSeconds: 5 + httpGet: + path: /readyz + port: 8081 + timeoutSeconds: 5 resources: {{- if .Values.kserve.controller.resources }} {{ toYaml .Values.kserve.controller.resources | trim | indent 12 }} diff --git a/cmd/manager/main.go b/cmd/manager/main.go index ce253d9648..71c4537c6d 100644 --- a/cmd/manager/main.go +++ b/cmd/manager/main.go @@ -18,6 +18,7 @@ package main import ( "flag" + "net/http" "os" "sigs.k8s.io/controller-runtime/pkg/webhook/admission" @@ -42,7 +43,6 @@ import ( ctrl "sigs.k8s.io/controller-runtime" "sigs.k8s.io/controller-runtime/pkg/client" "sigs.k8s.io/controller-runtime/pkg/client/config" - logf "sigs.k8s.io/controller-runtime/pkg/log" "sigs.k8s.io/controller-runtime/pkg/log/zap" "sigs.k8s.io/controller-runtime/pkg/manager" "sigs.k8s.io/controller-runtime/pkg/manager/signals" @@ -64,6 +64,8 @@ type Options struct { metricsAddr string webhookPort int enableLeaderElection bool + probeAddr string + zapOpts zap.Options } // DefaultOptions returns the default values for the program options. @@ -72,6 +74,8 @@ func DefaultOptions() Options { metricsAddr: ":8080", webhookPort: 9443, enableLeaderElection: false, + probeAddr: ":8081", + zapOpts: zap.Options{}, } } @@ -83,6 +87,8 @@ func GetOptions() Options { flag.BoolVar(&opts.enableLeaderElection, "leader-elect", opts.enableLeaderElection, "Enable leader election for kserve controller manager. "+ "Enabling this will ensure there is only one active kserve controller manager.") + flag.StringVar(&opts.probeAddr, "health-probe-addr", opts.probeAddr, "The address the probe endpoint binds to.") + opts.zapOpts.BindFlags(flag.CommandLine) flag.Parse() return opts } @@ -94,82 +100,80 @@ func init() { } func main() { - logf.SetLogger(zap.New()) - log := logf.Log.WithName("entrypoint") + options := GetOptions() + ctrl.SetLogger(zap.New(zap.UseFlagOptions(&options.zapOpts))) // Get a config to talk to the apiserver - log.Info("Setting up client for manager") + setupLog.Info("Setting up client for manager") cfg, err := config.GetConfig() if err != nil { - log.Error(err, "unable to set up client config") + setupLog.Error(err, "unable to set up client config") os.Exit(1) } // Create a new Cmd to provide shared dependencies and start components - log.Info("Setting up manager") - options := GetOptions() + setupLog.Info("Setting up manager") mgr, err := manager.New(cfg, manager.Options{ Metrics: metricsserver.Options{ - BindAddress: options.metricsAddr, - }, + BindAddress: options.metricsAddr}, WebhookServer: webhook.NewServer(webhook.Options{ - Port: options.webhookPort, - }), - LeaderElection: options.enableLeaderElection, - LeaderElectionID: LeaderLockName, + Port: options.webhookPort}), + LeaderElection: options.enableLeaderElection, + LeaderElectionID: LeaderLockName, + HealthProbeBindAddress: options.probeAddr, }) if err != nil { - log.Error(err, "unable to set up overall controller manager") + setupLog.Error(err, "unable to set up overall controller manager") os.Exit(1) } - log.Info("Registering Components.") + setupLog.Info("Registering Components.") - log.Info("Setting up KServe v1alpha1 scheme") + setupLog.Info("Setting up KServe v1alpha1 scheme") if err := v1alpha1.AddToScheme(mgr.GetScheme()); err != nil { - log.Error(err, "unable to add KServe v1alpha1 to scheme") + setupLog.Error(err, "unable to add KServe v1alpha1 to scheme") os.Exit(1) } - log.Info("Setting up KServe v1beta1 scheme") + setupLog.Info("Setting up KServe v1beta1 scheme") if err := v1beta1.AddToScheme(mgr.GetScheme()); err != nil { - log.Error(err, "unable to add KServe v1beta1 to scheme") + setupLog.Error(err, "unable to add KServe v1beta1 to scheme") os.Exit(1) } client, err := client.New(mgr.GetConfig(), client.Options{Scheme: mgr.GetScheme()}) if err != nil { - log.Error(err, "unable to create new client.") + setupLog.Error(err, "unable to create new client.") } deployConfig, err := v1beta1.NewDeployConfig(client) if err != nil { - log.Error(err, "unable to get deploy config.") + setupLog.Error(err, "unable to get deploy config.") os.Exit(1) } ingressConfig, err := v1beta1.NewIngressConfig(client) if err != nil { - log.Error(err, "unable to get ingress config.") + setupLog.Error(err, "unable to get ingress config.") os.Exit(1) } if deployConfig.DefaultDeploymentMode == string(constants.Serverless) { - log.Info("Setting up Knative scheme") + setupLog.Info("Setting up Knative scheme") if err := knservingv1.AddToScheme(mgr.GetScheme()); err != nil { - log.Error(err, "unable to add Knative APIs to scheme") + setupLog.Error(err, "unable to add Knative APIs to scheme") os.Exit(1) } if ingressConfig.DisableIstioVirtualHost == false { - log.Info("Setting up Istio schemes") + setupLog.Info("Setting up Istio schemes") if err := istioclientv1beta1.AddToScheme(mgr.GetScheme()); err != nil { - log.Error(err, "unable to add Istio v1beta1 APIs to scheme") + setupLog.Error(err, "unable to add Istio v1beta1 APIs to scheme") os.Exit(1) } } } - log.Info("Setting up core scheme") + setupLog.Info("Setting up core scheme") if err := v1.AddToScheme(mgr.GetScheme()); err != nil { - log.Error(err, "unable to add Core APIs to scheme") + setupLog.Error(err, "unable to add Core APIs to scheme") os.Exit(1) } @@ -222,20 +226,20 @@ func main() { os.Exit(1) } - log.Info("setting up webhook server") + setupLog.Info("setting up webhook server") hookServer := mgr.GetWebhookServer() - log.Info("registering webhooks to the webhook server") + setupLog.Info("registering webhooks to the webhook server") hookServer.Register("/mutate-pods", &webhook.Admission{ Handler: &pod.Mutator{Client: mgr.GetClient(), Decoder: admission.NewDecoder(mgr.GetScheme())}, }) - log.Info("registering cluster serving runtime validator webhook to the webhook server") + setupLog.Info("registering cluster serving runtime validator webhook to the webhook server") hookServer.Register("/validate-serving-kserve-io-v1alpha1-clusterservingruntime", &webhook.Admission{ Handler: &servingruntime.ClusterServingRuntimeValidator{Client: mgr.GetClient(), Decoder: admission.NewDecoder(mgr.GetScheme())}, }) - log.Info("registering serving runtime validator webhook to the webhook server") + setupLog.Info("registering serving runtime validator webhook to the webhook server") hookServer.Register("/validate-serving-kserve-io-v1alpha1-servingruntime", &webhook.Admission{ Handler: &servingruntime.ServingRuntimeValidator{Client: mgr.GetClient(), Decoder: admission.NewDecoder(mgr.GetScheme())}, }) @@ -261,10 +265,23 @@ func main() { os.Exit(1) } + if err := mgr.AddHealthzCheck("healthz", func(req *http.Request) error { + return mgr.GetWebhookServer().StartedChecker()(req) + }); err != nil { + setupLog.Error(err, "Unable to set up health check") + os.Exit(1) + } + if err := mgr.AddReadyzCheck("readyz", func(req *http.Request) error { + return mgr.GetWebhookServer().StartedChecker()(req) + }); err != nil { + setupLog.Error(err, "Unable to set up ready check") + os.Exit(1) + } + // Start the Cmd - log.Info("Starting the Cmd.") + setupLog.Info("Starting the Cmd.") if err := mgr.Start(signals.SetupSignalHandler()); err != nil { - log.Error(err, "unable to run the manager") + setupLog.Error(err, "unable to run the manager") os.Exit(1) } } diff --git a/cmd/manager/main_test.go b/cmd/manager/main_test.go index 829077ac7a..a3fca5ab8e 100644 --- a/cmd/manager/main_test.go +++ b/cmd/manager/main_test.go @@ -22,6 +22,7 @@ import ( "testing" "github.com/stretchr/testify/assert" + "sigs.k8s.io/controller-runtime/pkg/log/zap" ) func TestGetOptions(t *testing.T) { @@ -40,30 +41,60 @@ func TestGetOptions(t *testing.T) { metricsAddr: defaults.metricsAddr, webhookPort: 8000, enableLeaderElection: defaults.enableLeaderElection, + probeAddr: defaults.probeAddr, + zapOpts: defaults.zapOpts, }}, {"withMetricsAddr", []string{"-metrics-addr=:9090"}, Options{ metricsAddr: ":9090", webhookPort: defaults.webhookPort, enableLeaderElection: defaults.enableLeaderElection, + probeAddr: defaults.probeAddr, + zapOpts: defaults.zapOpts, }}, {"withEnableLeaderElection", []string{"-leader-elect=true"}, Options{ metricsAddr: defaults.metricsAddr, webhookPort: defaults.webhookPort, enableLeaderElection: true, + probeAddr: defaults.probeAddr, + zapOpts: defaults.zapOpts, + }}, + {"withHealthProbeAddr", []string{"-health-probe-addr=:8090"}, + Options{ + metricsAddr: defaults.metricsAddr, + webhookPort: defaults.webhookPort, + enableLeaderElection: defaults.enableLeaderElection, + probeAddr: ":8090", + zapOpts: defaults.zapOpts, + }}, + {"withZapFlags", []string{"-zap-devel"}, + Options{ + metricsAddr: defaults.metricsAddr, + webhookPort: defaults.webhookPort, + enableLeaderElection: defaults.enableLeaderElection, + probeAddr: defaults.probeAddr, + zapOpts: zap.Options{ + Development: true, + }, }}, {"withSeveral", []string{"-webhook-port=8000", "-leader-elect=true"}, Options{ metricsAddr: defaults.metricsAddr, webhookPort: 8000, enableLeaderElection: true, + probeAddr: defaults.probeAddr, + zapOpts: defaults.zapOpts, }}, - {"withAll", []string{"-metrics-addr=:9090", "-webhook-port=8000", "-leader-elect=true"}, + {"withAll", []string{"-metrics-addr=:9090", "-webhook-port=8000", "-leader-elect=true", "-health-probe-addr=:8080", "-zap-devel"}, Options{ metricsAddr: ":9090", webhookPort: 8000, enableLeaderElection: true, + probeAddr: ":8080", + zapOpts: zap.Options{ + Development: true, + }, }}, } diff --git a/cmd/router/main_test.go b/cmd/router/main_test.go index 602ea1d6e4..2e70bac3a4 100644 --- a/cmd/router/main_test.go +++ b/cmd/router/main_test.go @@ -516,13 +516,10 @@ func TestCallServiceWhenMultipleHeadersToPropagate(t *testing.T) { assert.Equal(t, expectedResponse, response) } - func TestMalformedURL(t *testing.T) { - malformedURL := "http://single-1.default.{$your-domain}/switch" - _, response, err := callService(malformedURL, []byte{}, http.Header{}) - if err != nil { - assert.Equal(t, 500, response) - } + malformedURL := "http://single-1.default.{$your-domain}/switch" + _, response, err := callService(malformedURL, []byte{}, http.Header{}) + if err != nil { + assert.Equal(t, 500, response) + } } - - diff --git a/config/crd/serving.kserve.io_inferenceservices.yaml b/config/crd/serving.kserve.io_inferenceservices.yaml index b9b916fdef..f146ab445f 100644 --- a/config/crd/serving.kserve.io_inferenceservices.yaml +++ b/config/crd/serving.kserve.io_inferenceservices.yaml @@ -15537,6 +15537,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: @@ -15553,6 +15555,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: diff --git a/config/crd/serving.kserve.io_trainedmodels.yaml b/config/crd/serving.kserve.io_trainedmodels.yaml index 7c60f17b60..932360cbd8 100644 --- a/config/crd/serving.kserve.io_trainedmodels.yaml +++ b/config/crd/serving.kserve.io_trainedmodels.yaml @@ -67,6 +67,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: diff --git a/config/manager/manager.yaml b/config/manager/manager.yaml index 7b7c62a347..6a7a3f63fd 100644 --- a/config/manager/manager.yaml +++ b/config/manager/manager.yaml @@ -37,6 +37,21 @@ spec: fieldPath: metadata.namespace - name: SECRET_NAME value: kserve-webhook-server-cert + livenessProbe: + failureThreshold: 5 + initialDelaySeconds: 10 + httpGet: + path: /healthz + port: 8081 + timeoutSeconds: 5 + readinessProbe: + initialDelaySeconds: 10 + failureThreshold: 10 + periodSeconds: 5 + httpGet: + path: /readyz + port: 8081 + timeoutSeconds: 5 resources: limits: cpu: 100m diff --git a/test/crds/serving.kserve.io_inferenceservices.yaml b/test/crds/serving.kserve.io_inferenceservices.yaml index f7db0b3549..e013f8684e 100644 --- a/test/crds/serving.kserve.io_inferenceservices.yaml +++ b/test/crds/serving.kserve.io_inferenceservices.yaml @@ -18613,6 +18613,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: @@ -18629,6 +18631,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: @@ -20737,6 +20741,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: From 2c58ff00e7ae6b54bda89035aeda0f6a879c96c5 Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Fri, 22 Dec 2023 19:47:33 +0530 Subject: [PATCH 14/33] Introduce retry on resource conflict (#3240) * Move ksvc dry run logic inside retry Signed-off-by: Sivanantham Chinnaiyan * remove retry on ig and isvc Signed-off-by: Sivanantham Chinnaiyan --------- Signed-off-by: Sivanantham Chinnaiyan --- cmd/manager/main.go | 6 +- .../v1alpha1/inferencegraph/controller.go | 68 ++++++++----------- .../inferencegraph/knative_reconciler.go | 48 ++++++------- .../v1beta1/inferenceservice/controller.go | 62 ++++++++--------- .../inferenceservice/controller_test.go | 4 +- .../autoscaler/autoscaler_reconciler.go | 7 +- .../reconcilers/knative/ksvc_reconciler.go | 48 ++++++------- 7 files changed, 115 insertions(+), 128 deletions(-) diff --git a/cmd/manager/main.go b/cmd/manager/main.go index 71c4537c6d..64cbe038df 100644 --- a/cmd/manager/main.go +++ b/cmd/manager/main.go @@ -141,17 +141,17 @@ func main() { os.Exit(1) } - client, err := client.New(mgr.GetConfig(), client.Options{Scheme: mgr.GetScheme()}) + kubeClient, err := client.New(mgr.GetConfig(), client.Options{Scheme: mgr.GetScheme()}) if err != nil { setupLog.Error(err, "unable to create new client.") } - deployConfig, err := v1beta1.NewDeployConfig(client) + deployConfig, err := v1beta1.NewDeployConfig(kubeClient) if err != nil { setupLog.Error(err, "unable to get deploy config.") os.Exit(1) } - ingressConfig, err := v1beta1.NewIngressConfig(client) + ingressConfig, err := v1beta1.NewIngressConfig(kubeClient) if err != nil { setupLog.Error(err, "unable to get ingress config.") os.Exit(1) diff --git a/pkg/controller/v1alpha1/inferencegraph/controller.go b/pkg/controller/v1alpha1/inferencegraph/controller.go index 860729df39..9de291e83a 100644 --- a/pkg/controller/v1alpha1/inferencegraph/controller.go +++ b/pkg/controller/v1alpha1/inferencegraph/controller.go @@ -25,16 +25,14 @@ import ( "context" "encoding/json" "fmt" - isvcutils "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice/utils" - appsv1 "k8s.io/api/apps/v1" - "k8s.io/client-go/util/retry" - "github.com/go-logr/logr" v1alpha1api "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" "github.com/kserve/kserve/pkg/apis/serving/v1beta1" v1beta1api "github.com/kserve/kserve/pkg/apis/serving/v1beta1" "github.com/kserve/kserve/pkg/constants" + isvcutils "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice/utils" "github.com/pkg/errors" + appsv1 "k8s.io/api/apps/v1" v1 "k8s.io/api/core/v1" "k8s.io/apimachinery/pkg/api/equality" apierr "k8s.io/apimachinery/pkg/api/errors" @@ -208,42 +206,36 @@ func (r *InferenceGraphReconciler) Reconcile(ctx context.Context, req ctrl.Reque } func (r *InferenceGraphReconciler) updateStatus(desiredGraph *v1alpha1api.InferenceGraph) error { - err := retry.RetryOnConflict(retry.DefaultRetry, func() error { - graph := &v1alpha1api.InferenceGraph{} - namespacedName := types.NamespacedName{Name: desiredGraph.Name, Namespace: desiredGraph.Namespace} - if err := r.Get(context.TODO(), namespacedName, graph); err != nil { - return err - } + graph := &v1alpha1api.InferenceGraph{} + namespacedName := types.NamespacedName{Name: desiredGraph.Name, Namespace: desiredGraph.Namespace} + if err := r.Get(context.TODO(), namespacedName, graph); err != nil { + return err + } - wasReady := inferenceGraphReadiness(graph.Status) - if equality.Semantic.DeepEqual(graph.Status, desiredGraph.Status) { - // If we didn't change anything then don't call updateStatus. - // This is important because the copy we loaded from the informer's - // cache may be stale and we don't want to overwrite a prior update - // to status with this stale state. - } else if err := r.Status().Update(context.TODO(), desiredGraph); err != nil { - if apierr.IsConflict(err) { - return err - } - r.Log.Error(err, "Failed to update InferenceGraph status", "InferenceGraph", desiredGraph.Name) - r.Recorder.Eventf(desiredGraph, v1.EventTypeWarning, "UpdateFailed", - "Failed to update status for InferenceGraph %q: %v", desiredGraph.Name, err) - return errors.Wrapf(err, "fails to update InferenceGraph status") - } else { - r.Log.Info("updated InferenceGraph status", "InferenceGraph", desiredGraph.Name) - // If there was a difference and there was no error. - isReady := inferenceGraphReadiness(desiredGraph.Status) - if wasReady && !isReady { // Moved to NotReady State - r.Recorder.Eventf(desiredGraph, v1.EventTypeWarning, string(InferenceGraphNotReadyState), - fmt.Sprintf("InferenceGraph [%v] is no longer Ready", desiredGraph.GetName())) - } else if !wasReady && isReady { // Moved to Ready State - r.Recorder.Eventf(desiredGraph, v1.EventTypeNormal, string(InferenceGraphReadyState), - fmt.Sprintf("InferenceGraph [%v] is Ready", desiredGraph.GetName())) - } + wasReady := inferenceGraphReadiness(graph.Status) + if equality.Semantic.DeepEqual(graph.Status, desiredGraph.Status) { + // If we didn't change anything then don't call updateStatus. + // This is important because the copy we loaded from the informer's + // cache may be stale and we don't want to overwrite a prior update + // to status with this stale state. + } else if err := r.Status().Update(context.TODO(), desiredGraph); err != nil { + r.Log.Error(err, "Failed to update InferenceGraph status", "InferenceGraph", desiredGraph.Name) + r.Recorder.Eventf(desiredGraph, v1.EventTypeWarning, "UpdateFailed", + "Failed to update status for InferenceGraph %q: %v", desiredGraph.Name, err) + return errors.Wrapf(err, "fails to update InferenceGraph status") + } else { + r.Log.Info("updated InferenceGraph status", "InferenceGraph", desiredGraph.Name) + // If there was a difference and there was no error. + isReady := inferenceGraphReadiness(desiredGraph.Status) + if wasReady && !isReady { // Moved to NotReady State + r.Recorder.Eventf(desiredGraph, v1.EventTypeWarning, string(InferenceGraphNotReadyState), + fmt.Sprintf("InferenceGraph [%v] is no longer Ready", desiredGraph.GetName())) + } else if !wasReady && isReady { // Moved to Ready State + r.Recorder.Eventf(desiredGraph, v1.EventTypeNormal, string(InferenceGraphReadyState), + fmt.Sprintf("InferenceGraph [%v] is Ready", desiredGraph.GetName())) } - return nil - }) - return err + } + return nil } func inferenceGraphReadiness(status v1alpha1api.InferenceGraphStatus) bool { diff --git a/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go b/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go index 9caabd7285..5a975c29a2 100644 --- a/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go +++ b/pkg/controller/v1alpha1/inferencegraph/knative_reconciler.go @@ -90,41 +90,41 @@ func reconcileKsvc(desired *knservingv1.Service, existing *knservingv1.Service) func (r *GraphKnativeServiceReconciler) Reconcile() (*knservingv1.ServiceStatus, error) { desired := r.Service existing := &knservingv1.Service{} - err := r.client.Get(context.TODO(), types.NamespacedName{Name: desired.Name, Namespace: desired.Namespace}, existing) - if err != nil { - if apierr.IsNotFound(err) { - log.Info("Creating inference graph knative service", "namespace", desired.Namespace, "name", desired.Name) - return &desired.Status, r.client.Create(context.TODO(), desired) - } - return nil, err - } - - // Set ResourceVersion which is required for update operation. - desired.ResourceVersion = existing.ResourceVersion - // Add immutable annotations to avoid validation error during dry-run update. - desired.Annotations[knserving.CreatorAnnotation] = existing.Annotations[knserving.CreatorAnnotation] - desired.Annotations[knserving.UpdaterAnnotation] = existing.Annotations[knserving.UpdaterAnnotation] - - // Do a dry-run update to avoid diffs generated because knative defaulter webhook is - // called when creating or updating the knative service. This will populate our local knative service object with any default values - // that are present on the remote version. - if err = r.client.Update(context.TODO(), desired, client.DryRunAll); err != nil { - log.Error(err, "Failed to perform dry-run create of knative service", "service", desired.Name) - return nil, err - } - err = retry.RetryOnConflict(retry.DefaultRetry, func() error { + err := retry.RetryOnConflict(retry.DefaultBackoff, func() error { log.Info("Updating inference graph knative service", "namespace", desired.Namespace, "name", desired.Name) if err := r.client.Get(context.TODO(), types.NamespacedName{Name: desired.Name, Namespace: desired.Namespace}, existing); err != nil { return err } + + // Set ResourceVersion which is required for update operation. + desired.ResourceVersion = existing.ResourceVersion + // Add immutable annotations to avoid validation error during dry-run update. + desired.Annotations[knserving.CreatorAnnotation] = existing.Annotations[knserving.CreatorAnnotation] + desired.Annotations[knserving.UpdaterAnnotation] = existing.Annotations[knserving.UpdaterAnnotation] + + // Do a dry-run update to avoid diffs generated by default values introduced by knative's defaulter webhook. + // This will populate our local knative service object with any default values + // that are present on the remote version. + if err := r.client.Update(context.TODO(), desired, client.DryRunAll); err != nil { + // log only if it is not resource conflict error to avoid spamming + if !apierr.IsConflict(err) { + log.Error(err, "Failed to perform dry-run update of knative service", "service", desired.Name) + } + return err + } + if err := reconcileKsvc(desired, existing); err != nil { return err } return r.client.Update(context.TODO(), existing) }) if err != nil { - return &existing.Status, errors.Wrapf(err, "fails to update inference graph knative service") + if apierr.IsNotFound(err) { + log.Info("Creating inference graph knative service", "namespace", desired.Namespace, "name", desired.Name) + return &desired.Status, r.client.Create(context.TODO(), desired) + } + return &existing.Status, errors.Wrapf(err, "fails to reconcile inference graph knative service") } return &existing.Status, nil } diff --git a/pkg/controller/v1beta1/inferenceservice/controller.go b/pkg/controller/v1beta1/inferenceservice/controller.go index b2f8350fae..16ba86db5b 100644 --- a/pkg/controller/v1beta1/inferenceservice/controller.go +++ b/pkg/controller/v1beta1/inferenceservice/controller.go @@ -21,8 +21,6 @@ import ( "fmt" "reflect" - "k8s.io/client-go/util/retry" - "github.com/go-logr/logr" v1alpha1api "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" v1beta1api "github.com/kserve/kserve/pkg/apis/serving/v1beta1" @@ -248,40 +246,34 @@ func (r *InferenceServiceReconciler) Reconcile(ctx context.Context, req ctrl.Req } func (r *InferenceServiceReconciler) updateStatus(desiredService *v1beta1api.InferenceService, deploymentMode constants.DeploymentModeType) error { - err := retry.RetryOnConflict(retry.DefaultRetry, func() error { - existingService := &v1beta1api.InferenceService{} - namespacedName := types.NamespacedName{Name: desiredService.Name, Namespace: desiredService.Namespace} - if err := r.Get(context.TODO(), namespacedName, existingService); err != nil { - return err - } - wasReady := inferenceServiceReadiness(existingService.Status) - if inferenceServiceStatusEqual(existingService.Status, desiredService.Status, deploymentMode) { - // If we didn't change anything then don't call updateStatus. - // This is important because the copy we loaded from the informer's - // cache may be stale and we don't want to overwrite a prior update - // to status with this stale state. - } else if err := r.Status().Update(context.TODO(), desiredService); err != nil { - if apierr.IsConflict(err) { - return err - } - r.Log.Error(err, "Failed to update InferenceService status", "InferenceService", desiredService.Name) - r.Recorder.Eventf(desiredService, v1.EventTypeWarning, "UpdateFailed", - "Failed to update status for InferenceService %q: %v", desiredService.Name, err) - return errors.Wrapf(err, "fails to update InferenceService status") - } else { - // If there was a difference and there was no error. - isReady := inferenceServiceReadiness(desiredService.Status) - if wasReady && !isReady { // Moved to NotReady State - r.Recorder.Eventf(desiredService, v1.EventTypeWarning, string(InferenceServiceNotReadyState), - fmt.Sprintf("InferenceService [%v] is no longer Ready", desiredService.GetName())) - } else if !wasReady && isReady { // Moved to Ready State - r.Recorder.Eventf(desiredService, v1.EventTypeNormal, string(InferenceServiceReadyState), - fmt.Sprintf("InferenceService [%v] is Ready", desiredService.GetName())) - } + existingService := &v1beta1api.InferenceService{} + namespacedName := types.NamespacedName{Name: desiredService.Name, Namespace: desiredService.Namespace} + if err := r.Get(context.TODO(), namespacedName, existingService); err != nil { + return err + } + wasReady := inferenceServiceReadiness(existingService.Status) + if inferenceServiceStatusEqual(existingService.Status, desiredService.Status, deploymentMode) { + // If we didn't change anything then don't call updateStatus. + // This is important because the copy we loaded from the informer's + // cache may be stale and we don't want to overwrite a prior update + // to status with this stale state. + } else if err := r.Status().Update(context.TODO(), desiredService); err != nil { + r.Log.Error(err, "Failed to update InferenceService status", "InferenceService", desiredService.Name) + r.Recorder.Eventf(desiredService, v1.EventTypeWarning, "UpdateFailed", + "Failed to update status for InferenceService %q: %v", desiredService.Name, err) + return errors.Wrapf(err, "fails to update InferenceService status") + } else { + // If there was a difference and there was no error. + isReady := inferenceServiceReadiness(desiredService.Status) + if wasReady && !isReady { // Moved to NotReady State + r.Recorder.Eventf(desiredService, v1.EventTypeWarning, string(InferenceServiceNotReadyState), + fmt.Sprintf("InferenceService [%v] is no longer Ready", desiredService.GetName())) + } else if !wasReady && isReady { // Moved to Ready State + r.Recorder.Eventf(desiredService, v1.EventTypeNormal, string(InferenceServiceReadyState), + fmt.Sprintf("InferenceService [%v] is Ready", desiredService.GetName())) } - return nil - }) - return err + } + return nil } func inferenceServiceReadiness(status v1beta1api.InferenceServiceStatus) bool { diff --git a/pkg/controller/v1beta1/inferenceservice/controller_test.go b/pkg/controller/v1beta1/inferenceservice/controller_test.go index 5647bec724..45867332a0 100644 --- a/pkg/controller/v1beta1/inferenceservice/controller_test.go +++ b/pkg/controller/v1beta1/inferenceservice/controller_test.go @@ -1137,7 +1137,7 @@ var _ = Describe("v1beta1 inference service controller", func() { RevisionName: "revision-v1", Percent: proto.Int64(100), }} - Expect(retry.RetryOnConflict(retry.DefaultRetry, func() error { + Expect(retry.RetryOnConflict(retry.DefaultBackoff, func() error { return k8sClient.Status().Update(context.TODO(), updatedService) })).NotTo(gomega.HaveOccurred()) @@ -1966,7 +1966,7 @@ var _ = Describe("v1beta1 inference service controller", func() { Status: "False", }, } - Expect(retry.RetryOnConflict(retry.DefaultRetry, func() error { + Expect(retry.RetryOnConflict(retry.DefaultBackoff, func() error { return k8sClient.Status().Update(context.TODO(), updatedService) })).NotTo(gomega.HaveOccurred()) diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/autoscaler/autoscaler_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/autoscaler/autoscaler_reconciler.go index 365f69e9ec..5c9bfb6a31 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/autoscaler/autoscaler_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/autoscaler/autoscaler_reconciler.go @@ -90,13 +90,16 @@ func createAutoscaler(client client.Client, case constants.AutoscalerClassExternal: return &NoOpAutoscaler{}, nil default: - return nil, fmt.Errorf("Unknown autoscaler class type: %v", ac) + return nil, fmt.Errorf("unknown autoscaler class type: %v", ac) } } // Reconcile ... func (r *AutoscalerReconciler) Reconcile() error { //reconcile Autoscaler - r.Autoscaler.Reconcile() + _, err := r.Autoscaler.Reconcile() + if err != nil { + return err + } return nil } diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go index dd6a943745..d3d275f3e3 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/knative/ksvc_reconciler.go @@ -213,43 +213,43 @@ func reconcileKsvc(desired *knservingv1.Service, existing *knservingv1.Service) } func (r *KsvcReconciler) Reconcile() (*knservingv1.ServiceStatus, error) { - // Create service if does not exist desired := r.Service existing := &knservingv1.Service{} - err := r.client.Get(context.TODO(), types.NamespacedName{Name: desired.Name, Namespace: desired.Namespace}, existing) - if err != nil { - if apierr.IsNotFound(err) { - log.Info("Creating knative service", "namespace", desired.Namespace, "name", desired.Name) - return &desired.Status, r.client.Create(context.TODO(), desired) - } - return nil, err - } - // Set ResourceVersion which is required for update operation. - desired.ResourceVersion = existing.ResourceVersion - // Add immutable annotations to avoid validation error during dry-run update. - desired.Annotations[knserving.CreatorAnnotation] = existing.Annotations[knserving.CreatorAnnotation] - desired.Annotations[knserving.UpdaterAnnotation] = existing.Annotations[knserving.UpdaterAnnotation] - - // Do a dry-run update to avoid diffs generated because knative defaulter webhook is - // called when creating or updating the knative service. This will populate our local knative service object with any default values - // that are present on the remote version. - if err = r.client.Update(context.TODO(), desired, client.DryRunAll); err != nil { - log.Error(err, "Failed to perform dry-run create of knative service", "service", desired.Name) - return nil, err - } - err = retry.RetryOnConflict(retry.DefaultRetry, func() error { + err := retry.RetryOnConflict(retry.DefaultBackoff, func() error { log.Info("Updating knative service", "namespace", desired.Namespace, "name", desired.Name) if err := r.client.Get(context.TODO(), types.NamespacedName{Name: desired.Name, Namespace: desired.Namespace}, existing); err != nil { return err } + + // Set ResourceVersion which is required for update operation. + desired.ResourceVersion = existing.ResourceVersion + // Add immutable annotations to avoid validation error during dry-run update. + desired.Annotations[knserving.CreatorAnnotation] = existing.Annotations[knserving.CreatorAnnotation] + desired.Annotations[knserving.UpdaterAnnotation] = existing.Annotations[knserving.UpdaterAnnotation] + + // Do a dry-run update to avoid diffs generated by default values introduced by knative's defaulter webhook. + // This will populate our local knative service object with any default values + // that are present on the remote version. + if err := r.client.Update(context.TODO(), desired, client.DryRunAll); err != nil { + // log only if it is not resource conflict error to avoid spamming + if !apierr.IsConflict(err) { + log.Error(err, "Failed to perform dry-run update of knative service", "service", desired.Name) + } + return err + } if err := reconcileKsvc(desired, existing); err != nil { return err } return r.client.Update(context.TODO(), existing) }) if err != nil { - return &existing.Status, errors.Wrapf(err, "fails to update knative service") + // Create service if it does not exist + if apierr.IsNotFound(err) { + log.Info("Creating knative service", "namespace", desired.Namespace, "name", desired.Name) + return &desired.Status, r.client.Create(context.TODO(), desired) + } + return &existing.Status, errors.Wrapf(err, "fails to reconcile knative service") } return &existing.Status, nil } From f2a7530bda46f37661a7fa2cd8a2877ed7ed4b33 Mon Sep 17 00:00:00 2001 From: Andrews Arokiam <87992092+andyi2it@users.noreply.github.com> Date: Fri, 22 Dec 2023 19:49:09 +0530 Subject: [PATCH 15/33] Updated Kserve version file path in pyproject.toml. (#3225) Signed-off-by: Andrews Arokiam Signed-off-by: andy --- python/test_resources/graph/error_404_isvc/pyproject.toml | 4 ++-- python/test_resources/graph/success_200_isvc/pyproject.toml | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/python/test_resources/graph/error_404_isvc/pyproject.toml b/python/test_resources/graph/error_404_isvc/pyproject.toml index 076c9e313d..ea94be6c54 100644 --- a/python/test_resources/graph/error_404_isvc/pyproject.toml +++ b/python/test_resources/graph/error_404_isvc/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "error_404_isvc" -version = "0.11.0" +version = "0.11.1" description = "Custom isvc that always returns 404 with a JSON message" authors = ["The KServe Authors"] license = "https://github.com/kserve/kserve/blob/master/LICENSE" @@ -15,7 +15,7 @@ kserve = {path = "../../../kserve", develop = true} [tool.poetry-version-plugin] source = "file" -file_path = "../VERSION" +file_path = "../../../VERSION" [build-system] requires = ["poetry-core>=1.0.0"] diff --git a/python/test_resources/graph/success_200_isvc/pyproject.toml b/python/test_resources/graph/success_200_isvc/pyproject.toml index 5c1a2f2324..f163ad2962 100644 --- a/python/test_resources/graph/success_200_isvc/pyproject.toml +++ b/python/test_resources/graph/success_200_isvc/pyproject.toml @@ -15,7 +15,7 @@ kserve = {path = "../../../kserve", develop = true} [tool.poetry-version-plugin] source = "file" -file_path = "../VERSION" +file_path = "../../../VERSION" [build-system] requires = ["poetry-core>=1.0.0"] From d61f5489b3c5ca24dd3771774862cf3ab146ff4f Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Fri, 22 Dec 2023 09:20:33 -0500 Subject: [PATCH 16/33] docs: Add link to OpenShift Container Platform instructions (#3322) Signed-off-by: Yuan Tang --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6a733c363a..88c99625dc 100644 --- a/README.md +++ b/README.md @@ -40,7 +40,7 @@ Additionally, we have compiled a list of [presentations and demos](https://kserv - **[Quick Installation](https://kserve.github.io/website/master/get_started/)**: Install KServe on your local machine. #### Kubeflow Installation -KServe is an important addon component of Kubeflow, please learn more from the [Kubeflow KServe documentation](https://www.kubeflow.org/docs/external-add-ons/kserve/kserve) and follow [KServe with Kubeflow on AWS](https://awslabs.github.io/kubeflow-manifests/main/docs/component-guides/kserve) to learn how to use KServe on AWS. +KServe is an important addon component of Kubeflow, please learn more from the [Kubeflow KServe documentation](https://www.kubeflow.org/docs/external-add-ons/kserve/kserve). Check out the following guides for running [on AWS](https://awslabs.github.io/kubeflow-manifests/main/docs/component-guides/kserve) or [on OpenShift Container Platform](https://github.com/kserve/kserve/blob/master/docs/OPENSHIFT_GUIDE.md). ### :flight_departure: [Create your first InferenceService](https://kserve.github.io/website/master/get_started/first_isvc) From 4d1d5468f5ef3287cfcb65b7c21209e39f1c493b Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Sat, 23 Dec 2023 19:35:32 +0530 Subject: [PATCH 17/33] Fix inference request fails when sending with less number of features than the total model features on lightgbm (#3313) Fix inference request fails when sending with less number of features than the total model features Signed-off-by: Sivanantham Chinnaiyan --- python/kserve/kserve/utils/utils.py | 35 ++++++------------------ python/lgbserver/lgbserver/model.py | 2 +- python/lgbserver/lgbserver/test_model.py | 21 ++++++++++---- test/e2e/data/iris_input_v5.json | 9 ++++++ test/e2e/predictor/test_lightgbm.py | 8 ++++-- 5 files changed, 41 insertions(+), 34 deletions(-) create mode 100644 test/e2e/data/iris_input_v5.json diff --git a/python/kserve/kserve/utils/utils.py b/python/kserve/kserve/utils/utils.py index af062e9b8d..6aa4f4cf91 100644 --- a/python/kserve/kserve/utils/utils.py +++ b/python/kserve/kserve/utils/utils.py @@ -87,11 +87,11 @@ def cpu_count(): def is_structured_cloudevent(body: Dict) -> bool: """Returns True if the JSON request body resembles a structured CloudEvent""" return "time" in body \ - and "type" in body \ - and "source" in body \ - and "id" in body \ - and "specversion" in body \ - and "data" in body + and "type" in body \ + and "source" in body \ + and "id" in body \ + and "specversion" in body \ + and "data" in body def create_response_cloudevent(model_name: str, response: Dict, req_attributes: Dict, @@ -138,35 +138,18 @@ def to_headers(context: ServicerContext) -> Dict[str, str]: return headers -def get_predict_input(payload: Union[Dict, InferRequest]) -> Union[np.ndarray, pd.DataFrame]: +def get_predict_input(payload: Union[Dict, InferRequest], columns: List = None) -> Union[np.ndarray, pd.DataFrame]: if isinstance(payload, Dict): instances = payload["inputs"] if "inputs" in payload else payload["instances"] if len(instances) == 0: return np.array(instances) - if isinstance(instances[0], Dict): + if isinstance(instances[0], Dict) or ( + isinstance(instances[0], List) and len(instances[0]) != 0 and isinstance(instances[0][0], Dict)): dfs = [] for input in instances: - dfs.append(pd.DataFrame(input)) + dfs.append(pd.DataFrame(input, columns=columns)) inputs = pd.concat(dfs, axis=0) return inputs - - # Handles the following input format - # {'inputs': [ - # [{'sepal_width_(cm)': 3.5}, - # {'petal_length_(cm)': 1.4}, - # {'petal_width_(cm)': 0.2}, - # {'sepal_length_(cm)': 5.1}] - # ]} - elif isinstance(instances[0], List) and len(instances[0]) != 0 and isinstance(instances[0][0], Dict): - data: Dict[str, List] = {} - for instance in instances: - for item in instance: - for key, val in item.items(): - if key in data: - data[key].append(val) - else: - data[key] = [val] - return pd.DataFrame(data) else: return np.array(instances) diff --git a/python/lgbserver/lgbserver/model.py b/python/lgbserver/lgbserver/model.py index ae9c249fac..cd42e8a60a 100644 --- a/python/lgbserver/lgbserver/model.py +++ b/python/lgbserver/lgbserver/model.py @@ -58,7 +58,7 @@ def load(self) -> bool: def predict(self, payload: Union[Dict, InferRequest], headers: Dict[str, str] = None) -> Union[Dict, InferResponse]: try: - instances = get_predict_input(payload) + instances = get_predict_input(payload, columns=self._booster.feature_name()) result = self._booster.predict(instances) return get_predict_response(payload, result, self.name) except Exception as e: diff --git a/python/lgbserver/lgbserver/test_model.py b/python/lgbserver/lgbserver/test_model.py index 063be23e08..0e72aacc7c 100644 --- a/python/lgbserver/lgbserver/test_model.py +++ b/python/lgbserver/lgbserver/test_model.py @@ -14,10 +14,11 @@ import lightgbm as lgb import os + +import numpy from sklearn.datasets import load_iris from lgbserver import LightGBMModel import pandas as pd -import numpy from kserve.protocol.infer_type import InferInput, InferRequest model_dir = os.path.join(os.path.dirname(__file__), "example_model", "model") @@ -46,20 +47,30 @@ def test_model(): 'petal_width_(cm)': {0: 0.2}, 'sepal_length_(cm)': {0: 5.1}} response = model.predict({"inputs": [request, request]}) - assert numpy.argmax(response["predictions"][0]) == 2 + assert numpy.argmax(response["predictions"][0]) == 0 response = model.predict({"instances": [request, request]}) - assert numpy.argmax(response["predictions"][0]) == 2 + assert numpy.argmax(response["predictions"][0]) == 0 request = [ {'sepal_width_(cm)': 3.5}, {'petal_length_(cm)': 1.4}, {'petal_width_(cm)': 0.2}, {'sepal_length_(cm)': 5.1} ] response = model.predict({"inputs": [request, request]}) - assert numpy.argmax(response["predictions"][0]) == 2 + assert numpy.argmax(response["predictions"][0]) == 0 + + response = model.predict({"instances": [request, request]}) + assert numpy.argmax(response["predictions"][0]) == 0 + + request = [ + {'sepal_width_(cm)': 3.5}, {'petal_length_(cm)': 1.4}, + {'petal_width_(cm)': 0.2} + ] + response = model.predict({"inputs": [request, request]}) + assert numpy.argmax(response["predictions"][0]) == 0 response = model.predict({"instances": [request, request]}) - assert numpy.argmax(response["predictions"][0]) == 2 + assert numpy.argmax(response["predictions"][0]) == 0 # test v2 handler infer_input = InferInput(name="input-0", shape=[2, 4], datatype="FP32", diff --git a/test/e2e/data/iris_input_v5.json b/test/e2e/data/iris_input_v5.json new file mode 100644 index 0000000000..12dbab563f --- /dev/null +++ b/test/e2e/data/iris_input_v5.json @@ -0,0 +1,9 @@ +{ + "inputs": [ + [ + {"sepal_length_(cm)": 5.1}, + {"sepal_width_(cm)": 3.5}, + {"petal_length_(cm)": 1.4} + ] + ] +} diff --git a/test/e2e/predictor/test_lightgbm.py b/test/e2e/predictor/test_lightgbm.py index 9b3a3e1c61..fdabef88a2 100644 --- a/test/e2e/predictor/test_lightgbm.py +++ b/test/e2e/predictor/test_lightgbm.py @@ -15,6 +15,7 @@ import json import os +import numpy import pytest from kubernetes import client from kubernetes.client import V1ContainerPort, V1ResourceRequirements @@ -90,10 +91,13 @@ def test_lightgbm_runtime_kserve(): kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) res = predict(service_name, "./data/iris_input_v3.json") - assert res["predictions"][0][0] > 0.5 + assert numpy.argmax(res["predictions"][0]) == 0 res = predict(service_name, "./data/iris_input_v4.json") - assert res["predictions"][0][0] > 0.5 + assert numpy.argmax(res["predictions"][0]) == 0 + + res = predict(service_name, "./data/iris_input_v5.json") + assert numpy.argmax(res["predictions"][0]) == 0 kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) From 97d4e999018c59789a006505ad735bf0218b2df4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Edgar=20Hern=C3=A1ndez?= Date: Sat, 23 Dec 2023 08:16:33 -0600 Subject: [PATCH 18/33] Add a CI_USE_ISVC_HOST for testing with the ISVC hostname (#3324) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Add a CI_USE_ISVC_HOST for testing with the ISVC hostname This adds the possibility to run E2E tests using the hostname specified in the `status.url` field of the InferenceServices, rather than using the ClusterIP of the Istio Ingress gateway. This behavior is enabled by, first, setting the `CI_USE_ISVC_HOST=1` environment variable and, then invoking pytest. Thus, the original behavior of using Istio IngressGateway ClusterIP is the default one. Signed-off-by: Edgar Hernández <23639005+israel-hdez@users.noreply.github.com> * Add a CI_USE_ISVC_HOST for testing with the ISVC hostname This adds the possibility to run E2E tests using the hostname specified in the `status.url` field of the InferenceServices, rather than using the ClusterIP of the Istio Ingress gateway. This behavior is enabled by, first, setting the `CI_USE_ISVC_HOST=1` environment variable and, then invoking pytest. Thus, the original behavior of using Istio IngressGateway ClusterIP is the default one. Signed-off-by: Edgar Hernández <23639005+israel-hdez@users.noreply.github.com> --------- Signed-off-by: Edgar Hernández <23639005+israel-hdez@users.noreply.github.com> --- test/e2e/common/utils.py | 23 ++++++++++++++--------- 1 file changed, 14 insertions(+), 9 deletions(-) diff --git a/test/e2e/common/utils.py b/test/e2e/common/utils.py index 058c4c6c0a..442299f04b 100644 --- a/test/e2e/common/utils.py +++ b/test/e2e/common/utils.py @@ -80,9 +80,7 @@ def predict_str(service_name, input_json, protocol_version="v1", ) # temporary sleep until this is fixed https://github.com/kserve/kserve/issues/604 time.sleep(10) - cluster_ip = get_cluster_ip() - host = urlparse(isvc["status"]["url"]).netloc - path = urlparse(isvc["status"]["url"]).path + cluster_ip, host, path = get_isvc_endpoint(isvc) headers = {"Host": host, "Content-Type": "application/json"} if model_name is None: @@ -117,8 +115,7 @@ def predict_ig(ig_name, input_json, protocol_version="v1", version=version, ) - cluster_ip = get_cluster_ip() - host = urlparse(ig["status"]["url"]).netloc + cluster_ip, host, _ = get_isvc_endpoint(ig) headers = {"Host": host} url = f"http://{cluster_ip}" @@ -153,8 +150,7 @@ def explain_response(service_name, input_json): ) # temporary sleep until this is fixed https://github.com/kserve/kserve/issues/604 time.sleep(10) - cluster_ip = get_cluster_ip() - host = urlparse(isvc["status"]["url"]).netloc + cluster_ip, host, _ = get_isvc_endpoint(isvc) url = "http://{}/v1/models/{}:explain".format(cluster_ip, service_name) headers = {"Host": host} with open(input_json) as json_file: @@ -209,7 +205,6 @@ def get_cluster_ip(name="istio-ingressgateway", namespace="istio-system"): def predict_grpc(service_name, payload, parameters=None, version=constants.KSERVE_V1BETA1_VERSION, model_name=None): - cluster_ip = get_cluster_ip() kfs_client = KServeClient( config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) isvc = kfs_client.get( @@ -217,7 +212,7 @@ def predict_grpc(service_name, payload, parameters=None, version=constants.KSERV namespace=KSERVE_TEST_NAMESPACE, version=version, ) - host = urlparse(isvc["status"]["url"]).netloc + cluster_ip, host, _ = get_isvc_endpoint(isvc) if ":" not in cluster_ip: cluster_ip = cluster_ip + ":80" @@ -243,3 +238,13 @@ def predict_modelmesh(service_name, input_json, pod_name, model_name=None): url = f"http://localhost:8008/v2/models/{model_name}/infer" response = requests.post(url, json.dumps(data)) return json.loads(response.content.decode("utf-8")) + + +def get_isvc_endpoint(isvc): + host = urlparse(isvc["status"]["url"]).netloc + path = urlparse(isvc["status"]["url"]).path + if os.environ.get("CI_USE_ISVC_HOST") == "1": + cluster_ip = host + else: + cluster_ip = get_cluster_ip() + return cluster_ip, host, path From 160b83c04e434bb30aecef32c5e024bd188145d8 Mon Sep 17 00:00:00 2001 From: Andrews Arokiam <87992092+andyi2it@users.noreply.github.com> Date: Sat, 23 Dec 2023 21:53:33 +0530 Subject: [PATCH 19/33] Upgraded poetry version to 1.7.1 (#3271) * Upgraded poetry version to 1.7.1 Signed-off-by: Andrews Arokiam * fixed poetry install with invalid group. https://github.com/python-poetry/poetry/pull/7529 Signed-off-by: Andrews Arokiam --------- Signed-off-by: Andrews Arokiam --- python/aiffairness.Dockerfile | 2 +- python/aiffairness/poetry.lock | 4 +- python/alibiexplainer.Dockerfile | 2 +- python/alibiexplainer/poetry.lock | 2 +- python/artexplainer.Dockerfile | 2 +- python/artexplainer/poetry.lock | 2 +- python/custom_model.Dockerfile | 2 +- python/custom_model/poetry.lock | 2 +- python/custom_model_grpc.Dockerfile | 2 +- python/custom_transformer.Dockerfile | 2 +- python/custom_transformer/poetry.lock | 2 +- python/custom_transformer_grpc.Dockerfile | 2 +- python/error_404_isvc.Dockerfile | 2 +- python/kserve/Makefile | 2 +- python/kserve/poetry.lock | 2 +- python/lgb.Dockerfile | 2 +- python/lgbserver/poetry.lock | 2 +- python/paddle.Dockerfile | 2 +- python/paddleserver/poetry.lock | 106 +++++++++++++++++- python/pmml.Dockerfile | 2 +- python/pmmlserver/poetry.lock | 4 +- python/sklearn.Dockerfile | 2 +- python/sklearnserver/poetry.lock | 2 +- python/storage-initializer.Dockerfile | 2 +- python/success_200_isvc.Dockerfile | 2 +- .../graph/error_404_isvc/poetry.lock | 2 +- .../graph/success_200_isvc/poetry.lock | 2 +- python/xgb.Dockerfile | 2 +- python/xgbserver/poetry.lock | 2 +- test/scripts/gh-actions/setup-poetry.sh | 2 +- 30 files changed, 134 insertions(+), 34 deletions(-) diff --git a/python/aiffairness.Dockerfile b/python/aiffairness.Dockerfile index 74ad6f625b..e9f17f91b7 100644 --- a/python/aiffairness.Dockerfile +++ b/python/aiffairness.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/aiffairness/poetry.lock b/python/aiffairness/poetry.lock index 81ecb35987..78bcaf37e6 100644 --- a/python/aiffairness/poetry.lock +++ b/python/aiffairness/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aif360" @@ -1477,8 +1477,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.20.3", markers = "python_version < \"3.10\""}, - {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.23.2", markers = "python_version >= \"3.11\""}, + {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" diff --git a/python/alibiexplainer.Dockerfile b/python/alibiexplainer.Dockerfile index a77bebccc5..7a1bebf98f 100644 --- a/python/alibiexplainer.Dockerfile +++ b/python/alibiexplainer.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/alibiexplainer/poetry.lock b/python/alibiexplainer/poetry.lock index aa9a7c39a8..77cf480822 100644 --- a/python/alibiexplainer/poetry.lock +++ b/python/alibiexplainer/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "absl-py" diff --git a/python/artexplainer.Dockerfile b/python/artexplainer.Dockerfile index bc01e393a9..69d5e7f3fe 100644 --- a/python/artexplainer.Dockerfile +++ b/python/artexplainer.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/artexplainer/poetry.lock b/python/artexplainer/poetry.lock index f29c06b9c1..a3eaf3af71 100644 --- a/python/artexplainer/poetry.lock +++ b/python/artexplainer/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "adversarial-robustness-toolbox" diff --git a/python/custom_model.Dockerfile b/python/custom_model.Dockerfile index bd524d9f3a..f3e7f4f4df 100644 --- a/python/custom_model.Dockerfile +++ b/python/custom_model.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/custom_model/poetry.lock b/python/custom_model/poetry.lock index 8cfa0f604e..1ceb24b397 100644 --- a/python/custom_model/poetry.lock +++ b/python/custom_model/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/python/custom_model_grpc.Dockerfile b/python/custom_model_grpc.Dockerfile index c5faa629ed..d474df4232 100644 --- a/python/custom_model_grpc.Dockerfile +++ b/python/custom_model_grpc.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/custom_transformer.Dockerfile b/python/custom_transformer.Dockerfile index 291cc6f526..860706e8fc 100644 --- a/python/custom_transformer.Dockerfile +++ b/python/custom_transformer.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/custom_transformer/poetry.lock b/python/custom_transformer/poetry.lock index d2904922d1..3a13d60f21 100644 --- a/python/custom_transformer/poetry.lock +++ b/python/custom_transformer/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/python/custom_transformer_grpc.Dockerfile b/python/custom_transformer_grpc.Dockerfile index 6efcdf5fa6..89cb47cf3c 100644 --- a/python/custom_transformer_grpc.Dockerfile +++ b/python/custom_transformer_grpc.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/error_404_isvc.Dockerfile b/python/error_404_isvc.Dockerfile index 8f406ab8b2..9ffb8b4349 100644 --- a/python/error_404_isvc.Dockerfile +++ b/python/error_404_isvc.Dockerfile @@ -8,7 +8,7 @@ RUN apt-get update && apt-get install -y gcc python3-dev # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/kserve/Makefile b/python/kserve/Makefile index 237b142af3..24741cd6ce 100644 --- a/python/kserve/Makefile +++ b/python/kserve/Makefile @@ -1,7 +1,7 @@ .PHONY: test dev_install: - poetry install --with test,dev --extras "storage" + poetry install --with test --extras "storage" install_dependencies: poetry install --with=test --no-interaction --no-root --extras "storage" diff --git a/python/kserve/poetry.lock b/python/kserve/poetry.lock index 43d8e799ac..8b6ac4d697 100644 --- a/python/kserve/poetry.lock +++ b/python/kserve/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/python/lgb.Dockerfile b/python/lgb.Dockerfile index e35e12d74d..bad6cd3770 100644 --- a/python/lgb.Dockerfile +++ b/python/lgb.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/lgbserver/poetry.lock b/python/lgbserver/poetry.lock index bb24d5594f..0653f32877 100644 --- a/python/lgbserver/poetry.lock +++ b/python/lgbserver/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/python/paddle.Dockerfile b/python/paddle.Dockerfile index 0cf0fec5ed..a43a62e227 100644 --- a/python/paddle.Dockerfile +++ b/python/paddle.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/paddleserver/poetry.lock b/python/paddleserver/poetry.lock index 6f88d25c2a..ee7c40abdf 100644 --- a/python/paddleserver/poetry.lock +++ b/python/paddleserver/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" @@ -1803,11 +1803,11 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.21.0", markers = "python_version <= \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\" and python_version >= \"3.8\""}, - {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, - {version = ">=1.17.3", markers = "(platform_system != \"Darwin\" and platform_system != \"Linux\") and python_version >= \"3.8\" and python_version < \"3.9\" or platform_system != \"Darwin\" and python_version >= \"3.8\" and python_version < \"3.9\" and platform_machine != \"aarch64\" or platform_machine != \"arm64\" and python_version >= \"3.8\" and python_version < \"3.9\" and platform_system != \"Linux\" or (platform_machine != \"arm64\" and platform_machine != \"aarch64\") and python_version >= \"3.8\" and python_version < \"3.9\""}, {version = ">=1.23.5", markers = "python_version >= \"3.11\""}, {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\" and python_version < \"3.11\""}, {version = ">=1.21.2", markers = "platform_system != \"Darwin\" and python_version >= \"3.10\" and python_version < \"3.11\""}, + {version = ">=1.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"aarch64\" and python_version >= \"3.8\" and python_version < \"3.10\" or python_version > \"3.9\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_system != \"Darwin\" and python_version < \"3.10\" or python_version >= \"3.9\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.17.3", markers = 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"sha256:f24d1a6754cbffebbca60086710981231c7e2a734a9bb64d73f8a9cca86e8b64"}, + {file = "paddle_bfloat-0.1.7.tar.gz", hash = "sha256:9ab8d00ad2ec5cebea7871cc8ee331eb916f31f676fb04e1d5aa3d64913ef71c"}, +] + [[package]] name = "paddlepaddle" version = "2.5.2" diff --git a/python/pmml.Dockerfile b/python/pmml.Dockerfile index 9599522fad..f5991b829a 100644 --- a/python/pmml.Dockerfile +++ b/python/pmml.Dockerfile @@ -14,7 +14,7 @@ RUN apt-get update && \ # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/pmmlserver/poetry.lock b/python/pmmlserver/poetry.lock index 92b92085a9..1f079f78ed 100644 --- a/python/pmmlserver/poetry.lock +++ b/python/pmmlserver/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" @@ -1952,8 +1952,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.20.3", markers = "python_version < \"3.10\""}, - {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.23.2", markers = "python_version >= \"3.11\""}, + {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" diff --git a/python/sklearn.Dockerfile b/python/sklearn.Dockerfile index 82e073a8ea..59a2e553a7 100644 --- a/python/sklearn.Dockerfile +++ b/python/sklearn.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/sklearnserver/poetry.lock b/python/sklearnserver/poetry.lock index ef86e6e90f..2815b8705a 100644 --- a/python/sklearnserver/poetry.lock +++ b/python/sklearnserver/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/python/storage-initializer.Dockerfile b/python/storage-initializer.Dockerfile index e85dc8c82d..a84d4de401 100644 --- a/python/storage-initializer.Dockerfile +++ b/python/storage-initializer.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/success_200_isvc.Dockerfile b/python/success_200_isvc.Dockerfile index 24550a89f6..38a7dbf713 100644 --- a/python/success_200_isvc.Dockerfile +++ b/python/success_200_isvc.Dockerfile @@ -8,7 +8,7 @@ RUN apt-get update && apt-get install -y gcc python3-dev # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} ENV PATH="$PATH:${POETRY_HOME}/bin" diff --git a/python/test_resources/graph/error_404_isvc/poetry.lock b/python/test_resources/graph/error_404_isvc/poetry.lock index 7a16367c52..df7486a747 100644 --- a/python/test_resources/graph/error_404_isvc/poetry.lock +++ b/python/test_resources/graph/error_404_isvc/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/python/test_resources/graph/success_200_isvc/poetry.lock b/python/test_resources/graph/success_200_isvc/poetry.lock index 7a16367c52..df7486a747 100644 --- a/python/test_resources/graph/success_200_isvc/poetry.lock +++ b/python/test_resources/graph/success_200_isvc/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/python/xgb.Dockerfile b/python/xgb.Dockerfile index a6443c0f2b..ac0182c798 100644 --- a/python/xgb.Dockerfile +++ b/python/xgb.Dockerfile @@ -6,7 +6,7 @@ FROM ${BASE_IMAGE} as builder # Install Poetry ARG POETRY_HOME=/opt/poetry -ARG POETRY_VERSION=1.4.0 +ARG POETRY_VERSION=1.7.1 # Required for building packages for arm64 arch RUN apt-get update && apt-get install -y --no-install-recommends python3-dev build-essential diff --git a/python/xgbserver/poetry.lock b/python/xgbserver/poetry.lock index 9751bc1144..c767dd9a39 100644 --- a/python/xgbserver/poetry.lock +++ b/python/xgbserver/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. [[package]] name = "aiohttp" diff --git a/test/scripts/gh-actions/setup-poetry.sh b/test/scripts/gh-actions/setup-poetry.sh index 6ee46e0b49..1b358d6da9 100755 --- a/test/scripts/gh-actions/setup-poetry.sh +++ b/test/scripts/gh-actions/setup-poetry.sh @@ -20,7 +20,7 @@ set -o errexit set -o nounset set -o pipefail -export POETRY_VERSION=1.4.0 +export POETRY_VERSION=1.7.1 echo "Installing Poetry $POETRY_VERSION ..." pip install poetry==$POETRY_VERSION poetry config virtualenvs.create true From aa281b735013cd470665a6f4fdd6ea5c7f1ee88b Mon Sep 17 00:00:00 2001 From: David van der Spek <28541758+davidspek@users.noreply.github.com> Date: Sat, 23 Dec 2023 17:56:14 +0100 Subject: [PATCH 20/33] ci: publish helm chart to ghcr (#3319) Signed-off-by: David van der Spek --- .github/workflows/helm-publish.yml | 26 ++++++++++++++++++++++++-- charts/kserve-crd/README.md | 7 +++++++ charts/kserve-resources/README.md | 15 +++++++++++++++ 3 files changed, 46 insertions(+), 2 deletions(-) create mode 100644 charts/kserve-crd/README.md create mode 100644 charts/kserve-resources/README.md diff --git a/.github/workflows/helm-publish.yml b/.github/workflows/helm-publish.yml index ff9e973864..8d782e47b4 100644 --- a/.github/workflows/helm-publish.yml +++ b/.github/workflows/helm-publish.yml @@ -11,19 +11,41 @@ concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true +permissions: + contents: write + packages: write + jobs: upload-helm-charts: runs-on: ubuntu-latest steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 + + - uses: azure/setup-helm@v3 - - uses: azure/setup-helm@v1 + - name: Login to GHCR + if: github.event_name != 'pull_request' + uses: docker/login-action@v3 + with: + registry: ghcr.io + username: ${{ github.repository_owner }} + password: ${{ secrets.GITHUB_TOKEN }} - name: Package helm charts run: for dir in ./*/; do helm package $dir; done working-directory: ${{ env.HELM_CHARTS_PATH }} + - name: Push Charts to GHCR + working-directory: ${{ env.HELM_CHARTS_PATH }} + run: | + for pkg in *.tgz; do + if [ -z "${pkg:-}" ]; then + break + fi + helm push "${pkg}" oci://ghcr.io/${GITHUB_REPOSITORY_OWNER}/charts + done + - name: Rename helm chart archives run: for filename in *.tgz; do mv "$filename" "helm-chart-$filename"; done working-directory: ${{ env.HELM_CHARTS_PATH }} diff --git a/charts/kserve-crd/README.md b/charts/kserve-crd/README.md new file mode 100644 index 0000000000..b9097a244f --- /dev/null +++ b/charts/kserve-crd/README.md @@ -0,0 +1,7 @@ +# kserve-crd + +## Using this chart + +```console +helm install kserve-crd oci://ghcr.io/kserve/charts/kserve-crd --version 0.11.2 +``` diff --git a/charts/kserve-resources/README.md b/charts/kserve-resources/README.md new file mode 100644 index 0000000000..a79612f56e --- /dev/null +++ b/charts/kserve-resources/README.md @@ -0,0 +1,15 @@ +# kserve + +## Using this chart + +First install the `kserve-crd` chart + +```console +helm install kserve-crd oci://ghcr.io/kserve/charts/kserve-crd --version 0.11.2 +``` + +Then install this chart + +```console +helm install kserve oci://ghcr.io/kserve/charts/kserve --version 0.11.2 +``` From 4654bda1385f125ffb76aec94cb219d207c28966 Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Sat, 23 Dec 2023 22:26:27 +0530 Subject: [PATCH 21/33] Fix raw deployment service points to predictor container port instead of transformer container port in transformer collocation (#3318) * Fix service points to predictor in raw deployment collocation Signed-off-by: Sivanantham Chinnaiyan * Set readiness probe for transformer container Signed-off-by: Sivanantham Chinnaiyan * Add e2e test Signed-off-by: Sivanantham Chinnaiyan * resolve comments Signed-off-by: Sivanantham Chinnaiyan --------- Signed-off-by: Sivanantham Chinnaiyan --- .github/workflows/e2e-test.yml | 5 + .../deployment/deployment_reconciler.go | 4 +- .../reconcilers/service/service_reconciler.go | 19 ++-- test/e2e/common/utils.py | 3 + test/e2e/transformer/test_collocation.py | 100 ++++++++++++++++++ 5 files changed, 123 insertions(+), 8 deletions(-) create mode 100644 test/e2e/transformer/test_collocation.py diff --git a/.github/workflows/e2e-test.yml b/.github/workflows/e2e-test.yml index aac740e24d..adba41e7b9 100644 --- a/.github/workflows/e2e-test.yml +++ b/.github/workflows/e2e-test.yml @@ -673,6 +673,11 @@ jobs: with: image: "kserve/sklearnserver:${{ github.sha }}" + - name: Download transformer image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/image-transformer:${{ github.sha }}" + - name: Install Poetry and version plugin run: ./test/scripts/gh-actions/setup-poetry.sh diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go index 07717df37f..92a8f0f972 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/deployment/deployment_reconciler.go @@ -141,8 +141,8 @@ func setDefaultPodSpec(podSpec *corev1.PodSpec) { if container.ImagePullPolicy == "" { container.ImagePullPolicy = corev1.PullIfNotPresent } - // generate default readiness probe for model server container - if container.Name == constants.InferenceServiceContainerName { + // generate default readiness probe for model server container and for transformer container in case of collocation + if container.Name == constants.InferenceServiceContainerName || container.Name == constants.TransformerContainerName { if container.ReadinessProbe == nil { if len(container.Ports) == 0 { container.ReadinessProbe = &corev1.Probe{ diff --git a/pkg/controller/v1beta1/inferenceservice/reconcilers/service/service_reconciler.go b/pkg/controller/v1beta1/inferenceservice/reconcilers/service/service_reconciler.go index 0e627a06d5..de73f6082c 100644 --- a/pkg/controller/v1beta1/inferenceservice/reconcilers/service/service_reconciler.go +++ b/pkg/controller/v1beta1/inferenceservice/reconcilers/service/service_reconciler.go @@ -60,21 +60,28 @@ func createService(componentMeta metav1.ObjectMeta, componentExt *v1beta1.Compon podSpec *corev1.PodSpec) *corev1.Service { var servicePorts []corev1.ServicePort if len(podSpec.Containers) != 0 { - if len(podSpec.Containers[0].Ports) > 0 { + container := podSpec.Containers[0] + for _, c := range podSpec.Containers { + if c.Name == constants.TransformerContainerName { + container = c + break + } + } + if len(container.Ports) > 0 { var servicePort corev1.ServicePort servicePort = corev1.ServicePort{ - Name: podSpec.Containers[0].Ports[0].Name, + Name: container.Ports[0].Name, Port: constants.CommonDefaultHttpPort, TargetPort: intstr.IntOrString{ Type: intstr.Int, - IntVal: podSpec.Containers[0].Ports[0].ContainerPort, + IntVal: container.Ports[0].ContainerPort, }, - Protocol: podSpec.Containers[0].Ports[0].Protocol, + Protocol: container.Ports[0].Protocol, } servicePorts = append(servicePorts, servicePort) - for i := 1; i < len(podSpec.Containers[0].Ports); i++ { - port := podSpec.Containers[0].Ports[i] + for i := 1; i < len(container.Ports); i++ { + port := container.Ports[i] if port.Protocol == "" { port.Protocol = corev1.ProtocolTCP } diff --git a/test/e2e/common/utils.py b/test/e2e/common/utils.py index 442299f04b..cfa990b83e 100644 --- a/test/e2e/common/utils.py +++ b/test/e2e/common/utils.py @@ -33,6 +33,9 @@ KSERVE_NAMESPACE = "kserve" KSERVE_TEST_NAMESPACE = "kserve-ci-e2e-test" MODEL_CLASS_NAME = "modelClass" +INFERENCESERVICE_CONTAINER = "kserve-container" +TRANSFORMER_CONTAINER = "transformer-container" +STORAGE_URI_ENV = "STORAGE_URI" def grpc_stub(service_name, namespace): diff --git a/test/e2e/transformer/test_collocation.py b/test/e2e/transformer/test_collocation.py new file mode 100644 index 0000000000..df5680513c --- /dev/null +++ b/test/e2e/transformer/test_collocation.py @@ -0,0 +1,100 @@ +import os +from kubernetes import client + +from kserve import KServeClient +from kserve import constants +from kserve import V1beta1PredictorSpec +from kserve import V1beta1InferenceServiceSpec +from kserve import V1beta1InferenceService +from kubernetes.client import V1ResourceRequirements +from kubernetes.client import V1Container +from kubernetes.client import V1EnvVar +from kubernetes.client import V1ContainerPort +import pytest +from ..common.utils import predict +from ..common.utils import ( + KSERVE_TEST_NAMESPACE, + INFERENCESERVICE_CONTAINER, + TRANSFORMER_CONTAINER, + STORAGE_URI_ENV, +) + + +@pytest.mark.raw +def test_raw_transformer_collocation_multiport(): + service_name = "raw-collocation-multiport" + model_name = "mnist" + predictor = V1beta1PredictorSpec( + min_replicas=1, + containers=[ + V1Container( + name=INFERENCESERVICE_CONTAINER, + image="pytorch/torchserve:0.9.0-cpu", + env=[ + V1EnvVar(name=STORAGE_URI_ENV, + value="gs://kfserving-examples/models/torchserve/image_classifier/v1"), + V1EnvVar(name="TS_SERVICE_ENVELOPE", value="kserve") + ], + args=["torchserve", "--start", "--model-store=/mnt/models/model-store", + "--ts-config=/mnt/models/config/config.properties"], + ports=[ + V1ContainerPort( + name="http", + container_port=8085, + protocol="TCP" + ) + ], + resources=V1ResourceRequirements( + requests={"cpu": "10m", "memory": "128Mi"}, + limits={"cpu": "1", "memory": "1Gi"}, + ), + ), + V1Container( + name=TRANSFORMER_CONTAINER, + image='kserve/image-transformer:' + os.environ.get("GITHUB_SHA"), + args=[f"--model_name={model_name}", "--http_port=8080", "--grpc_port=8081", + "--predictor_host=localhost:8085"], + ports=[ + V1ContainerPort( + name="http", + container_port=8080, + protocol="TCP" + ), + V1ContainerPort( + name="grpc", + container_port=8081, + protocol="TCP" + ) + ], + resources=V1ResourceRequirements( + requests={'cpu': '10m', 'memory': '128Mi'}, + limits={'cpu': '100m', 'memory': '1Gi'}), + ) + ] + ) + + isvc = V1beta1InferenceService(api_version=constants.KSERVE_V1BETA1, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=service_name, namespace=KSERVE_TEST_NAMESPACE, + annotations={"serving.kserve.io/deploymentMode": "RawDeployment"} + ), + spec=V1beta1InferenceServiceSpec(predictor=predictor)) + + kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) + kserve_client.create(isvc) + try: + kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) + except RuntimeError as e: + print(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", + KSERVE_TEST_NAMESPACE, + "services", service_name + "-predictor")) + pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, + label_selector='serving.kserve.io/inferenceservice={}' + .format(service_name)) + for pod in pods.items: + print(pod) + raise e + res = predict(service_name, "./data/transformer.json", model_name=model_name) + assert (res.get("predictions")[0] == 2) + kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) From dffd91c493080b15f1dbc30c36e8e9a128c96f44 Mon Sep 17 00:00:00 2001 From: homily Date: Sun, 24 Dec 2023 01:13:47 +0800 Subject: [PATCH 22/33] Upgrade cloudevent to v2 (#3255) Upgrade cloudevents to v2 Signed-off-by: Dan Sun Co-authored-by: Dan Sun --- go.mod | 2 +- go.sum | 7 +++---- pkg/logger/handler.go | 4 ++-- pkg/logger/types.go | 9 +-------- pkg/logger/worker.go | 29 ++++++++--------------------- 5 files changed, 15 insertions(+), 36 deletions(-) diff --git a/go.mod b/go.mod index ded67b8ec2..7f83925688 100644 --- a/go.mod +++ b/go.mod @@ -52,6 +52,7 @@ require ( github.com/blendle/zapdriver v1.3.1 // indirect github.com/census-instrumentation/opencensus-proto v0.4.1 // indirect github.com/cespare/xxhash/v2 v2.2.0 // indirect + github.com/cloudevents/sdk-go/v2 v2.14.0 github.com/davecgh/go-spew v1.1.1 // indirect github.com/emicklei/go-restful/v3 v3.11.0 // indirect github.com/evanphx/json-patch v5.7.0+incompatible // indirect @@ -81,7 +82,6 @@ require ( github.com/invopop/yaml v0.2.0 // indirect github.com/jmespath/go-jmespath v0.4.0 // indirect github.com/josharian/intern v1.0.0 // indirect - github.com/lightstep/tracecontext.go v0.0.0-20181129014701-1757c391b1ac // indirect github.com/mailru/easyjson v0.7.7 // indirect github.com/matttproud/golang_protobuf_extensions/v2 v2.0.0 // indirect github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect diff --git a/go.sum b/go.sum index eee3684a98..003ff60c49 100644 --- a/go.sum +++ b/go.sum @@ -92,6 +92,8 @@ github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMn github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw= github.com/cloudevents/sdk-go v1.2.0 h1:2AxI14EJUw1PclJ5gZJtzbxnHIfNMdi76Qq3P3G1BRU= github.com/cloudevents/sdk-go v1.2.0/go.mod h1:ss+jWJ88wypiewnPEzChSBzTYXGpdcILoN9YHk8uhTQ= +github.com/cloudevents/sdk-go/v2 v2.14.0 h1:Nrob4FwVgi5L4tV9lhjzZcjYqFVyJzsA56CwPaPfv6s= +github.com/cloudevents/sdk-go/v2 v2.14.0/go.mod h1:xDmKfzNjM8gBvjaF8ijFjM1VYOVUEeUfapHMUX1T5To= github.com/cncf/udpa/go v0.0.0-20191209042840-269d4d468f6f/go.mod h1:M8M6+tZqaGXZJjfX53e64911xZQV5JYwmTeXPW+k8Sc= github.com/cpuguy83/go-md2man/v2 v2.0.3/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o= github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E= @@ -300,7 +302,6 @@ github.com/kr/pty v1.1.1/go.mod h1:pFQYn66WHrOpPYNljwOMqo10TkYh1fy3cYio2l3bCsQ= github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI= github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY= github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE= -github.com/lightstep/tracecontext.go v0.0.0-20181129014701-1757c391b1ac h1:+2b6iGRJe3hvV/yVXrd41yVEjxuFHxasJqDhkIjS4gk= github.com/lightstep/tracecontext.go v0.0.0-20181129014701-1757c391b1ac/go.mod h1:Frd2bnT3w5FB5q49ENTfVlztJES+1k/7lyWX2+9gq/M= github.com/mailru/easyjson v0.7.7 h1:UGYAvKxe3sBsEDzO8ZeWOSlIQfWFlxbzLZe7hwFURr0= github.com/mailru/easyjson v0.7.7/go.mod h1:xzfreul335JAWq5oZzymOObrkdz5UnU4kGfJJLY9Nlc= @@ -328,7 +329,6 @@ github.com/nats-io/nkeys v0.1.0/go.mod h1:xpnFELMwJABBLVhffcfd1MZx6VsNRFpEugbxzi github.com/nats-io/nkeys v0.1.3/go.mod h1:xpnFELMwJABBLVhffcfd1MZx6VsNRFpEugbxziKVo7w= github.com/nats-io/nuid v1.0.1/go.mod h1:19wcPz3Ph3q0Jbyiqsd0kePYG7A95tJPxeL+1OSON2c= github.com/onsi/ginkgo v1.6.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE= -github.com/onsi/ginkgo v1.7.0 h1:WSHQ+IS43OoUrWtD1/bbclrwK8TTH5hzp+umCiuxHgs= github.com/onsi/ginkgo v1.7.0/go.mod h1:lLunBs/Ym6LB5Z9jYTR76FiuTmxDTDusOGeTQH+WWjE= github.com/onsi/ginkgo/v2 v2.13.0 h1:0jY9lJquiL8fcf3M4LAXN5aMlS/b2BV86HFFPCPMgE4= github.com/onsi/ginkgo/v2 v2.13.0/go.mod h1:TE309ZR8s5FsKKpuB1YAQYBzCaAfUgatB/xlT/ETL/o= @@ -425,6 +425,7 @@ github.com/tidwall/pretty v1.2.1 h1:qjsOFOWWQl+N3RsoF5/ssm1pHmJJwhjlSbZ51I6wMl4= github.com/tidwall/pretty v1.2.1/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU= github.com/ugorji/go/codec v1.2.7 h1:YPXUKf7fYbp/y8xloBqZOw2qaVggbfwMlI8WM3wZUJ0= github.com/ugorji/go/codec v1.2.7/go.mod h1:WGN1fab3R1fzQlVQTkfxVtIBhWDRqOviHU95kRgeqEY= +github.com/valyala/bytebufferpool v1.0.0 h1:GqA5TC/0021Y/b9FG4Oi9Mr3q7XYx6KllzawFIhcdPw= github.com/valyala/bytebufferpool v1.0.0/go.mod h1:6bBcMArwyJ5K/AmCkWv1jt77kVWyCJ6HpOuEn7z0Csc= github.com/yuin/goldmark v1.1.25/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74= github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74= @@ -791,12 +792,10 @@ gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15/go.mod h1:Co6ibVJAznAaIkqp8 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk= gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q= gopkg.in/errgo.v2 v2.1.0/go.mod h1:hNsd1EY+bozCKY1Ytp96fpM3vjJbqLJn88ws8XvfDNI= -gopkg.in/fsnotify.v1 v1.4.7 h1:xOHLXZwVvI9hhs+cLKq5+I5onOuwQLhQwiu63xxlHs4= gopkg.in/fsnotify.v1 v1.4.7/go.mod h1:Tz8NjZHkW78fSQdbUxIjBTcgA1z1m8ZHf0WmKUhAMys= gopkg.in/inf.v0 v0.9.1 h1:73M5CoZyi3ZLMOyDlQh031Cx6N9NDJ2Vvfl76EDAgDc= gopkg.in/inf.v0 v0.9.1/go.mod h1:cWUDdTG/fYaXco+Dcufb5Vnc6Gp2YChqWtbxRZE0mXw= gopkg.in/resty.v1 v1.12.0/go.mod h1:mDo4pnntr5jdWRML875a/NmxYqAlA73dVijT2AXvQQo= -gopkg.in/tomb.v1 v1.0.0-20141024135613-dd632973f1e7 h1:uRGJdciOHaEIrze2W8Q3AKkepLTh2hOroT7a+7czfdQ= gopkg.in/tomb.v1 v1.0.0-20141024135613-dd632973f1e7/go.mod h1:dt/ZhP58zS4L8KSrWDmTeBkI65Dw0HsyUHuEVlX15mw= gopkg.in/yaml.v2 v2.0.0-20170812160011-eb3733d160e7/go.mod h1:JAlM8MvJe8wmxCU4Bli9HhUf9+ttbYbLASfIpnQbh74= gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= diff --git a/pkg/logger/handler.go b/pkg/logger/handler.go index f926fc4888..6928b7ba63 100644 --- a/pkg/logger/handler.go +++ b/pkg/logger/handler.go @@ -91,7 +91,7 @@ func (eh *LoggerHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) { Url: eh.logUrl, Bytes: &body, ContentType: contentType, - ReqType: InferenceRequest, + ReqType: CEInferenceRequest, Id: id, SourceUri: eh.sourceUri, InferenceService: eh.inferenceService, @@ -119,7 +119,7 @@ func (eh *LoggerHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) { Url: eh.logUrl, Bytes: &responseBody, ContentType: contentType, - ReqType: InferenceResponse, + ReqType: CEInferenceResponse, Id: id, SourceUri: eh.sourceUri, InferenceService: eh.inferenceService, diff --git a/pkg/logger/types.go b/pkg/logger/types.go index 892e7abaf2..4291fa111f 100644 --- a/pkg/logger/types.go +++ b/pkg/logger/types.go @@ -20,18 +20,11 @@ import ( "net/url" ) -type LogRequestType string - -const ( - InferenceRequest LogRequestType = "Request" - InferenceResponse LogRequestType = "Response" -) - type LogRequest struct { Url *url.URL Bytes *[]byte ContentType string - ReqType LogRequestType + ReqType string Id string SourceUri *url.URL InferenceService string diff --git a/pkg/logger/worker.go b/pkg/logger/worker.go index 1a19add303..d44d4422aa 100644 --- a/pkg/logger/worker.go +++ b/pkg/logger/worker.go @@ -19,11 +19,10 @@ package logger import ( "context" "fmt" - "github.com/cloudevents/sdk-go" + "github.com/cloudevents/sdk-go/pkg/cloudevents/transport" + cloudevents "github.com/cloudevents/sdk-go/v2" "go.uber.org/zap" - "net/http" - "time" ) const ( @@ -61,10 +60,7 @@ func NewWorker(id int, workerQueue chan chan LogRequest, logger *zap.SugaredLogg Work: make(chan LogRequest), WorkerQueue: workerQueue, QuitChan: make(chan bool), - Client: http.Client{ - Timeout: 60 * time.Second, - }, - CeCtx: cloudevents.ContextWithEncoding(context.Background(), cloudevents.Binary), + CeCtx: cloudevents.WithEncodingBinary(context.Background()), } } @@ -74,15 +70,13 @@ type Worker struct { Work chan LogRequest WorkerQueue chan chan LogRequest QuitChan chan bool - Client http.Client CeCtx context.Context CeTransport transport.Transport } func (w *Worker) sendCloudEvent(logReq LogRequest) error { - t, err := cloudevents.NewHTTPTransport( + t, err := cloudevents.NewHTTP( cloudevents.WithTarget(logReq.Url.String()), - cloudevents.WithEncoding(cloudevents.HTTPBinaryV1), ) if err != nil { @@ -97,11 +91,7 @@ func (w *Worker) sendCloudEvent(logReq LogRequest) error { } event := cloudevents.NewEvent(cloudevents.VersionV1) event.SetID(logReq.Id) - if logReq.ReqType == InferenceRequest { - event.SetType(CEInferenceRequest) - } else { - event.SetType(CEInferenceResponse) - } + event.SetType(logReq.ReqType) event.SetExtension(InferenceServiceAttr, logReq.InferenceService) event.SetExtension(NamespaceAttr, logReq.Namespace) @@ -109,15 +99,12 @@ func (w *Worker) sendCloudEvent(logReq LogRequest) error { event.SetExtension(EndpointAttr, logReq.Endpoint) event.SetSource(logReq.SourceUri.String()) - if logReq.ContentType != "" { - event.SetDataContentType(logReq.ContentType) - } - if err := event.SetData(*logReq.Bytes); err != nil { + if err := event.SetData(logReq.ContentType, *logReq.Bytes); err != nil { return fmt.Errorf("while setting cloudevents data: %s", err) } - if _, _, err := c.Send(w.CeCtx, event); err != nil { - return fmt.Errorf("while sending event: %s", err) + if result := c.Send(w.CeCtx, event); cloudevents.IsUndelivered(result) { + return fmt.Errorf("while sending event: %s", result) } return nil } From 145c4e1c6f9e3fec0ad206041a6cd134e1f60fbd Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Sun, 24 Dec 2023 00:36:45 +0530 Subject: [PATCH 23/33] Restrict storage uri to predictor only in collocation of transformer and predictor (#3280) * Restrict storage uri to predictor only in transformer collocation Signed-off-by: Sivanantham Chinnaiyan * Add unit tests Signed-off-by: Sivanantham Chinnaiyan * Add e2e test Signed-off-by: Sivanantham Chinnaiyan * fmt Signed-off-by: Sivanantham Chinnaiyan * Fix e2e test debug info Signed-off-by: Sivanantham Chinnaiyan * Improve quick install script Signed-off-by: Sivanantham Chinnaiyan * Update docs Signed-off-by: Sivanantham Chinnaiyan * fix indentation on quick install Signed-off-by: Sivanantham Chinnaiyan --------- Signed-off-by: Sivanantham Chinnaiyan Signed-off-by: Dan Sun Co-authored-by: Dan Sun --- .github/workflows/e2e-test.yml | 2 +- .../transformer/collocation/collocation.yaml | 44 +++-- .../transformer/collocation/input.json | 17 +- hack/quick_install.sh | 24 ++- .../v1beta1/inference_service_validation.go | 24 ++- .../inference_service_validation_test.go | 157 ++++++++++++++++++ pkg/apis/serving/v1beta1/predictor_custom.go | 18 +- pkg/constants/constants.go | 6 +- .../pod/storage_initializer_injector.go | 14 -- .../pod/storage_initializer_injector_test.go | 36 +--- test/e2e/batcher/test_batcher.py | 2 +- test/e2e/batcher/test_batcher_custom_port.py | 2 +- test/e2e/batcher/test_raw_batcher.py | 2 +- test/e2e/explainer/test_art_explainer.py | 2 +- test/e2e/explainer/test_tabular_explainer.py | 2 +- test/e2e/transformer/test_collocation.py | 83 ++++++++- test/e2e/transformer/test_raw_transformer.py | 4 +- test/e2e/transformer/test_transformer.py | 2 +- test/scripts/gh-actions/status-check.sh | 2 +- 19 files changed, 350 insertions(+), 93 deletions(-) diff --git a/.github/workflows/e2e-test.yml b/.github/workflows/e2e-test.yml index adba41e7b9..b2e36ef8d9 100644 --- a/.github/workflows/e2e-test.yml +++ b/.github/workflows/e2e-test.yml @@ -498,7 +498,7 @@ jobs: - name: Run E2E tests timeout-minutes: 40 run: | - ./test/scripts/gh-actions/run-e2e-tests.sh "transformer or mms" "2" + ./test/scripts/gh-actions/run-e2e-tests.sh "transformer or mms or collocation" "2" - name: Check system status if: always() diff --git a/docs/samples/v1beta1/transformer/collocation/collocation.yaml b/docs/samples/v1beta1/transformer/collocation/collocation.yaml index 92fb9714e2..f7bd65413e 100644 --- a/docs/samples/v1beta1/transformer/collocation/collocation.yaml +++ b/docs/samples/v1beta1/transformer/collocation/collocation.yaml @@ -5,21 +5,41 @@ metadata: spec: predictor: containers: - - name: kserve-container - image: kserve/custom-model-grpc:latest + - name: kserve-container # Do not change the name; This should be the predictor container + image: "pytorch/torchserve:0.9.0-cpu" args: - - --model_name=custom-model - - --grpc_port=8082 - - --http_port=8080 + - "torchserve" + - "--start" + - "--model-store=/mnt/models/model-store" + - "--ts-config=/mnt/models/config/config.properties" + env: + - name: TS_SERVICE_ENVELOPE + value: kserve + - name: STORAGE_URI # This will trigger storage initializer; Should be only present in predictor container + value: "gs://kfserving-examples/models/torchserve/image_classifier/v1" + resources: + requests: + cpu: 100m + memory: 256Mi + limits: + cpu: 1 + memory: 1Gi - - image: kserve/image-transformer:latest - name: transformer-container # Do not change the container name + - name: transformer-container # Do not change the container name + image: kserve/image-transformer:latest args: - - --model_name=custom-model - - --protocol=grpc-v2 - - --http_port=8000 + - --model_name=mnist + - --protocol=v1 # protocol of the predictor; used for converting the input to specific protocol supported by the predictor + - --http_port=8080 - --grpc_port=8081 - - --predictor_host=localhost:8082 + - --predictor_host=localhost:8085 # predictor listening port ports: - - containerPort: 8000 + - containerPort: 8080 protocol: TCP + resources: + requests: + cpu: 100m + memory: 256Mi + limits: + cpu: 1 + memory: 1Gi diff --git a/docs/samples/v1beta1/transformer/collocation/input.json b/docs/samples/v1beta1/transformer/collocation/input.json index 7559180ffe..6f72c92cf7 100644 --- a/docs/samples/v1beta1/transformer/collocation/input.json +++ b/docs/samples/v1beta1/transformer/collocation/input.json @@ -1,12 +1,9 @@ { - "inputs": [ - { - "name": "input-0", - "shape": [], - "datatype": "BYTES", - "data": [ - 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" - ] - } - ] + "instances":[ + { + "image":{ + "b64": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAAw0lEQVR4nGNgGFggVVj4/y8Q2GOR83n+58/fP0DwcSqmpNN7oOTJw6f+/H2pjUU2JCSEk0EWqN0cl828e/FIxvz9/9cCh1zS5z9/G9mwyzl/+PNnKQ45nyNAr9ThMHQ/UG4tDofuB4bQIhz6fIBenMWJQ+7Vn7+zeLCbKXv6z59NOPQVgsIcW4QA9YFi6wNQLrKwsBebW/68DJ388Nun5XFocrqvIFH59+XhBAxThTfeB0r+vP/QHbuDCgr2JmOXoSsAAKK7bU3vISS4AAAAAElFTkSuQmCC" + } + } + ] } diff --git a/hack/quick_install.sh b/hack/quick_install.sh index 37b3e66c5f..fd2078a22e 100755 --- a/hack/quick_install.sh +++ b/hack/quick_install.sh @@ -21,7 +21,7 @@ while getopts ":hsr" option; do Help exit;; r) # skip knative install - deploymentMode=kubernetes;; + deploymentMode=kubernetes;; s) # install knative deploymentMode=serverless;; \?) # Invalid option @@ -37,9 +37,16 @@ export KSERVE_VERSION=v0.11.1 export CERT_MANAGER_VERSION=v1.3.0 export SCRIPT_DIR="$( dirname -- "${BASH_SOURCE[0]}" )" +cleanup(){ + rm -rf istio-${ISTIO_VERSION} + rm -rf deploy-config-patch.yaml +} +trap cleanup EXIT + get_kube_version(){ kubectl version --short=true 2>/dev/null || kubectl version | awk -F '.' '/Server Version/ {print $2}' } + if [ $(get_kube_version) -lt 24 ]; then echo "😱 install requires at least Kubernetes 1.24"; @@ -124,13 +131,22 @@ kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VER # Install KServe built-in servingruntimes and storagecontainers kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s + if [ ${MAJOR_VERSION} -eq 0 ] && [ ${MINOR_VERSION} -le 11 ]; then kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-runtimes.yaml else kubectl apply -f https://github.com/kserve/kserve/releases/download/${KSERVE_VERSION}/kserve-cluster-resources.yaml fi +# Patch default deployment mode for raw deployment +if [ $deploymentMode = kubernetes ]; then +cat < deploy-config-patch.yaml +data: + deploy: | + { + "defaultDeploymentMode": "RawDeployment" + } +EOF +kubectl patch cm inferenceservice-config -n kserve --type=merge --patch-file=deploy-config-patch.yaml +fi echo "😀 Successfully installed KServe" - -# Clean up -rm -rf istio-${ISTIO_VERSION} diff --git a/pkg/apis/serving/v1beta1/inference_service_validation.go b/pkg/apis/serving/v1beta1/inference_service_validation.go index 73472896d9..c9c033f094 100644 --- a/pkg/apis/serving/v1beta1/inference_service_validation.go +++ b/pkg/apis/serving/v1beta1/inference_service_validation.go @@ -34,7 +34,8 @@ import ( // regular expressions for validation of isvc name const ( - IsvcNameFmt string = "[a-z]([-a-z0-9]*[a-z0-9])?" + IsvcNameFmt string = "[a-z]([-a-z0-9]*[a-z0-9])?" + StorageUriPresentInTransformerError = "storage uri should not be specified in transformer container" ) var ( @@ -65,6 +66,10 @@ func (isvc *InferenceService) ValidateCreate() (admission.Warnings, error) { return allWarnings, err } + if err := validateCollocationStorageURI(isvc.Spec.Predictor); err != nil { + return allWarnings, err + } + for _, component := range []Component{ &isvc.Spec.Predictor, isvc.Spec.Transformer, @@ -234,10 +239,25 @@ func validateScalingKPACompExtension(compExtSpec *ComponentExtensionSpec) error target := *compExtSpec.ScaleTarget if metric == MetricRPS && target < 1 { - return fmt.Errorf("The target for rps should be greater than 1") + return fmt.Errorf("the target for rps should be greater than 1") } } return nil } + +// validates if transformer container has storage uri or not in collocation of predictor and transformer scenario +func validateCollocationStorageURI(predictorSpec PredictorSpec) error { + for _, container := range predictorSpec.Containers { + if container.Name == constants.TransformerContainerName { + for _, env := range container.Env { + if env.Name == constants.CustomSpecStorageUriEnvVarKey { + return fmt.Errorf(StorageUriPresentInTransformerError) + } + } + break + } + } + return nil +} diff --git a/pkg/apis/serving/v1beta1/inference_service_validation_test.go b/pkg/apis/serving/v1beta1/inference_service_validation_test.go index e8002878d2..a73221c2c1 100644 --- a/pkg/apis/serving/v1beta1/inference_service_validation_test.go +++ b/pkg/apis/serving/v1beta1/inference_service_validation_test.go @@ -17,6 +17,7 @@ limitations under the License. package v1beta1 import ( + "github.com/kserve/kserve/pkg/constants" "testing" "google.golang.org/protobuf/proto" @@ -319,3 +320,159 @@ func TestRejectBadNameIncludeDot(t *testing.T) { g.Expect(err).ShouldNot(gomega.Succeed()) g.Expect(warnings).Should(gomega.BeEmpty()) } + +func TestValidateCollocationStorageURI(t *testing.T) { + g := gomega.NewGomegaWithT(t) + scenarios := map[string]struct { + isvc *InferenceService + errMatcher gomega.OmegaMatcher + }{ + "Collocation with transformer has storage uri specified": { + isvc: &InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "foo", + Namespace: "default", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + PodSpec: PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "test/predictor:latest", + Env: []v1.EnvVar{ + { + Name: constants.CustomSpecStorageUriEnvVarKey, + Value: "gs://test/model", + }, + }, + }, + { + Name: constants.TransformerContainerName, + Image: "test/transformer:latest", + Env: []v1.EnvVar{ + { + Name: constants.CustomSpecStorageUriEnvVarKey, + Value: "gs://test/model", + }, + }, + }, + }, + }, + }, + }, + }, + errMatcher: gomega.MatchError(StorageUriPresentInTransformerError), + }, + "Collocation with no storage uri specified": { + isvc: &InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "foo", + Namespace: "default", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + PodSpec: PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "test/predictor:latest", + }, + { + Name: constants.TransformerContainerName, + Image: "test/transformer:latest", + }, + }, + }, + }, + }, + }, + errMatcher: gomega.BeNil(), + }, + "Collocation with predictor has storage uri specified": { + isvc: &InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "foo", + Namespace: "default", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + PodSpec: PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "test/predictor:latest", + Env: []v1.EnvVar{ + { + Name: constants.CustomSpecStorageUriEnvVarKey, + Value: "gs://test/model", + }, + }, + }, + { + Name: constants.TransformerContainerName, + Image: "test/transformer:latest", + }, + }, + }, + }, + }, + }, + errMatcher: gomega.BeNil(), + }, + "Predictor with no collocation": { + isvc: &InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "foo", + Namespace: "default", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + Tensorflow: &TFServingSpec{ + PredictorExtensionSpec: PredictorExtensionSpec{ + StorageURI: proto.String("gs://testbucket/testmodel"), + RuntimeVersion: proto.String("0.14.0"), + }, + }, + }, + }, + }, + errMatcher: gomega.BeNil(), + }, + "Custom predictor with no collocation": { + isvc: &InferenceService{ + ObjectMeta: metav1.ObjectMeta{ + Name: "foo", + Namespace: "default", + }, + Spec: InferenceServiceSpec{ + Predictor: PredictorSpec{ + PodSpec: PodSpec{ + Containers: []v1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "test/predictor:latest", + Env: []v1.EnvVar{ + { + Name: constants.CustomSpecStorageUriEnvVarKey, + Value: "gs://test/model", + }, + }, + }, + }, + }, + }, + }, + }, + errMatcher: gomega.BeNil(), + }, + } + + for name, scenario := range scenarios { + t.Run(name, func(t *testing.T) { + err := validateCollocationStorageURI(scenario.isvc.Spec.Predictor) + g.Expect(err).Should(scenario.errMatcher) + }) + } + +} diff --git a/pkg/apis/serving/v1beta1/predictor_custom.go b/pkg/apis/serving/v1beta1/predictor_custom.go index 2850091d3a..c0dff08620 100644 --- a/pkg/apis/serving/v1beta1/predictor_custom.go +++ b/pkg/apis/serving/v1beta1/predictor_custom.go @@ -71,9 +71,14 @@ func (c *CustomPredictor) Default(config *InferenceServicesConfig) { func (c *CustomPredictor) GetStorageUri() *string { // return the CustomSpecStorageUri env variable value if set on the spec - for _, envVar := range c.Containers[0].Env { - if envVar.Name == constants.CustomSpecStorageUriEnvVarKey { - return &envVar.Value + for _, container := range c.Containers { + if container.Name == constants.InferenceServiceContainerName { + for _, envVar := range container.Env { + if envVar.Name == constants.CustomSpecStorageUriEnvVarKey { + return &envVar.Value + } + } + break } } return nil @@ -86,7 +91,12 @@ func (c *CustomPredictor) GetStorageSpec() *StorageSpec { // GetContainer transforms the resource into a container spec func (c *CustomPredictor) GetContainer(metadata metav1.ObjectMeta, extensions *ComponentExtensionSpec, config *InferenceServicesConfig, predictorHost ...string) *v1.Container { - return &c.Containers[0] + for _, container := range c.Containers { + if container.Name == constants.InferenceServiceContainerName { + return &container + } + } + return nil } func (c *CustomPredictor) GetProtocol() constants.InferenceServiceProtocol { diff --git a/pkg/constants/constants.go b/pkg/constants/constants.go index 486cc08ff8..cd73cf852a 100644 --- a/pkg/constants/constants.go +++ b/pkg/constants/constants.go @@ -289,14 +289,12 @@ const ( ArgumentWorkers = "--workers" ) -// InferenceService container name +// InferenceService container names const ( InferenceServiceContainerName = "kserve-container" StorageInitializerContainerName = "storage-initializer" -) -// Transformer container name in collocation -const ( + // TransformerContainerName transformer container name in collocation TransformerContainerName = "transformer-container" ) diff --git a/pkg/webhook/admission/pod/storage_initializer_injector.go b/pkg/webhook/admission/pod/storage_initializer_injector.go index e44241e8e6..ee6b8213c2 100644 --- a/pkg/webhook/admission/pod/storage_initializer_injector.go +++ b/pkg/webhook/admission/pod/storage_initializer_injector.go @@ -209,14 +209,6 @@ func (mi *StorageInitializerInjector) InjectStorageInitializer(pod *v1.Pod) erro } transformerContainer.VolumeMounts = append(transformerContainer.VolumeMounts, pvcSourceVolumeMount) - - // change the CustomSpecStorageUri env variable value - // to the default model path if present - for index, envVar := range transformerContainer.Env { - if envVar.Name == constants.CustomSpecStorageUriEnvVarKey && envVar.Value != "" { - transformerContainer.Env[index].Value = constants.DefaultModelLocalMountPath - } - } } // change the CustomSpecStorageUri env variable value // to the default model path if present @@ -306,12 +298,6 @@ func (mi *StorageInitializerInjector) InjectStorageInitializer(pod *v1.Pod) erro userContainer.VolumeMounts = append(userContainer.VolumeMounts, sharedVolumeReadMount) if transformerContainer != nil { transformerContainer.VolumeMounts = append(transformerContainer.VolumeMounts, sharedVolumeReadMount) - // Change the CustomSpecStorageUri env variable value to the default model path if present - for index, envVar := range transformerContainer.Env { - if envVar.Name == constants.CustomSpecStorageUriEnvVarKey && envVar.Value != "" { - transformerContainer.Env[index].Value = constants.DefaultModelLocalMountPath - } - } } // Change the CustomSpecStorageUri env variable value to the default model path if present for index, envVar := range userContainer.Env { diff --git a/pkg/webhook/admission/pod/storage_initializer_injector_test.go b/pkg/webhook/admission/pod/storage_initializer_injector_test.go index 097d1047f6..869985bdcb 100644 --- a/pkg/webhook/admission/pod/storage_initializer_injector_test.go +++ b/pkg/webhook/admission/pod/storage_initializer_injector_test.go @@ -2045,13 +2045,8 @@ func TestTransformerCollocation(t *testing.T) { }, }, { - Name: constants.TransformerContainerName, - Env: []v1.EnvVar{ - { - Name: constants.CustomSpecStorageUriEnvVarKey, - Value: "pvc://mypvcname/some/path/on/pvc", - }, - }, + Name: constants.TransformerContainerName, + Image: "test/image:latest", }, }, }, @@ -2084,13 +2079,8 @@ func TestTransformerCollocation(t *testing.T) { }, }, { - Name: constants.TransformerContainerName, - Env: []v1.EnvVar{ - { - Name: constants.CustomSpecStorageUriEnvVarKey, - Value: constants.DefaultModelLocalMountPath, - }, - }, + Name: constants.TransformerContainerName, + Image: "test/image:latest", VolumeMounts: []v1.VolumeMount{ { Name: "kserve-pvc-source", @@ -2167,13 +2157,8 @@ func TestTransformerCollocation(t *testing.T) { }, }, { - Name: constants.TransformerContainerName, - Env: []v1.EnvVar{ - { - Name: constants.CustomSpecStorageUriEnvVarKey, - Value: "pvc://mypvcname/some/path/on/pvc", - }, - }, + Name: constants.TransformerContainerName, + Image: "test/image:latest", }, }, }, @@ -2202,13 +2187,8 @@ func TestTransformerCollocation(t *testing.T) { }, }, { - Name: constants.TransformerContainerName, - Env: []v1.EnvVar{ - { - Name: constants.CustomSpecStorageUriEnvVarKey, - Value: constants.DefaultModelLocalMountPath, - }, - }, + Name: constants.TransformerContainerName, + Image: "test/image:latest", VolumeMounts: []v1.VolumeMount{ { Name: "kserve-pvc-source", diff --git a/test/e2e/batcher/test_batcher.py b/test/e2e/batcher/test_batcher.py index c0bd32b554..ec8f277982 100644 --- a/test/e2e/batcher/test_batcher.py +++ b/test/e2e/batcher/test_batcher.py @@ -66,7 +66,7 @@ def test_batcher(): except RuntimeError as e: print(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", KSERVE_TEST_NAMESPACE, - "services", service_name + "-predictor-default")) + "services", service_name + "-predictor")) pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, label_selector='serving.kserve.io/inferenceservice={}'. format(service_name)) diff --git a/test/e2e/batcher/test_batcher_custom_port.py b/test/e2e/batcher/test_batcher_custom_port.py index ea980e3a72..d58a3dc745 100644 --- a/test/e2e/batcher/test_batcher_custom_port.py +++ b/test/e2e/batcher/test_batcher_custom_port.py @@ -69,7 +69,7 @@ def test_batcher_custom_port(): except RuntimeError as e: print(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", KSERVE_TEST_NAMESPACE, - "services", service_name + "-predictor-default")) + "services", service_name + "-predictor")) pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, label_selector='serving.kserve.io/inferenceservice={}'. format(service_name)) diff --git a/test/e2e/batcher/test_raw_batcher.py b/test/e2e/batcher/test_raw_batcher.py index a588d42809..8138220b09 100644 --- a/test/e2e/batcher/test_raw_batcher.py +++ b/test/e2e/batcher/test_raw_batcher.py @@ -70,7 +70,7 @@ def test_batcher_raw(): except RuntimeError as e: print(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", KSERVE_TEST_NAMESPACE, - "services", service_name + "-predictor-default")) + "services", service_name + "-predictor")) pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, label_selector='serving.kserve.io/inferenceservice={}'. format(service_name)) diff --git a/test/e2e/explainer/test_art_explainer.py b/test/e2e/explainer/test_art_explainer.py index 2e447a2bb9..22cc38cc34 100644 --- a/test/e2e/explainer/test_art_explainer.py +++ b/test/e2e/explainer/test_art_explainer.py @@ -71,7 +71,7 @@ def test_tabular_explainer(): except RuntimeError as e: logging.info(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", KSERVE_TEST_NAMESPACE, "services", - service_name + "-predictor-default")) + service_name + "-predictor")) pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, label_selector='serving.kserve.io/inferenceservice={}'. format(service_name)) diff --git a/test/e2e/explainer/test_tabular_explainer.py b/test/e2e/explainer/test_tabular_explainer.py index cda795a527..c7fee0e722 100644 --- a/test/e2e/explainer/test_tabular_explainer.py +++ b/test/e2e/explainer/test_tabular_explainer.py @@ -71,7 +71,7 @@ def test_tabular_explainer(): except RuntimeError as e: logging.info(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", KSERVE_TEST_NAMESPACE, "services", - service_name + "-predictor-default")) + service_name + "-predictor")) pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, label_selector='serving.kserve.io/inferenceservice={}'.format( service_name)) diff --git a/test/e2e/transformer/test_collocation.py b/test/e2e/transformer/test_collocation.py index df5680513c..a176e06cae 100644 --- a/test/e2e/transformer/test_collocation.py +++ b/test/e2e/transformer/test_collocation.py @@ -1,3 +1,18 @@ +# Copyright 2023 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + import os from kubernetes import client @@ -20,9 +35,9 @@ ) -@pytest.mark.raw -def test_raw_transformer_collocation_multiport(): - service_name = "raw-collocation-multiport" +@pytest.mark.collocation +def test_transformer_collocation(): + service_name = "custom-model-transformer-collocation" model_name = "mnist" predictor = V1beta1PredictorSpec( min_replicas=1, @@ -37,13 +52,71 @@ def test_raw_transformer_collocation_multiport(): ], args=["torchserve", "--start", "--model-store=/mnt/models/model-store", "--ts-config=/mnt/models/config/config.properties"], + resources=V1ResourceRequirements( + requests={"cpu": "10m", "memory": "128Mi"}, + limits={"cpu": "1", "memory": "1Gi"}, + ), + ), + V1Container( + name=TRANSFORMER_CONTAINER, + image='kserve/image-transformer:' + os.environ.get("GITHUB_SHA"), + args=[f"--model_name={model_name}", "--http_port=8080", "--grpc_port=8081", + "--predictor_host=localhost:8085"], ports=[ V1ContainerPort( - name="http", - container_port=8085, + container_port=8080, protocol="TCP" ) ], + resources=V1ResourceRequirements( + requests={'cpu': '10m', 'memory': '128Mi'}, + limits={'cpu': '100m', 'memory': '1Gi'}), + ) + ] + ) + + isvc = V1beta1InferenceService(api_version=constants.KSERVE_V1BETA1, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=service_name, namespace=KSERVE_TEST_NAMESPACE), + spec=V1beta1InferenceServiceSpec(predictor=predictor)) + + kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) + kserve_client.create(isvc) + try: + kserve_client.wait_isvc_ready(service_name, namespace=KSERVE_TEST_NAMESPACE) + except RuntimeError as e: + print(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", + KSERVE_TEST_NAMESPACE, + "services", service_name + "-predictor")) + pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, + label_selector='serving.kserve.io/inferenceservice={}' + .format(service_name)) + for pod in pods.items: + print(pod) + raise e + res = predict(service_name, "./data/transformer.json", model_name=model_name) + assert (res.get("predictions")[0] == 2) + kserve_client.delete(service_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.raw +def test_raw_transformer_collocation(): + service_name = "raw-custom-model-collocation" + model_name = "mnist" + predictor = V1beta1PredictorSpec( + min_replicas=1, + containers=[ + V1Container( + name=INFERENCESERVICE_CONTAINER, + image="pytorch/torchserve:0.9.0-cpu", + env=[ + V1EnvVar(name=STORAGE_URI_ENV, + value="gs://kfserving-examples/models/torchserve/image_classifier/v1"), + V1EnvVar(name="TS_SERVICE_ENVELOPE", value="kserve") + ], + args=["torchserve", "--start", "--model-store=/mnt/models/model-store", + "--ts-config=/mnt/models/config/config.properties"], resources=V1ResourceRequirements( requests={"cpu": "10m", "memory": "128Mi"}, limits={"cpu": "1", "memory": "1Gi"}, diff --git a/test/e2e/transformer/test_raw_transformer.py b/test/e2e/transformer/test_raw_transformer.py index 2e9b55fa7a..e1e8e41477 100644 --- a/test/e2e/transformer/test_raw_transformer.py +++ b/test/e2e/transformer/test_raw_transformer.py @@ -31,7 +31,7 @@ logging.basicConfig(level=logging.INFO) -@pytest.mark.transformer +@pytest.mark.raw def test_transformer(): service_name = 'raw-transformer' predictor = V1beta1PredictorSpec( @@ -73,7 +73,7 @@ def test_transformer(): except RuntimeError as e: print(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", KSERVE_TEST_NAMESPACE, - "services", service_name + "-predictor-default")) + "services", service_name + "-predictor")) raise e res = predict(service_name, "./data/transformer.json", model_name="mnist") diff --git a/test/e2e/transformer/test_transformer.py b/test/e2e/transformer/test_transformer.py index 21d6311a0d..ba5d7feb85 100644 --- a/test/e2e/transformer/test_transformer.py +++ b/test/e2e/transformer/test_transformer.py @@ -70,7 +70,7 @@ def test_transformer(): except RuntimeError as e: print(kserve_client.api_instance.get_namespaced_custom_object("serving.knative.dev", "v1", KSERVE_TEST_NAMESPACE, - "services", service_name + "-predictor-default")) + "services", service_name + "-predictor")) pods = kserve_client.core_api.list_namespaced_pod(KSERVE_TEST_NAMESPACE, label_selector='serving.kserve.io/inferenceservice={}' .format(service_name)) diff --git a/test/scripts/gh-actions/status-check.sh b/test/scripts/gh-actions/status-check.sh index c98d18071c..a45a98796f 100755 --- a/test/scripts/gh-actions/status-check.sh +++ b/test/scripts/gh-actions/status-check.sh @@ -27,7 +27,7 @@ kubectl get events -n kserve-ci-e2e-test echo "::endgroup::" echo "::group::Kserve Controller Logs" -kubectl logs -l control-plane=kserve-controller-manager -n kserve -c manager +kubectl logs -l control-plane=kserve-controller-manager -n kserve -c manager --tail -1 echo "::endgroup::" echo "::group::Predictor Pod logs" From 2e3af6d2c0ccf0c2603ccf7bfcbe4831fed19c37 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Roland=20Hu=C3=9F?= Date: Sun, 24 Dec 2023 15:33:50 +0100 Subject: [PATCH 24/33] Add support for modelcars (#3110) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Add new storageUri schema "oci" that points to a OCI image For that a new injector that adds a so-called "modelcar" container to "kserve-container" as a sidecar has been added. This setups a pod for sharing the process namespace (shareProcessNamespace = true). The following configuration options have been added: * `enableModelcar` to switch on this feature (default: false) * `cpuModelcar` and `memoryModelcar` to set the resources for the modelcar container * `uidModelcar` for the UID to use for the user-container *and* the modelcar contained See https://github.com/kserve/kserve/pull/3110 for more information and architecture of this feature. Signed-off-by: Roland Huß * Fix merge Signed-off-by: Dan Sun * Allow oci prefix Signed-off-by: Dan Sun --------- Signed-off-by: Roland Huß Signed-off-by: Dan Sun Co-authored-by: Dan Sun --- .../kserve-resources/templates/configmap.yaml | 23 +- config/configmap/inferenceservice.yaml | 27 +- .../v1beta1/inferenceservice/utils/utils.go | 2 +- pkg/webhook/admission/pod/mutator.go | 4 + .../pod/storage_initializer_injector.go | 183 ++++++++++++- .../pod/storage_initializer_injector_test.go | 259 ++++++++++++++++++ 6 files changed, 483 insertions(+), 15 deletions(-) diff --git a/charts/kserve-resources/templates/configmap.yaml b/charts/kserve-resources/templates/configmap.yaml index 346d3e2895..e87d532616 100644 --- a/charts/kserve-resources/templates/configmap.yaml +++ b/charts/kserve-resources/templates/configmap.yaml @@ -64,7 +64,10 @@ data: "memoryLimit": "1Gi", "cpuRequest": "100m", "cpuLimit": "1", - "enableDirectPvcVolumeMount": false + "enableDirectPvcVolumeMount": false, + "enableModelcar": false, + "cpuModelcar": "10m", + "memoryModelcar": "15Mi" } storageInitializer: |- { @@ -86,7 +89,23 @@ data: # enableDirectPvcVolumeMount controls whether users can mount pvc volumes directly. # if pvc volume is provided in storageuri then the pvc volume is directly mounted to /mnt/models in the user container. # rather than symlink it to a shared volume. For more info see https://github.com/kserve/kserve/issues/2737 - "enableDirectPvcVolumeMount": false + "enableDirectPvcVolumeMount": false, + + # enableModelcar enabled allows you to directly access an OCI container image by + # using a source URL with an "oci://" schema. + "enableModelcar": false, + + # cpuModelcar is the cpu request and limit that is used for the passive modelcar container. It can be + # set very low, but should be allowed by any Kubernetes LimitRange that might apply. + "cpuModelcar": "10m", + + # cpuModelcar is the memory request and limit that is used for the passive modelcar container. It can be + # set very low, but should be allowed by any Kubernetes LimitRange that might apply. + "memoryModelcar": "15Mi", + + # uidModelcar is the UID under with which the modelcar process and the main container is running. + # Some Kubernetes clusters might require this to be root (0). If not set the user id is left untouched (default) + "uidModelcar": 10 } # ====================================== CREDENTIALS ====================================== diff --git a/config/configmap/inferenceservice.yaml b/config/configmap/inferenceservice.yaml index c3c6b631e1..6b73345012 100644 --- a/config/configmap/inferenceservice.yaml +++ b/config/configmap/inferenceservice.yaml @@ -66,6 +66,10 @@ data: "caBundleConfigMapName": "", "caBundleVolumeMountPath": "/etc/ssl/custom-certs", "enableDirectPvcVolumeMount": false, + "enableOciImageSource": false, + "enableModelcar": false, + "cpuModelcar": "10m", + "memoryModelcar": "15Mi" } storageInitializer: |- { @@ -93,7 +97,23 @@ data: # enableDirectPvcVolumeMount controls whether users can mount pvc volumes directly. # if pvc volume is provided in storageuri then the pvc volume is directly mounted to /mnt/models in the user container. # rather than symlink it to a shared volume. For more info see https://github.com/kserve/kserve/issues/2737 - "enableDirectPvcVolumeMount": false + "enableDirectPvcVolumeMount": false, + + # enableModelcar enabled allows you to directly access an OCI container image by + # using a source URL with an "oci://" schema. + "enableModelcar": false, + + # cpuModelcar is the cpu request and limit that is used for the passive modelcar container. It can be + # set very low, but should be allowed by any Kubernetes LimitRange that might apply. + "cpuModelcar": "10m", + + # cpuModelcar is the memory request and limit that is used for the passive modelcar container. It can be + # set very low, but should be allowed by any Kubernetes LimitRange that might apply. + "memoryModelcar": "15Mi", + + # uidModelcar is the UID under with which the modelcar process and the main container is running. + # Some Kubernetes clusters might require this to be root (0). If not set the user id is left untouched (default) + "uidModelcar": 10 } # ====================================== CREDENTIALS ====================================== @@ -427,7 +447,10 @@ data: "cpuLimit": "1", "caBundleConfigMapName": "", "caBundleVolumeMountPath": "/etc/ssl/custom-certs", - "enableDirectPvcVolumeMount": false + "enableDirectPvcVolumeMount": false, + "enableModelcar": false, + "cpuModelcar": "10m", + "memoryModelcar": "15Mi" } credentials: |- diff --git a/pkg/controller/v1beta1/inferenceservice/utils/utils.go b/pkg/controller/v1beta1/inferenceservice/utils/utils.go index 4763b678f8..f32f483b2d 100644 --- a/pkg/controller/v1beta1/inferenceservice/utils/utils.go +++ b/pkg/controller/v1beta1/inferenceservice/utils/utils.go @@ -44,7 +44,7 @@ import ( // Constants var ( - SupportedStorageURIPrefixList = []string{"gs://", "s3://", "pvc://", "file://", "https://", "http://", "hdfs://", "webhdfs://"} + SupportedStorageURIPrefixList = []string{"gs://", "s3://", "pvc://", "file://", "https://", "http://", "hdfs://", "webhdfs://", "oci://"} ) const ( diff --git a/pkg/webhook/admission/pod/mutator.go b/pkg/webhook/admission/pod/mutator.go index 3c0500c566..4d47ca35a9 100644 --- a/pkg/webhook/admission/pod/mutator.go +++ b/pkg/webhook/admission/pod/mutator.go @@ -124,6 +124,10 @@ func (mutator *Mutator) mutate(pod *v1.Pod, configMap *v1.ConfigMap) error { metricsAggregator.InjectMetricsAggregator, } + if storageInitializer.config.EnableOciImageSource { + mutators = append(mutators, storageInitializer.InjectModelcar) + } + for _, mutator := range mutators { if err := mutator(pod); err != nil { return err diff --git a/pkg/webhook/admission/pod/storage_initializer_injector.go b/pkg/webhook/admission/pod/storage_initializer_injector.go index ee6b8213c2..f154b64e3b 100644 --- a/pkg/webhook/admission/pod/storage_initializer_injector.go +++ b/pkg/webhook/admission/pod/storage_initializer_injector.go @@ -43,20 +43,29 @@ const ( StorageInitializerContainerImage = "kserve/storage-initializer" StorageInitializerContainerImageVersion = "latest" PvcURIPrefix = "pvc://" + OciURIPrefix = "oci://" PvcSourceMountName = "kserve-pvc-source" PvcSourceMountPath = "/mnt/pvc" CaBundleVolumeName = "cabundle-cert" + ModelcarContainerName = "modelcar" + ModelInitModeEnv = "MODEL_INIT_MODE" + CpuModelcarDefault = "10m" + MemoryModelcarDefault = "15Mi" ) type StorageInitializerConfig struct { Image string `json:"image"` CpuRequest string `json:"cpuRequest"` CpuLimit string `json:"cpuLimit"` + CpuModelcar string `json:"cpuModelcar"` MemoryRequest string `json:"memoryRequest"` MemoryLimit string `json:"memoryLimit"` CaBundleConfigMapName string `json:"caBundleConfigMapName"` CaBundleVolumeMountPath string `json:"caBundleVolumeMountPath"` + MemoryModelcar string `json:"memoryModelcar"` EnableDirectPvcVolumeMount bool `json:"enableDirectPvcVolumeMount"` + EnableOciImageSource bool `json:"enableModelcar"` + UidModelcar *int64 `json:"uidModelcar"` } type StorageInitializerInjector struct { @@ -110,6 +119,70 @@ func GetContainerSpecForStorageUri(storageUri string, client client.Client) (*v1 return nil, nil } +// InjectModelcar injects a sidecar with the full model included to the Pod. +// This so called "modelcar" is then directly accessed from the user container +// via the proc filesystem (possible when `shareProcessNamespace` is enabled in the Pod spec) +func (mi *StorageInitializerInjector) InjectModelcar(pod *v1.Pod) error { + srcURI, ok := pod.ObjectMeta.Annotations[constants.StorageInitializerSourceUriInternalAnnotationKey] + if !ok { + return nil + } + + // Only inject modelcar if requested + if !strings.HasPrefix(srcURI, OciURIPrefix) { + return nil + } + + // Add an emptyDir Volume to Pod + pod.Spec.Volumes = append(pod.Spec.Volumes, v1.Volume{ + Name: StorageInitializerVolumeName, + VolumeSource: v1.VolumeSource{ + EmptyDir: &v1.EmptyDirVolumeSource{}, + }, + }) + + // Extract image reference for modelcar from URI + image := strings.TrimPrefix(srcURI, OciURIPrefix) + + userContainer := getContainerWithName(pod, constants.InferenceServiceContainerName) + if userContainer == nil { + return fmt.Errorf("no container found with name %s", constants.InferenceServiceContainerName) + } + + // Indicate to the runtime that it the model directory could be + // available a bit later only so that it should wait and retry when + // starting up + addOrReplaceEnv(userContainer, ModelInitModeEnv, "async") + + // Mount volume initialized by the modelcar container to the user container + userContainer.VolumeMounts = append(userContainer.VolumeMounts, v1.VolumeMount{ + Name: StorageInitializerVolumeName, + MountPath: getParentDirectory(constants.DefaultModelLocalMountPath), + ReadOnly: false, + }) + + // If configured, run as the given user. There might be certain installations + // of Kubernetes where sharing the filesystem via the process namespace only works + // when both containers are running as root + if mi.config.UidModelcar != nil { + userContainer.SecurityContext = &v1.SecurityContext{ + RunAsUser: mi.config.UidModelcar, + } + } + + // Create the modelcar that is used as a sidecar in Pod and add it to the end + // of the containers + modelContainer := mi.createModelContainer(image, constants.DefaultModelLocalMountPath) + pod.Spec.Containers = append(pod.Spec.Containers, *modelContainer) + + // Enable process namespace sharing so that the modelcar's root filesystem + // can be reached by the user container + shareProcessNamespace := true + pod.Spec.ShareProcessNamespace = &shareProcessNamespace + + return nil +} + // InjectStorageInitializer injects an init container to provision model data // for the serving container in a unified way across storage tech by injecting // a provisioning INIT container. This is a work around because KNative does not @@ -126,6 +199,11 @@ func (mi *StorageInitializerInjector) InjectStorageInitializer(pod *v1.Pod) erro return nil } + // Don't inject init-containers if a modelcar is used + if mi.config.EnableOciImageSource && strings.HasPrefix(srcURI, OciURIPrefix) { + return nil + } + // Don't inject if InitContainer already injected for _, container := range pod.Spec.InitContainers { if strings.Compare(container.Name, StorageInitializerContainerName) == 0 { @@ -134,16 +212,8 @@ func (mi *StorageInitializerInjector) InjectStorageInitializer(pod *v1.Pod) erro } // Find the kserve-container (this is the model inference server) and transformer container - var userContainer *v1.Container - var transformerContainer *v1.Container - for idx, container := range pod.Spec.Containers { - if strings.Compare(container.Name, constants.InferenceServiceContainerName) == 0 { - userContainer = &pod.Spec.Containers[idx] - } - if container.Name == constants.TransformerContainerName { - transformerContainer = &pod.Spec.Containers[idx] - } - } + userContainer := getContainerWithName(pod, constants.InferenceServiceContainerName) + transformerContainer := getContainerWithName(pod, constants.TransformerContainerName) if userContainer == nil { return fmt.Errorf("Invalid configuration: cannot find container: %s", constants.InferenceServiceContainerName) @@ -425,6 +495,99 @@ func (mi *StorageInitializerInjector) InjectStorageInitializer(pod *v1.Pod) erro return nil } +func getContainerWithName(pod *v1.Pod, name string) *v1.Container { + for idx, container := range pod.Spec.Containers { + if strings.Compare(container.Name, name) == 0 { + return &pod.Spec.Containers[idx] + } + } + return nil +} + +// Add an environment variable with the given value to the environments +// variables of the given container, potentially replacing an env var that already exists +// with this name +func addOrReplaceEnv(container *v1.Container, envKey string, envValue string) { + if container.Env == nil { + container.Env = []v1.EnvVar{} + } + + for i, envVar := range container.Env { + if envVar.Name == envKey { + container.Env[i].Value = envValue + return + } + } + + container.Env = append(container.Env, v1.EnvVar{ + Name: envKey, + Value: envValue, + }) +} + +func (mi *StorageInitializerInjector) createModelContainer(image string, modelPath string) *v1.Container { + cpu := mi.config.CpuModelcar + if cpu == "" { + cpu = CpuModelcarDefault + } + memory := mi.config.MemoryModelcar + if memory == "" { + memory = MemoryModelcarDefault + } + + modelContainer := &v1.Container{ + Name: ModelcarContainerName, + Image: image, + VolumeMounts: []v1.VolumeMount{ + { + Name: StorageInitializerVolumeName, + MountPath: getParentDirectory(modelPath), + ReadOnly: false, + }, + }, + Args: []string{ + "sh", + "-c", + // $$$$ gets escaped by YAML to $$, which is the current PID + fmt.Sprintf("ln -s /proc/$$$$/root/models %s && sleep infinity", modelPath), + }, + Resources: v1.ResourceRequirements{ + Limits: map[v1.ResourceName]resource.Quantity{ + // Could possibly be reduced to even less + v1.ResourceCPU: resource.MustParse(cpu), + v1.ResourceMemory: resource.MustParse(memory), + }, + Requests: map[v1.ResourceName]resource.Quantity{ + v1.ResourceCPU: resource.MustParse(cpu), + v1.ResourceMemory: resource.MustParse(memory), + }, + }, + TerminationMessagePolicy: v1.TerminationMessageFallbackToLogsOnError, + } + + if mi.config.UidModelcar != nil { + modelContainer.SecurityContext = &v1.SecurityContext{ + RunAsUser: mi.config.UidModelcar, + } + } + + return modelContainer +} + +// GetParentDirectory returns the parent directory of the given path, +// or "/" if the path is a top-level directory. +func getParentDirectory(path string) string { + // Get the parent directory + parentDir := filepath.Dir(path) + + // Check if it's a top-level directory + if parentDir == "." || parentDir == "/" { + return "/" + } + + return parentDir +} + // Use JSON Marshal/Unmarshal to merge Container structs using strategic merge patch. // Use container name from defaultContainer spec, crdContainer takes precedence for other fields. func mergeContainerSpecs(defaultContainer *v1.Container, crdContainer *v1.Container) (*v1.Container, error) { diff --git a/pkg/webhook/admission/pod/storage_initializer_injector_test.go b/pkg/webhook/admission/pod/storage_initializer_injector_test.go index 869985bdcb..5d031a4647 100644 --- a/pkg/webhook/admission/pod/storage_initializer_injector_test.go +++ b/pkg/webhook/admission/pod/storage_initializer_injector_test.go @@ -18,6 +18,8 @@ package pod import ( "context" + "github.com/stretchr/testify/assert" + "knative.dev/pkg/ptr" "strings" "testing" @@ -2593,3 +2595,260 @@ func TestStorageContainerCRDInjection(t *testing.T) { } } } + +func TestAddOrReplaceEnv(t *testing.T) { + tests := []struct { + name string + container *v1.Container + envKey string + envValue string + wantEnvLen int + wantValue string + }{ + { + name: "nil env array", + container: &v1.Container{}, + envKey: "TEST_KEY", + envValue: "test_value", + wantEnvLen: 1, + wantValue: "test_value", + }, + { + name: "env array without key", + container: &v1.Container{ + Env: []v1.EnvVar{ + {Name: "EXISTING_KEY", Value: "existing_value"}, + }, + }, + envKey: "TEST_KEY", + envValue: "test_value", + wantEnvLen: 2, + wantValue: "test_value", + }, + { + name: "env array with existing key", + container: &v1.Container{ + Env: []v1.EnvVar{ + {Name: "TEST_KEY", Value: "old_value"}, + }, + }, + envKey: "TEST_KEY", + envValue: "new_value", + wantEnvLen: 1, + wantValue: "new_value", + }, + } + + for _, tt := range tests { + t.Run(tt.name, func(t *testing.T) { + addOrReplaceEnv(tt.container, tt.envKey, tt.envValue) + + if len(tt.container.Env) != tt.wantEnvLen { + t.Errorf("Expected env length %d, but got %d", tt.wantEnvLen, len(tt.container.Env)) + } + + for _, envVar := range tt.container.Env { + if envVar.Name == tt.envKey && envVar.Value != tt.wantValue { + t.Errorf("Expected value for %s to be %s, but got %s", tt.envKey, tt.wantValue, envVar.Value) + } + } + }) + } +} + +func TestInjectModelcar(t *testing.T) { + // Test when annotation key is not set + { + pod := &v1.Pod{} + mi := &StorageInitializerInjector{} + err := mi.InjectModelcar(pod) + + if err != nil { + t.Errorf("Expected nil error but got %v", err) + } + if len(pod.Spec.Containers) != 0 { + t.Errorf("Expected no containers but got %d", len(pod.Spec.Containers)) + } + } + + // Test when srcURI does not start with OciURIPrefix + { + pod := &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: "s3://bla/blub", + }, + }, + } + mi := &StorageInitializerInjector{} + err := mi.InjectModelcar(pod) + + if err != nil { + t.Errorf("Expected nil error but got %v", err) + } + if len(pod.Spec.Containers) != 0 { + t.Errorf("Expected no containers but got %d", len(pod.Spec.Containers)) + } + } + + // Test when srcURI starts with OciURIPrefix + { + pod := createTestPodForModelcar() + mi := &StorageInitializerInjector{ + config: &StorageInitializerConfig{}, + } + err := mi.InjectModelcar(pod) + + if err != nil { + t.Errorf("Expected nil error but got %v", err) + } + + // Check that an emptyDir volume has been attached + if len(pod.Spec.Volumes) != 1 || pod.Spec.Volumes[0].Name != StorageInitializerVolumeName { + t.Errorf("Expected one volume with name %s, but got %v", StorageInitializerVolumeName, pod.Spec.Volumes) + } + + // Check that a sidecar container has been injected + if len(pod.Spec.Containers) != 2 { + t.Errorf("Expected two containers but got %d", len(pod.Spec.Containers)) + } + + // Check that the user-container has an env var set + found := false + if pod.Spec.Containers[0].Env != nil { + for _, env := range pod.Spec.Containers[0].Env { + if env.Name == ModelInitModeEnv && env.Value == "async" { + found = true + break + } + } + } + if !found { + t.Errorf("Expected env var %s=async but did not find it", ModelInitModeEnv) + } + + // Check volume mounts in both containers + if len(pod.Spec.Containers[0].VolumeMounts) != 1 || len(pod.Spec.Containers[1].VolumeMounts) != 1 { + t.Errorf("Expected one volume mount in each container but got user-container: %d, sidecar-container: %d", + len(pod.Spec.Containers[0].VolumeMounts), len(pod.Spec.Containers[1].VolumeMounts)) + } + + // Check ShareProcessNamespace + if pod.Spec.ShareProcessNamespace == nil || *pod.Spec.ShareProcessNamespace != true { + t.Errorf("Expected ShareProcessNamespace to be true but got %v", pod.Spec.ShareProcessNamespace) + } + } +} + +func createTestPodForModelcar() *v1.Pod { + pod := &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Annotations: map[string]string{ + constants.StorageInitializerSourceUriInternalAnnotationKey: OciURIPrefix + "myrepo/mymodelimage", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + {Name: constants.InferenceServiceContainerName}, + }, + }, + } + return pod +} + +func TestStorageInitializerInjectorWithConfig(t *testing.T) { + + t.Run("Test empty config", func(t *testing.T) { + config := &StorageInitializerConfig{} + injector := &StorageInitializerInjector{config: config} + + pod := createTestPodForModelcar() + err := injector.InjectModelcar(pod) + assert.Nil(t, err) + + // Assertions + modelcarContainer := getContainerWithName(pod, ModelcarContainerName) + assert.NotNil(t, modelcarContainer) + assert.Equal(t, resource.MustParse(CpuModelcarDefault), modelcarContainer.Resources.Limits["cpu"]) + assert.Equal(t, resource.MustParse(MemoryModelcarDefault), modelcarContainer.Resources.Limits["memory"]) + assert.Equal(t, resource.MustParse(CpuModelcarDefault), modelcarContainer.Resources.Requests["cpu"]) + assert.Equal(t, resource.MustParse(MemoryModelcarDefault), modelcarContainer.Resources.Requests["memory"]) + assert.Nil(t, modelcarContainer.SecurityContext) + }) + + t.Run("Test uidModelcar config", func(t *testing.T) { + config := &StorageInitializerConfig{UidModelcar: ptr.Int64(10)} + injector := &StorageInitializerInjector{config: config} + + pod := createTestPodForModelcar() + err := injector.InjectModelcar(pod) + assert.Nil(t, err) + + // Assertions + modelcarContainer := getContainerWithName(pod, ModelcarContainerName) + userContainer := getContainerWithName(pod, constants.InferenceServiceContainerName) + assert.NotNil(t, modelcarContainer) + assert.NotNil(t, userContainer) + assert.Equal(t, int64(10), *modelcarContainer.SecurityContext.RunAsUser) + assert.Equal(t, int64(10), *userContainer.SecurityContext.RunAsUser) + }) + + t.Run("Test CPU and Memory config", func(t *testing.T) { + config := &StorageInitializerConfig{CpuModelcar: "50m", MemoryModelcar: "50Mi"} + injector := &StorageInitializerInjector{config: config} + + pod := createTestPodForModelcar() + err := injector.InjectModelcar(pod) + assert.Nil(t, err) + + // Assertions + modelcarContainer := getContainerWithName(pod, ModelcarContainerName) + assert.NotNil(t, modelcarContainer) + assert.Equal(t, resource.MustParse("50m"), modelcarContainer.Resources.Limits["cpu"]) + assert.Equal(t, resource.MustParse("50Mi"), modelcarContainer.Resources.Requests["memory"]) + assert.Equal(t, resource.MustParse("50m"), modelcarContainer.Resources.Limits["cpu"]) + assert.Equal(t, resource.MustParse("50Mi"), modelcarContainer.Resources.Requests["memory"]) + }) +} + +func TestGetContainerWithName(t *testing.T) { + // Test case: Container exists + { + pod := &v1.Pod{ + Spec: v1.PodSpec{ + Containers: []v1.Container{ + {Name: "container-1"}, + {Name: "container-2"}, + }, + }, + } + + seekName := "container-1" + got := getContainerWithName(pod, seekName) + + if got == nil { + t.Errorf("Expected a container, but got nil") + } else if got.Name != seekName { + t.Errorf("Expected container name %s, but got %s", seekName, got.Name) + } + } + + // Test case: Container does not exist + { + pod := &v1.Pod{ + Spec: v1.PodSpec{ + Containers: []v1.Container{ + {Name: "container-1"}, + {Name: "container-2"}, + }, + }, + } + + seekName := "non-existent-container" + got := getContainerWithName(pod, seekName) + + if got != nil { + t.Errorf("Expected nil, but got a container") + } + } +} From 69862ae48717f39b7dfa1e7a70be989706b899dc Mon Sep 17 00:00:00 2001 From: Sivanantham <90966311+sivanantha321@users.noreply.github.com> Date: Sun, 24 Dec 2023 20:17:14 +0530 Subject: [PATCH 25/33] Add regex support for propagating IG headers (#3178) * Add regex support for propagating IG headers Signed-off-by: Sivanantham Chinnaiyan * Address comments Signed-off-by: Sivanantham Chinnaiyan * Log headers that are propagated Signed-off-by: Sivanantham Chinnaiyan * Add test case for invalid pattern Signed-off-by: Sivanantham Chinnaiyan * resolve comments Signed-off-by: Sivanantham Chinnaiyan --------- Signed-off-by: Sivanantham Chinnaiyan Signed-off-by: Dan Sun Co-authored-by: Dan Sun --- .../kserve-resources/templates/configmap.yaml | 16 +- cmd/router/main.go | 71 ++++++-- cmd/router/main_test.go | 161 +++++++++++++++++- config/configmap/inferenceservice.yaml | 18 +- 4 files changed, 236 insertions(+), 30 deletions(-) diff --git a/charts/kserve-resources/templates/configmap.yaml b/charts/kserve-resources/templates/configmap.yaml index e87d532616..a0e855db83 100644 --- a/charts/kserve-resources/templates/configmap.yaml +++ b/charts/kserve-resources/templates/configmap.yaml @@ -359,7 +359,10 @@ data: "memoryRequest": "100Mi", "memoryLimit": "1Gi", "cpuRequest": "100m", - "cpuLimit": "1" + "cpuLimit": "1", + "headers": { + "propagate": [] + } } # router is the implementation of inference graph. router: |- @@ -378,6 +381,17 @@ data: # cpuLimit is the limits.cpu to set for the router container. "cpuLimit": "1" + + # Propagate the specified headers to all the steps specified in an InferenceGraph. + # You can either specify the exact header names or use [Golang supported regex patterns] + # (https://pkg.go.dev/regexp/syntax@go1.21.3#hdr-Syntax) to propagate multiple headers. + "headers": { + "propagate": [ + "Authorization", + "Test-Header-*", + "*Trace-Id*" + ] + } } # ====================================== DEPLOYMENT CONFIGURATION ====================================== diff --git a/cmd/router/main.go b/cmd/router/main.go index e04fb8f465..9e12488251 100644 --- a/cmd/router/main.go +++ b/cmd/router/main.go @@ -19,16 +19,18 @@ package main import ( "bytes" "encoding/json" + goerrors "errors" "fmt" - "github.com/pkg/errors" "io" "net/http" "os" + "regexp" "strconv" "strings" "time" "github.com/kserve/kserve/pkg/constants" + "github.com/pkg/errors" "github.com/tidwall/gjson" logf "sigs.k8s.io/controller-runtime/pkg/log" @@ -50,24 +52,40 @@ func callService(serviceUrl string, input []byte, headers http.Header) ([]byte, log.Error(err, "An error occurred while preparing request object with serviceUrl.", "serviceUrl", serviceUrl) return nil, 500, err } - for _, h := range headersToPropagate { - if values, ok := headers[h]; ok { - for _, v := range values { - req.Header.Add(h, v) + + // To avoid headers matched more than one time which will lead to duplication of header values + matchedHeaders := map[string]bool{} + var headersToPropagate []string + for _, p := range compiledHeaderPatterns { + for h, values := range headers { + if _, ok := matchedHeaders[h]; !ok && p.MatchString(h) { + matchedHeaders[h] = true + headersToPropagate = append(headersToPropagate, h) + for _, v := range values { + req.Header.Add(h, v) + } } } } - req.Header.Add("Content-Type", "application/json") + log.Info("These headers will be propagated by the router to all the steps", "headers", headersToPropagate) + if val := req.Header.Get("Content-Type"); val == "" { + req.Header.Add("Content-Type", "application/json") + } resp, err := http.DefaultClient.Do(req) if err != nil { log.Error(err, "An error has occurred while calling service", "service", serviceUrl) return nil, 500, err } - defer resp.Body.Close() + defer func(Body io.ReadCloser) { + err := Body.Close() + if err != nil { + log.Error(err, "An error has occurred while closing the response body") + } + }(resp.Body) body, err := io.ReadAll(resp.Body) if err != nil { - log.Error(err, "error while reading the response") + log.Error(err, "Error while reading the response") } return body, resp.StatusCode, err } @@ -281,33 +299,50 @@ func graphHandler(w http.ResponseWriter, req *http.Request) { log.Error(err, "failed to process request") w.Header().Set("Content-Type", "application/json") w.WriteHeader(statusCode) - _, writeErr := w.Write(prepareErrorResponse(err, "Failed to process request")) - if writeErr != nil { - log.Error(writeErr, "failed to write graphHandler response") + if _, err := w.Write(prepareErrorResponse(err, "Failed to process request")); err != nil { + log.Error(err, "failed to write graphHandler response") } } else { if json.Valid(response) { w.Header().Set("Content-Type", "application/json") } w.WriteHeader(statusCode) - _, writeErr := w.Write(response) - if writeErr != nil { - log.Error(writeErr, "failed to write graphHandler response") + if _, err := w.Write(response); err != nil { + log.Error(err, "failed to write graphHandler response") } } } +func compilePatterns(patterns []string) ([]*regexp.Regexp, error) { + var allErrors []error + var compiled []*regexp.Regexp + for _, p := range patterns { + c, err := regexp.Compile(p) + if err != nil { + allErrors = append(allErrors, errors.Wrap(err, fmt.Sprintf("failed to compile pattern %q", p))) + } else { + compiled = append(compiled, c) + } + } + return compiled, goerrors.Join(allErrors...) +} + var ( - jsonGraph = flag.String("graph-json", "", "serialized json graph def") - headersToPropagate []string + jsonGraph = flag.String("graph-json", "", "serialized json graph def") + compiledHeaderPatterns []*regexp.Regexp ) func main() { flag.Parse() logf.SetLogger(zap.New()) if headersToPropagateEnvVar, ok := os.LookupEnv(constants.RouterHeadersPropagateEnvVar); ok { - log.Info("These headers will be propagated by the router to all the steps.", "headersToPropagateEnvVar", headersToPropagateEnvVar) - headersToPropagate = strings.Split(headersToPropagateEnvVar, ",") + var err error + log.Info("The headers that will match these patterns will be propagated by the router to all the steps", + "headersToPropagateEnvVar", headersToPropagateEnvVar) + compiledHeaderPatterns, err = compilePatterns(strings.Split(headersToPropagateEnvVar, ",")) + if err != nil { + log.Error(err, "Failed to compile some header patterns") + } } inferenceGraph = &v1alpha1.InferenceGraphSpec{} err := json.Unmarshal([]byte(*jsonGraph), inferenceGraph) diff --git a/cmd/router/main_test.go b/cmd/router/main_test.go index 2e70bac3a4..6d86c4b84d 100644 --- a/cmd/router/main_test.go +++ b/cmd/router/main_test.go @@ -25,6 +25,7 @@ import ( "knative.dev/pkg/apis" "net/http" "net/http/httptest" + "regexp" logf "sigs.k8s.io/controller-runtime/pkg/log" "sigs.k8s.io/controller-runtime/pkg/log/zap" "testing" @@ -388,8 +389,14 @@ func TestCallServiceWhenNoneHeadersToPropagateIsEmpty(t *testing.T) { // Putting headers as part of response so that we can assert the headers' presence later response := make(map[string]interface{}) response["predictions"] = "1" - for _, h := range headersToPropagate { - response[h] = req.Header[h][0] + matchedHeaders := map[string]bool{} + for _, p := range compiledHeaderPatterns { + for h, values := range req.Header { + if _, ok := matchedHeaders[h]; !ok && p.MatchString(h) { + matchedHeaders[h] = true + response[h] = values[0] + } + } } responseBytes, err := json.Marshal(response) _, err = rw.Write(responseBytes) @@ -412,7 +419,7 @@ func TestCallServiceWhenNoneHeadersToPropagateIsEmpty(t *testing.T) { "Test-Header-Key": {"Test-Header-Value"}, } // Propagating no header - headersToPropagate = []string{} + compiledHeaderPatterns = []*regexp.Regexp{} res, _, err := callService(model1Url.String(), jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) @@ -433,8 +440,14 @@ func TestCallServiceWhen1HeaderToPropagate(t *testing.T) { // Putting headers as part of response so that we can assert the headers' presence later response := make(map[string]interface{}) response["predictions"] = "1" - for _, h := range headersToPropagate { - response[h] = req.Header[h][0] + matchedHeaders := map[string]bool{} + for _, p := range compiledHeaderPatterns { + for h, values := range req.Header { + if _, ok := matchedHeaders[h]; !ok && p.MatchString(h) { + matchedHeaders[h] = true + response[h] = values[0] + } + } } responseBytes, err := json.Marshal(response) _, err = rw.Write(responseBytes) @@ -457,7 +470,10 @@ func TestCallServiceWhen1HeaderToPropagate(t *testing.T) { "Test-Header-Key": {"Test-Header-Value"}, } // Propagating only 1 header "Test-Header-Key" - headersToPropagate = []string{"Test-Header-Key"} + headersToPropagate := []string{"Test-Header-Key"} + compiledHeaderPatterns, err = compilePatterns(headersToPropagate) + assert.Nil(t, err) + res, _, err := callService(model1Url.String(), jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) @@ -479,8 +495,14 @@ func TestCallServiceWhenMultipleHeadersToPropagate(t *testing.T) { // Putting headers as part of response so that we can assert the headers' presence later response := make(map[string]interface{}) response["predictions"] = "1" - for _, h := range headersToPropagate { - response[h] = req.Header[h][0] + matchedHeaders := map[string]bool{} + for _, p := range compiledHeaderPatterns { + for h, values := range req.Header { + if _, ok := matchedHeaders[h]; !ok && p.MatchString(h) { + matchedHeaders[h] = true + response[h] = values[0] + } + } } responseBytes, err := json.Marshal(response) _, err = rw.Write(responseBytes) @@ -503,7 +525,10 @@ func TestCallServiceWhenMultipleHeadersToPropagate(t *testing.T) { "Test-Header-Key": {"Test-Header-Value"}, } // Propagating multiple headers "Test-Header-Key" - headersToPropagate = []string{"Test-Header-Key", "Authorization"} + headersToPropagate := []string{"Test-Header-Key", "Authorization"} + compiledHeaderPatterns, err = compilePatterns(headersToPropagate) + assert.Nil(t, err) + res, _, err := callService(model1Url.String(), jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) @@ -523,3 +548,121 @@ func TestMalformedURL(t *testing.T) { assert.Equal(t, 500, response) } } + +func TestCallServiceWhenMultipleHeadersToPropagateUsingPatterns(t *testing.T) { + // Start a local HTTP server + model1 := httptest.NewServer(http.HandlerFunc(func(rw http.ResponseWriter, req *http.Request) { + _, err := io.ReadAll(req.Body) + if err != nil { + return + } + // Putting headers as part of response so that we can assert the headers' presence later + response := make(map[string]interface{}) + response["predictions"] = "1" + matchedHeaders := map[string]bool{} + for _, p := range compiledHeaderPatterns { + for h, values := range req.Header { + if _, ok := matchedHeaders[h]; !ok && p.MatchString(h) { + matchedHeaders[h] = true + response[h] = values[0] + } + } + } + responseBytes, err := json.Marshal(response) + _, err = rw.Write(responseBytes) + })) + model1Url, err := apis.ParseURL(model1.URL) + if err != nil { + t.Fatalf("Failed to parse model url") + } + defer model1.Close() + + input := map[string]interface{}{ + "instances": []string{ + "test", + "test2", + }, + } + jsonBytes, _ := json.Marshal(input) + headers := http.Header{ + "Authorization": {"Bearer Token"}, + "Test-Header-1": {"Test-Header-1"}, + "Test-Header-2": {"Test-Header-2"}, + "Test-Header-3": {"Test-Header-3"}, + } + // Propagating multiple headers "Test-Header-Key" + headersToPropagate := []string{"Test-Header-*", "Auth*"} + compiledHeaderPatterns, err = compilePatterns(headersToPropagate) + assert.Nil(t, err) + + res, _, err := callService(model1Url.String(), jsonBytes, headers) + var response map[string]interface{} + err = json.Unmarshal(res, &response) + expectedResponse := map[string]interface{}{ + "predictions": "1", + "Test-Header-1": "Test-Header-1", + "Test-Header-2": "Test-Header-2", + "Test-Header-3": "Test-Header-3", + "Authorization": "Bearer Token", + } + fmt.Printf("final response:%v\n", response) + assert.Equal(t, expectedResponse, response) +} + +func TestCallServiceWhenMultipleHeadersToPropagateUsingInvalidPattern(t *testing.T) { + // Start a local HTTP server + model1 := httptest.NewServer(http.HandlerFunc(func(rw http.ResponseWriter, req *http.Request) { + _, err := io.ReadAll(req.Body) + if err != nil { + return + } + // Putting headers as part of response so that we can assert the headers' presence later + response := make(map[string]interface{}) + response["predictions"] = "1" + matchedHeaders := map[string]bool{} + for _, p := range compiledHeaderPatterns { + for h, values := range req.Header { + if _, ok := matchedHeaders[h]; !ok && p.MatchString(h) { + matchedHeaders[h] = true + response[h] = values[0] + } + } + } + responseBytes, err := json.Marshal(response) + _, err = rw.Write(responseBytes) + })) + model1Url, err := apis.ParseURL(model1.URL) + if err != nil { + t.Fatalf("Failed to parse model url") + } + defer model1.Close() + + input := map[string]interface{}{ + "instances": []string{ + "test", + "test2", + }, + } + jsonBytes, _ := json.Marshal(input) + headers := http.Header{ + "Authorization": {"Bearer Token"}, + "Test-Header-1": {"Test-Header-1"}, + "Test-Header-2": {"Test-Header-2"}, + "Test-Header-3": {"Test-Header-3"}, + } + // Using invalid regex pattern + headersToPropagate := []string{"Test-Header-[0-9", "Auth*"} + compiledHeaderPatterns, err = compilePatterns(headersToPropagate) + assert.NotNil(t, err) + + res, _, err := callService(model1Url.String(), jsonBytes, headers) + var response map[string]interface{} + err = json.Unmarshal(res, &response) + // Invalid pattern should be ignored. + expectedResponse := map[string]interface{}{ + "predictions": "1", + "Authorization": "Bearer Token", + } + fmt.Printf("final response:%v\n", response) + assert.Equal(t, expectedResponse, response) +} diff --git a/config/configmap/inferenceservice.yaml b/config/configmap/inferenceservice.yaml index 6b73345012..9183d9c0ff 100644 --- a/config/configmap/inferenceservice.yaml +++ b/config/configmap/inferenceservice.yaml @@ -367,7 +367,10 @@ data: "memoryRequest": "100Mi", "memoryLimit": "1Gi", "cpuRequest": "100m", - "cpuLimit": "1" + "cpuLimit": "1", + "headers": { + "propagate": [] + } } # router is the implementation of inference graph. router: |- @@ -385,7 +388,18 @@ data: "cpuRequest": "100m", # cpuLimit is the limits.cpu to set for the router container. - "cpuLimit": "1" + "cpuLimit": "1", + + # Propagate the specified headers to all the steps specified in an InferenceGraph. + # You can either specify the exact header names or use [Golang supported regex patterns] + # (https://pkg.go.dev/regexp/syntax@go1.21.3#hdr-Syntax) to propagate multiple headers. + "headers": { + "propagate": [ + "Authorization", + "Test-Header-*", + "*Trace-Id*" + ] + } } # ====================================== DEPLOYMENT CONFIGURATION ====================================== From 85eca89d3cc4c14a6a5cba7bed5e9e11513944bd Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Sun, 24 Dec 2023 13:43:34 -0500 Subject: [PATCH 26/33] chore: Prepare v0.12.0-rc0 release (#3325) * chore: Prepare v0.12.0-rc0 release Signed-off-by: Yuan Tang Signed-off-by: Dan Sun * python version should not contain dash Signed-off-by: Yuan Tang Signed-off-by: Dan Sun * modelmeshVersion bump and python packages bump Signed-off-by: Yuan Tang Signed-off-by: Dan Sun * Update helm values Signed-off-by: Dan Sun * Update release Signed-off-by: Dan Sun --------- Signed-off-by: Yuan Tang Signed-off-by: Dan Sun Co-authored-by: Dan Sun --- charts/kserve-crd/Chart.yaml | 2 +- ...ving.kserve.io_clusterservingruntimes.yaml | 15 + ...ng.kserve.io_clusterstoragecontainers.yaml | 15 + .../serving.kserve.io_inferencegraphs.yaml | 3 + .../serving.kserve.io_inferenceservices.yaml | 274 + .../serving.kserve.io_servingruntimes.yaml | 15 + .../serving.kserve.io_trainedmodels.yaml | 2 + charts/kserve-resources/Chart.yaml | 2 +- .../kserve-resources/templates/configmap.yaml | 11 +- charts/kserve-resources/values.yaml | 10 +- config/configmap/inferenceservice.yaml | 1 - hack/generate-install.sh | 1 + hack/quick_install.sh | 2 +- .../v0.12.0-rc0/kserve-cluster-resources.yaml | 362 + install/v0.12.0-rc0/kserve.yaml | 21940 ++++++++++++++++ install/v0.12.0-rc0/kserve_kubeflow.yaml | 21874 +++++++++++++++ python/VERSION | 2 +- python/aiffairness/poetry.lock | 3 +- python/aiffairness/pyproject.toml | 2 +- python/alibiexplainer/poetry.lock | 25 +- python/alibiexplainer/pyproject.toml | 2 +- python/artexplainer/poetry.lock | 3 +- python/artexplainer/pyproject.toml | 2 +- python/custom_model/poetry.lock | 13 +- python/custom_model/pyproject.toml | 2 +- python/custom_transformer/poetry.lock | 13 +- python/custom_transformer/pyproject.toml | 2 +- python/kserve/poetry.lock | 10 + python/kserve/pyproject.toml | 2 +- python/lgbserver/poetry.lock | 3 +- python/lgbserver/pyproject.toml | 2 +- python/paddleserver/poetry.lock | 3 +- python/paddleserver/pyproject.toml | 2 +- python/pmmlserver/poetry.lock | 3 +- python/pmmlserver/pyproject.toml | 2 +- python/sklearnserver/poetry.lock | 3 +- python/sklearnserver/pyproject.toml | 2 +- python/xgbserver/poetry.lock | 2 +- python/xgbserver/pyproject.toml | 2 +- 39 files changed, 44603 insertions(+), 31 deletions(-) create mode 100644 install/v0.12.0-rc0/kserve-cluster-resources.yaml create mode 100644 install/v0.12.0-rc0/kserve.yaml create mode 100644 install/v0.12.0-rc0/kserve_kubeflow.yaml diff --git a/charts/kserve-crd/Chart.yaml b/charts/kserve-crd/Chart.yaml index e5808d24a0..ef7b52aa57 100644 --- a/charts/kserve-crd/Chart.yaml +++ b/charts/kserve-crd/Chart.yaml @@ -1,6 +1,6 @@ apiVersion: v1 name: kserve-crd -version: v0.11.1 +version: v0.12.0-rc0 description: Helm chart for deploying kserve crds keywords: - kserve diff --git a/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml b/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml index ce243119cf..159ad4266d 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml @@ -870,6 +870,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -901,6 +914,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: diff --git a/charts/kserve-crd/templates/serving.kserve.io_clusterstoragecontainers.yaml b/charts/kserve-crd/templates/serving.kserve.io_clusterstoragecontainers.yaml index 4ac5d4cd20..056dcb8471 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_clusterstoragecontainers.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_clusterstoragecontainers.yaml @@ -414,6 +414,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -445,6 +458,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: diff --git a/charts/kserve-crd/templates/serving.kserve.io_inferencegraphs.yaml b/charts/kserve-crd/templates/serving.kserve.io_inferencegraphs.yaml index 49006ff588..8135caab1f 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_inferencegraphs.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_inferencegraphs.yaml @@ -473,6 +473,9 @@ spec: x-kubernetes-int-or-string: true type: object type: object + timeout: + format: int64 + type: integer required: - nodes type: object diff --git a/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml b/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml index 8c1d74602b..f146ab445f 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_inferenceservices.yaml @@ -802,6 +802,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -833,6 +846,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -1422,6 +1437,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -1453,6 +1481,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -2056,6 +2086,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -2087,6 +2130,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: @@ -2714,6 +2759,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -2745,6 +2803,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: @@ -4671,6 +4731,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -4702,6 +4775,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: @@ -5329,6 +5404,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -5360,6 +5448,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: @@ -5931,6 +6021,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -5962,6 +6065,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -6567,6 +6672,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -6598,6 +6716,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtime: type: string runtimeVersion: @@ -7188,6 +7308,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -7219,6 +7352,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -7813,6 +7948,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -7844,6 +7992,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -8425,6 +8575,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -8456,6 +8619,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -9044,6 +9209,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -9075,6 +9253,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -9783,6 +9963,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -9814,6 +10007,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -10397,6 +10592,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -10428,6 +10636,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -11087,6 +11297,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -11118,6 +11341,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -12410,6 +12635,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -12441,6 +12679,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string runtimeVersion: type: string securityContext: @@ -13417,6 +13657,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -13448,6 +13701,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: @@ -14075,6 +14330,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -14106,6 +14374,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: @@ -15267,6 +15537,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: @@ -15283,6 +15555,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: diff --git a/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml b/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml index 41e71bd24a..0f01db81aa 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml @@ -870,6 +870,19 @@ spec: format: int32 type: integer type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic resources: properties: claims: @@ -901,6 +914,8 @@ spec: x-kubernetes-int-or-string: true type: object type: object + restartPolicy: + type: string securityContext: properties: allowPrivilegeEscalation: diff --git a/charts/kserve-crd/templates/serving.kserve.io_trainedmodels.yaml b/charts/kserve-crd/templates/serving.kserve.io_trainedmodels.yaml index 7c60f17b60..932360cbd8 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_trainedmodels.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_trainedmodels.yaml @@ -67,6 +67,8 @@ spec: properties: CACerts: type: string + audience: + type: string name: type: string url: diff --git a/charts/kserve-resources/Chart.yaml b/charts/kserve-resources/Chart.yaml index 2609ca2f66..916a62bb0b 100644 --- a/charts/kserve-resources/Chart.yaml +++ b/charts/kserve-resources/Chart.yaml @@ -1,6 +1,6 @@ apiVersion: v1 name: kserve -version: v0.11.1 +version: v0.12.0-rc0 description: Helm chart for deploying kserve resources keywords: - kserve diff --git a/charts/kserve-resources/templates/configmap.yaml b/charts/kserve-resources/templates/configmap.yaml index a0e855db83..bf56c2a305 100644 --- a/charts/kserve-resources/templates/configmap.yaml +++ b/charts/kserve-resources/templates/configmap.yaml @@ -499,7 +499,8 @@ data: "ingressClassName" : "{{ .Values.kserve.controller.gateway.ingressGateway.className }}", "ingressDomain" : "{{ .Values.kserve.controller.gateway.domain }}", "domainTemplate": "{{ .Values.kserve.controller.gateway.domainTemplate }}", - "urlScheme": "{{ .Values.kserve.controller.gateway.urlScheme }}" + "urlScheme": "{{ .Values.kserve.controller.gateway.urlScheme }}", + "disableIstioVirtualHost": {{ .Values.kserve.controller.gateway.disableIstioVirtualHost }} } logger: |- { @@ -516,7 +517,13 @@ data: "memoryRequest": "100Mi", "memoryLimit": "1Gi", "cpuRequest": "100m", - "cpuLimit": "1" + "cpuLimit": "1", + "enableDirectPvcVolumeMount": false, + "caBundleConfigMapName": "{{ .Values.kserve.storage.caBundleConfigMapName }}", + "caBundleVolumeMountPath": "{{ .Values.kserve.storage.caBundleVolumeMountPath }}", + "enableModelcar": {{ .Values.kserve.storage.enableModelcar }}, + "cpuModelcar": "{{ .Values.kserve.storage.cpuModelcar }}", + "memoryModelcar": "{{ .Values.kserve.storage.memoryModelcar }}" } metricsAggregator: |- { diff --git a/charts/kserve-resources/values.yaml b/charts/kserve-resources/values.yaml index 90a7c6348f..382391ec8a 100644 --- a/charts/kserve-resources/values.yaml +++ b/charts/kserve-resources/values.yaml @@ -1,6 +1,6 @@ kserve: - version: &defaultVersion v0.11.1 - modelmeshVersion: &defaultModelMeshVersion v0.11.0 + version: &defaultVersion v0.12.0-rc0 + modelmeshVersion: &defaultModelMeshVersion v0.11.1 agent: image: kserve/agent tag: *defaultVersion @@ -10,6 +10,11 @@ kserve: storage: image: kserve/storage-initializer tag: *defaultVersion + enableModelcar: false + cpuModelcar: 10m + memoryModelcar: 15Mi + caBundleConfigMapName: "" + caBundleVolumeMountPath: "/etc/ssl/custom-certs" storageSpecSecretName: storage-config storageSecretNameAnnotation: serving.kserve.io/secretName s3: @@ -32,6 +37,7 @@ kserve: domain: example.com domainTemplate: "{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}" urlScheme: http + disableIstioVirtualHost: false localGateway: gateway: knative-serving/knative-local-gateway gatewayService: knative-local-gateway.istio-system.svc.cluster.local diff --git a/config/configmap/inferenceservice.yaml b/config/configmap/inferenceservice.yaml index 9183d9c0ff..c823e86d05 100644 --- a/config/configmap/inferenceservice.yaml +++ b/config/configmap/inferenceservice.yaml @@ -66,7 +66,6 @@ data: "caBundleConfigMapName": "", "caBundleVolumeMountPath": "/etc/ssl/custom-certs", "enableDirectPvcVolumeMount": false, - "enableOciImageSource": false, "enableModelcar": false, "cpuModelcar": "10m", "memoryModelcar": "15Mi" diff --git a/hack/generate-install.sh b/hack/generate-install.sh index 92a954c6e7..a03c050a06 100755 --- a/hack/generate-install.sh +++ b/hack/generate-install.sh @@ -50,6 +50,7 @@ RELEASES=( "v0.11.0-rc1" "v0.11.0" "v0.11.1" + "v0.12.0-rc0" ) TAG=$1 diff --git a/hack/quick_install.sh b/hack/quick_install.sh index fd2078a22e..5c4c0623a7 100755 --- a/hack/quick_install.sh +++ b/hack/quick_install.sh @@ -33,7 +33,7 @@ done export ISTIO_VERSION=1.19.4 export KNATIVE_SERVING_VERSION=knative-v1.10.1 export KNATIVE_ISTIO_VERSION=knative-v1.10.0 -export KSERVE_VERSION=v0.11.1 +export KSERVE_VERSION=v0.12.0-rc0 export CERT_MANAGER_VERSION=v1.3.0 export SCRIPT_DIR="$( dirname -- "${BASH_SOURCE[0]}" )" diff --git a/install/v0.12.0-rc0/kserve-cluster-resources.yaml b/install/v0.12.0-rc0/kserve-cluster-resources.yaml new file mode 100644 index 0000000000..b655e7d1a5 --- /dev/null +++ b/install/v0.12.0-rc0/kserve-cluster-resources.yaml @@ -0,0 +1,362 @@ +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-lgbserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + - --nthread=1 + image: kserve/lgbserver:v0.12.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: lightgbm + priority: 1 + version: "3" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-mlserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - env: + - name: MLSERVER_MODEL_IMPLEMENTATION + value: '{{.Labels.modelClass}}' + - name: MLSERVER_HTTP_PORT + value: "8080" + - name: MLSERVER_GRPC_PORT + value: "9000" + - name: MODELS_DIR + value: /mnt/models + image: docker.io/seldonio/mlserver:1.3.2 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v2 + supportedModelFormats: + - autoSelect: true + name: sklearn + priority: 2 + version: "0" + - autoSelect: true + name: sklearn + priority: 2 + version: "1" + - autoSelect: true + name: xgboost + priority: 2 + version: "1" + - autoSelect: true + name: lightgbm + priority: 2 + version: "3" + - autoSelect: true + name: mlflow + priority: 1 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-paddleserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + image: kserve/paddleserver:v0.12.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: paddle + priority: 1 + version: "2" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-pmmlserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + image: kserve/pmmlserver:v0.12.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: pmml + priority: 1 + version: "3" + - autoSelect: true + name: pmml + priority: 1 + version: "4" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-sklearnserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + image: kserve/sklearnserver:v0.12.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: sklearn + priority: 1 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-tensorflow-serving +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --port=9000 + - --rest_api_port=8080 + - --model_base_path=/mnt/models + - --rest_api_timeout_in_ms=60000 + command: + - /usr/bin/tensorflow_model_server + image: tensorflow/serving:2.6.2 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - grpc-v1 + supportedModelFormats: + - autoSelect: true + name: tensorflow + priority: 2 + version: "1" + - autoSelect: true + name: tensorflow + priority: 2 + version: "2" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-torchserve +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8082" + containers: + - args: + - torchserve + - --start + - --model-store=/mnt/models/model-store + - --ts-config=/mnt/models/config/config.properties + env: + - name: TS_SERVICE_ENVELOPE + value: '{{.Labels.serviceEnvelope}}' + image: pytorch/torchserve-kfs:0.9.0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + - grpc-v2 + supportedModelFormats: + - autoSelect: true + name: pytorch + priority: 2 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-tritonserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8002" + containers: + - args: + - tritonserver + - --model-store=/mnt/models + - --grpc-port=9000 + - --http-port=8080 + - --allow-grpc=true + - --allow-http=true + image: nvcr.io/nvidia/tritonserver:23.05-py3 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v2 + - grpc-v2 + supportedModelFormats: + - autoSelect: true + name: tensorrt + priority: 1 + version: "8" + - autoSelect: true + name: tensorflow + priority: 1 + version: "1" + - autoSelect: true + name: tensorflow + priority: 1 + version: "2" + - autoSelect: true + name: onnx + priority: 1 + version: "1" + - name: pytorch + version: "1" + - autoSelect: true + name: triton + priority: 1 + version: "2" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterServingRuntime +metadata: + name: kserve-xgbserver +spec: + annotations: + prometheus.kserve.io/path: /metrics + prometheus.kserve.io/port: "8080" + containers: + - args: + - --model_name={{.Name}} + - --model_dir=/mnt/models + - --http_port=8080 + - --nthread=1 + image: kserve/xgbserver:v0.12.0-rc0 + name: kserve-container + resources: + limits: + cpu: "1" + memory: 2Gi + requests: + cpu: "1" + memory: 2Gi + protocolVersions: + - v1 + - v2 + supportedModelFormats: + - autoSelect: true + name: xgboost + priority: 1 + version: "1" +--- +apiVersion: serving.kserve.io/v1alpha1 +kind: ClusterStorageContainer +metadata: + name: default +spec: + container: + image: kserve/storage-initializer:v0.12.0-rc0 + name: storage-initializer + resources: + limits: + cpu: "1" + memory: 1Gi + requests: + cpu: 100m + memory: 100Mi + supportedUriFormats: + - prefix: gs:// + - prefix: s3:// + - prefix: hdfs:// + - prefix: webhdfs:// + - regex: https://(.+?).blob.core.windows.net/(.+) + - regex: https://(.+?).file.core.windows.net/(.+) + - regex: https?://(.+)/(.+) diff --git a/install/v0.12.0-rc0/kserve.yaml b/install/v0.12.0-rc0/kserve.yaml new file mode 100644 index 0000000000..0a80faf2f1 --- /dev/null +++ b/install/v0.12.0-rc0/kserve.yaml @@ -0,0 +1,21940 @@ +apiVersion: v1 +kind: Namespace +metadata: + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + istio-injection: disabled + name: kserve +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: clusterservingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterServingRuntime + listKind: ClusterServingRuntimeList + plural: clusterservingruntimes + singular: clusterservingruntime + scope: Cluster + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: clusterstoragecontainers.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterStorageContainer + listKind: ClusterStorageContainerList + plural: clusterstoragecontainers + singular: clusterstoragecontainer + scope: Cluster + versions: + - name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + disabled: + type: boolean + kind: + type: string + metadata: + type: object + spec: + properties: + container: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + supportedUriFormats: + items: + properties: + prefix: + type: string + regex: + type: string + type: object + type: array + required: + - container + - supportedUriFormats + type: object + type: object + served: true + storage: true +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: inferencegraphs.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: InferenceGraph + listKind: InferenceGraphList + plural: inferencegraphs + shortNames: + - ig + singular: inferencegraph + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + nodes: + additionalProperties: + properties: + routerType: + enum: + - Sequence + - Splitter + - Ensemble + - Switch + type: string + steps: + items: + properties: + condition: + type: string + data: + type: string + dependency: + enum: + - Soft + - Hard + type: string + name: + type: string + nodeName: + type: string + serviceName: + type: string + serviceUrl: + type: string + weight: + format: int64 + type: integer + type: object + type: array + required: + - routerType + type: object + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + timeout: + format: int64 + type: integer + required: + - nodes + type: object + status: + properties: + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + controller-gen.kubebuilder.io/version: v0.12.0 + name: inferenceservices.serving.kserve.io +spec: + conversion: + strategy: Webhook + webhook: + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /convert + conversionReviewVersions: + - v1beta1 + group: serving.kserve.io + names: + kind: InferenceService + listKind: InferenceServiceList + plural: inferenceservices + shortNames: + - isvc + singular: inferenceservice + preserveUnknownFields: false + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].percent + name: Prev + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].percent + name: Latest + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].revisionName + name: PrevRolledoutRevision + type: string + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].revisionName + name: LatestReadyRevision + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1beta1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + explainer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + alibi: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + config: + additionalProperties: + type: string + type: object + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + type: + type: string + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + art: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + config: + additionalProperties: + type: string + type: object + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + type: + type: string + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + predictor: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + lightgbm: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + logger: + properties: + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + model: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + modelFormat: + properties: + name: + type: string + version: + type: string + required: + - name + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtime: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + onnx: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + paddle: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + pmml: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + pytorch: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + sklearn: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + subdomain: + type: string + tensorflow: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + triton: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + xgboost: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + type: object + transformer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + required: + - predictor + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + components: + additionalProperties: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + grpcUrl: + type: string + latestCreatedRevision: + type: string + latestReadyRevision: + type: string + latestRolledoutRevision: + type: string + previousRolledoutRevision: + type: string + restUrl: + type: string + traffic: + items: + properties: + configurationName: + type: string + latestRevision: + type: boolean + percent: + format: int64 + type: integer + revisionName: + type: string + tag: + type: string + url: + type: string + type: object + type: array + url: + type: string + type: object + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + modelStatus: + properties: + copies: + properties: + failedCopies: + default: 0 + type: integer + totalCopies: + type: integer + required: + - failedCopies + type: object + lastFailureInfo: + properties: + exitCode: + format: int32 + type: integer + location: + type: string + message: + type: string + modelRevisionName: + type: string + reason: + enum: + - ModelLoadFailed + - RuntimeUnhealthy + - RuntimeDisabled + - NoSupportingRuntime + - RuntimeNotRecognized + - InvalidPredictorSpec + type: string + time: + format: date-time + type: string + type: object + states: + properties: + activeModelState: + default: Pending + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + targetModelState: + default: "" + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + required: + - activeModelState + type: object + transitionStatus: + default: UpToDate + enum: + - "" + - UpToDate + - InProgress + - BlockedByFailedLoad + - InvalidSpec + type: string + required: + - transitionStatus + type: object + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + x-kubernetes-preserve-unknown-fields: true + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: servingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ServingRuntime + listKind: ServingRuntimeList + plural: servingruntimes + singular: servingruntime + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + name: trainedmodels.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: TrainedModel + listKind: TrainedModelList + plural: trainedmodels + shortNames: + - tm + singular: trainedmodel + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + inferenceService: + type: string + model: + properties: + framework: + type: string + memory: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + storageUri: + type: string + required: + - framework + - memory + - storageUri + type: object + required: + - inferenceService + - model + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + labels: + app.kubernetes.io/instance: kserve-controller-manager + app.kubernetes.io/managed-by: kserve-controller-manager + app.kubernetes.io/name: kserve-controller-manager + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: Role +metadata: + name: kserve-leader-election-role + namespace: kserve +rules: +- apiGroups: + - coordination.k8s.io + resources: + - leases + verbs: + - create + - get + - list + - update +- apiGroups: + - "" + resources: + - configmaps + verbs: + - get + - list + - watch + - create + - update + - patch + - delete +- apiGroups: + - "" + resources: + - configmaps/status + verbs: + - get + - update + - patch +- apiGroups: + - "" + resources: + - events + verbs: + - create +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + name: kserve-manager-role +rules: +- apiGroups: + - admissionregistration.k8s.io + resources: + - mutatingwebhookconfigurations + - validatingwebhookconfigurations + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - apps + resources: + - deployments + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - autoscaling + resources: + - horizontalpodautoscalers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - "" + resources: + - configmaps + verbs: + - create + - get + - list + - update + - watch +- apiGroups: + - "" + resources: + - events + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - "" + resources: + - namespaces + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - pods + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - secrets + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - "" + resources: + - serviceaccounts + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - networking.istio.io + resources: + - virtualservices + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - networking.istio.io + resources: + - virtualservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - networking.istio.io + resources: + - virtualservices/status + verbs: + - get + - patch + - update +- apiGroups: + - networking.k8s.io + resources: + - ingresses + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.knative.dev + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.knative.dev + resources: + - services/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.knative.dev + resources: + - services/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes + - clusterservingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - clusterstoragecontainers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - inferencegraphs + - inferencegraphs/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - inferencegraphs/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - inferenceservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - inferenceservices/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - servingruntimes + - servingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - servingruntimes/status + verbs: + - get + - patch + - update +- apiGroups: + - serving.kserve.io + resources: + - trainedmodels + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - serving.kserve.io + resources: + - trainedmodels/status + verbs: + - get + - patch + - update +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + name: kserve-proxy-role +rules: +- apiGroups: + - authentication.k8s.io + resources: + - tokenreviews + verbs: + - create +- apiGroups: + - authorization.k8s.io + resources: + - subjectaccessreviews + verbs: + - create +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: RoleBinding +metadata: + name: kserve-leader-election-rolebinding + namespace: kserve +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: Role + name: kserve-leader-election-role +subjects: +- kind: ServiceAccount + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + name: kserve-manager-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-manager-role +subjects: +- kind: ServiceAccount + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + name: kserve-proxy-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-proxy-role +subjects: +- kind: ServiceAccount + name: kserve-controller-manager + namespace: kserve +--- +apiVersion: v1 +data: + _example: "################################\n# #\n# + \ EXAMPLE CONFIGURATION #\n# #\n################################\n\n# + This block is not actually functional configuration,\n# but serves to illustrate + the available configuration\n# options and document them in a way that is accessible\n# + to users that `kubectl edit` this config map.\n#\n# These sample configuration + options may be copied out of\n# this example block and unindented to be in the + data block\n# to actually change the configuration.\n\n# ====================================== + EXPLAINERS CONFIGURATION ======================================\n# Example\nexplainers: + |-\n {\n \"alibi\": {\n \"image\" : \"kserve/alibi-explainer\",\n + \ \"defaultImageVersion\": \"latest\"\n },\n \"art\": {\n \"image\" + : \"kserve/art-explainer\",\n \"defaultImageVersion\": \"latest\"\n }\n + \ }\n# Alibi and Art Explainer runtime configuration\n explainers: |-\n {\n + \ # Alibi explainer runtime configuration\n \"alibi\": {\n # + image contains the default Alibi explainer serving runtime image uri.\n \"image\" + : \"kserve/alibi-explainer\",\n \n # defautltImageVersion + contains the Alibi explainer serving runtime default image version.\n \"defaultImageVersion\": + \"latest\"\n },\n # Art explainer runtime configuration\n \"art\": + {\n # image contains the default Art explainer serving runtime image + uri.\n \"image\" : \"kserve/art-explainer\",\n \n # defautltImageVersion + contains the Art explainer serving runtime default image version.\n \"defaultImageVersion\": + \"latest\"\n }\n }\n \n # ====================================== STORAGE + INITIALIZER CONFIGURATION ======================================\n # Example\n + storageInitializer: |-\n {\n \"image\" : \"kserve/storage-initializer:v0.12.0-rc0\",\n + \ \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": + \"100m\",\n \"cpuLimit\": \"1\",\n \"caBundleConfigMapName\": \"\",\n + \ \"caBundleVolumeMountPath\": \"/etc/ssl/custom-certs\",\n \"enableDirectPvcVolumeMount\": + false,\n \"enableOciImageSource\": false,\n \"enableModelcar\": false,\n + \ \"cpuModelcar\": \"10m\",\n \"memoryModelcar\": \"15Mi\"\n }\n + storageInitializer: |-\n {\n # image contains the default storage initializer + image uri.\n \"image\" : \"kserve/storage-initializer:v0.12.0-rc0\",\n \n + \ # memoryRequest is the requests.memory to set for the storage initializer + init container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit + is the limits.memory to set for the storage initializer init container.\n \"memoryLimit\": + \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the storage + initializer init container.\n \"cpuRequest\": \"100m\",\n \n # + cpuLimit is the limits.cpu to set for the storage initializer init container.\n + \ \"cpuLimit\": \"1\",\n \n # caBundleConfigMapName is the ConfigMap + will be copied to a user namespace for the storage initializer init container.\n + \ \"caBundleConfigMapName\": \"\",\n\n # caBundleVolumeMountPath is + the mount point for the configmap set by caBundleConfigMapName for the storage + initializer init container.\n \"caBundleVolumeMountPath\": \"/etc/ssl/custom-certs\",\n\n + \ # enableDirectPvcVolumeMount controls whether users can mount pvc volumes + directly.\n # if pvc volume is provided in storageuri then the pvc volume + is directly mounted to /mnt/models in the user container.\n # rather than + symlink it to a shared volume. For more info see https://github.com/kserve/kserve/issues/2737\n + \ \"enableDirectPvcVolumeMount\": false,\n\n # enableModelcar enabled + allows you to directly access an OCI container image by\n # using a source + URL with an \"oci://\" schema.\n \"enableModelcar\": false,\n\n # + cpuModelcar is the cpu request and limit that is used for the passive modelcar + container. It can be\n # set very low, but should be allowed by any Kubernetes + LimitRange that might apply.\n \"cpuModelcar\": \"10m\",\n\n # cpuModelcar + is the memory request and limit that is used for the passive modelcar container. + It can be\n # set very low, but should be allowed by any Kubernetes LimitRange + that might apply.\n \"memoryModelcar\": \"15Mi\",\n\n # uidModelcar + is the UID under with which the modelcar process and the main container is running.\n + \ # Some Kubernetes clusters might require this to be root (0). If not set + the user id is left untouched (default)\n \"uidModelcar\": 10\n }\n \n + # ====================================== CREDENTIALS ======================================\n + # Example\n credentials: |-\n {\n \"storageSpecSecretName\": \"storage-config\",\n + \ \"storageSecretNameAnnotation\": \"serving.kserve.io/storageSecretName\",\n + \ \"gcs\": {\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n + \ },\n \"s3\": {\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n + \ \"s3SecretAccessKeyName\": \"AWS_SECRET_ACCESS_KEY\",\n \"s3Endpoint\": + \"\",\n \"s3UseHttps\": \"\",\n \"s3Region\": \"\",\n \"s3VerifySSL\": + \"\",\n \"s3UseVirtualBucket\": \"\",\n \"s3UseAnonymousCredential\": + \"\",\n \"s3CABundle\": \"\"\n }\n }\n # This is a global configuration + used for downloading models from the cloud storage.\n # You can override this + configuration by specifying the annotations on service account or static secret.\n + # https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n # For + a quick reference about AWS ENV variables:\n # AWS Cli: https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-envvars.html\n + # Boto: https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html#using-environment-variables\n + #\n # The `s3AccessKeyIDName` and `s3SecretAccessKeyName` fields are only used + from this configmap when static credentials (IAM User Access Key Secret)\n # are + used as the authentication method for AWS S3.\n # The rest of the fields are used + in both authentication methods (IAM Role for Service Account & IAM User Access + Key Secret) if a non-empty value is provided.\n credentials: |-\n {\n # + storageSpecSecretName contains the secret name which has the credentials for downloading + the model.\n # This option is used when specifying the storage spec on isvc + yaml.\n \"storageSpecSecretName\": \"storage-config\",\n\n # The annotation + can be specified on isvc yaml to allow overriding with the secret name reference + from the annotation value.\n # When using storageUri the order of the precedence + is: secret name reference annotation > secret name references from service account\n + \ # When using storageSpec the order of the precedence is: secret name reference + annotation > storageSpecSecretName in configmap\n\n # Configuration for google + cloud storage\n \"gcs\": {\n # gcsCredentialFileName specifies the + filename of the gcs credential\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n + \ },\n \n # Configuration for aws s3 storage. This add the corresponding + environmental variables to the storage initializer init container.\n # For + more info on s3 storage see https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n + \ \"s3\": {\n # s3AccessKeyIDName specifies the s3 access key id + name\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n \n # + s3SecretAccessKeyName specifies the s3 secret access key name\n \"s3SecretAccessKeyName\": + \"AWS_SECRET_ACCESS_KEY\",\n \n # s3Endpoint specifies the s3 + endpoint\n \"s3Endpoint\": \"\",\n \n # s3UseHttps + controls whether to use secure https or unsecure http to download models.\n # + Allowed values are 0 and 1.\n \"s3UseHttps\": \"\",\n \n # + s3Region specifies the region of the bucket.\n \"s3Region\": \"\",\n + \ \n # s3VerifySSL controls whether to verify the tls/ssl certificate.\n + \ \"s3VerifySSL\": \"\",\n \n # s3UseVirtualBucket configures + whether it is a virtual bucket or not.\n \"s3UseVirtualBucket\": \"\",\n + \ \n # s3UseAnonymousCredential configures whether to use anonymous + credentials to download the model or not.\n \"s3UseAnonymousCredential\": + \"\",\n \n # s3CABundle specifies the path to a certificate + bundle to use for HTTPS certificate validation.\n \"s3CABundle\": \"\"\n + \ }\n }\n \n # ====================================== INGRESS CONFIGURATION + ======================================\n # Example\n ingress: |-\n {\n \"ingressGateway\" + : \"knative-serving/knative-ingress-gateway\",\n \"ingressService\" : \"istio-ingressgateway.istio-system.svc.cluster.local\",\n + \ \"localGateway\" : \"knative-serving/knative-local-gateway\",\n \"localGatewayService\" + : \"knative-local-gateway.istio-system.svc.cluster.local\",\n \"ingressDomain\" + \ : \"example.com\",\n \"ingressClassName\" : \"istio\",\n \"domainTemplate\": + \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n \"urlScheme\": + \"http\",\n \"disableIstioVirtualHost\": false\n }\n ingress: |-\n {\n + \ # ingressGateway specifies the ingress gateway to serve external traffic.\n + \ # The gateway should be specified in format /\n # NOTE: This configuration only applicable for serverless deployment + with Istio configured as network layer.\n \"ingressGateway\" : \"knative-serving/knative-ingress-gateway\",\n + \n # ingressService specifies the hostname of the ingress service.\n # + NOTE: This configuration only applicable for serverless deployment with Istio + configured as network layer.\n \"ingressService\" : \"istio-ingressgateway.istio-system.svc.cluster.local\",\n + \n # localGateway specifies the gateway which handles the network traffic + within the cluster.\n # NOTE: This configuration only applicable for serverless + deployment with Istio configured as network layer.\n \"localGateway\" : + \"knative-serving/knative-local-gateway\",\n \n # localGatewayService specifies + the hostname of the local gateway service.\n # NOTE: This configuration + only applicable for serverless deployment with Istio configured as network layer.\n + \ \"localGatewayService\" : \"knative-local-gateway.istio-system.svc.cluster.local\",\n + \n # ingressDomain specifies the domain name which is used for creating + the url.\n # If ingressDomain is empty then example.com is used as default + domain.\n # NOTE: This configuration only applicable for raw deployment.\n + \ \"ingressDomain\" : \"example.com\",\n \n # ingressClassName specifies + the ingress controller to use for ingress traffic.\n # This is optional + and if omitted the default ingress in the cluster is used.\n # https://kubernetes.io/docs/concepts/services-networking/ingress/#default-ingress-class\n + \ # NOTE: This configuration only applicable for raw deployment.\n \"ingressClassName\" + : \"istio\",\n \n # domainTemplate specifies the template for generating + domain/url for each inference service by combining variable from:\n # Name + of the inference service ( {{ .Name}} )\n # Namespace of the inference + service ( {{ .Namespace }} )\n # Annotation of the inference service ( {{ + .Annotations.key }} )\n # Label of the inference service ( {{ .Labels.key + }} )\n # IngressDomain ( {{ .IngressDomain }} )\n # If domain template + is empty the default template {{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }} + is used.\n # NOTE: This configuration only applicable for raw deployment.\n + \ \"domainTemplate\": \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n + \n # urlScheme specifies the url scheme to use for inference service and + inference graph.\n # If urlScheme is empty then by default http is used.\n + \ \"urlScheme\": \"http\",\n \n # disableIstioVirtualHost controls + whether to use istio as network layer.\n # By default istio is used as the + network layer. When DisableIstioVirtualHost is true, KServe does not\n # + create the top level virtual service thus Istio is no longer required for serverless + mode.\n # By setting this field to true, user can use other networking layers + supported by knative.\n # For more info https://github.com/kserve/kserve/pull/2380, + https://kserve.github.io/website/master/admin/serverless/kourier_networking/.\n + \ # NOTE: This configuration is only applicable to serverless deployment.\n + \ \"disableIstioVirtualHost\": false\n \n # pathTemplate specifies + the template for generating path based url for each inference service.\n # + The following variables can be used in the template for generating url.\n # + Name of the inference service ( {{ .Name}} )\n # Namespace of the inference + service ( {{ .Namespace }} )\n # For more info https://github.com/kserve/kserve/issues/2257.\n + \ # NOTE: This configuration only applicable to serverless deployment.\n + \ \"pathTemplate\": \"/serving/{{ .Namespace }}/{{ .Name }}\"\n }\n \n + # ====================================== LOGGER CONFIGURATION ======================================\n + # Example\n logger: |-\n {\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \"memoryRequest\": + \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n + \ \"cpuLimit\": \"1\",\n \"defaultUrl\": \"http://default-broker\"\n + \ }\n logger: |-\n {\n # image contains the default logger image uri.\n + \ \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \n # memoryRequest is the + requests.memory to set for the logger container.\n \"memoryRequest\": \"100Mi\",\n + \ \n # memoryLimit is the limits.memory to set for the logger container.\n + \ \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu + to set for the logger container.\n \"cpuRequest\": \"100m\",\n \n + \ # cpuLimit is the limits.cpu to set for the logger container.\n \"cpuLimit\": + \"1\",\n \n # defaultUrl specifies the default logger url. If logger + is not specified in the resource this url is used.\n \"defaultUrl\": \"http://default-broker\"\n + \ }\n \n # ====================================== BATCHER CONFIGURATION ======================================\n + # Example\n batcher: |-\n {\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \"memoryRequest\": + \"1Gi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"1\",\n \"cpuLimit\": + \"1\"\n }\n batcher: |-\n {\n # image contains the default batcher image + uri.\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \n # memoryRequest + is the requests.memory to set for the batcher container.\n \"memoryRequest\": + \"1Gi\",\n \n # memoryLimit is the limits.memory to set for the batcher + container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is + the requests.cpu to set for the batcher container.\n \"cpuRequest\": \"1\",\n + \ \n # cpuLimit is the limits.cpu to set for the batcher container.\n + \ \"cpuLimit\": \"1\"\n }\n \n # ====================================== + AGENT CONFIGURATION ======================================\n # Example\n agent: + |-\n {\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \"memoryRequest\": + \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n + \ \"cpuLimit\": \"1\"\n }\n agent: |-\n {\n # image contains the + default agent image uri.\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \n # + memoryRequest is the requests.memory to set for the agent container.\n \"memoryRequest\": + \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the agent + container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is + the requests.cpu to set for the agent container.\n \"cpuRequest\": \"100m\",\n + \ \n # cpuLimit is the limits.cpu to set for the agent container.\n + \ \"cpuLimit\": \"1\"\n }\n \n # ====================================== + ROUTER CONFIGURATION ======================================\n # Example\n router: + |-\n {\n \"image\" : \"kserve/router:v0.12.0-rc0\",\n \"memoryRequest\": + \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n + \ \"cpuLimit\": \"1\",\n \"headers\": {\n \"propagate\": []\n + \ }\n }\n # router is the implementation of inference graph.\n router: + |-\n {\n # image contains the default router image uri.\n \"image\" + : \"kserve/router:v0.12.0-rc0\",\n \n # memoryRequest is the requests.memory + to set for the router container.\n \"memoryRequest\": \"100Mi\",\n \n + \ # memoryLimit is the limits.memory to set for the router container.\n \"memoryLimit\": + \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the router + container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the + limits.cpu to set for the router container.\n \"cpuLimit\": \"1\",\n \n + \ # Propagate the specified headers to all the steps specified in an InferenceGraph. + \n # You can either specify the exact header names or use [Golang supported + regex patterns]\n # (https://pkg.go.dev/regexp/syntax@go1.21.3#hdr-Syntax) + to propagate multiple headers.\n \"headers\": {\n \"propagate\": + [\n \"Authorization\",\n \"Test-Header-*\",\n \"*Trace-Id*\"\n + \ ]\n }\n }\n \n # ====================================== DEPLOYMENT + CONFIGURATION ======================================\n # Example\n deploy: |-\n + \ {\n \"defaultDeploymentMode\": \"Serverless\"\n }\n deploy: |-\n {\n + \ # defaultDeploymentMode specifies the default deployment mode of the kserve. + The supported values are\n # Serverless, RawDeployment and ModelMesh. Users + can override the deployment mode at service level\n # by adding the annotation + serving.kserve.io/deploymentMode.For more info on deployment mode visit\n # + Serverless https://kserve.github.io/website/master/admin/serverless/serverless/\n + \ # RawDeployment https://kserve.github.io/website/master/admin/kubernetes_deployment/\n + \ # ModelMesh https://kserve.github.io/website/master/admin/modelmesh/\n \"defaultDeploymentMode\": + \"Serverless\"\n }\n \n # ====================================== METRICS CONFIGURATION + ======================================\n # Example\n metricsAggregator: |-\n {\n + \ \"enableMetricAggregation\": \"false\",\n \"enablePrometheusScraping\" + : \"false\"\n }\n # For more info see https://github.com/kserve/kserve/blob/master/qpext/README.md\n + metricsAggregator: |-\n {\n # enableMetricAggregation configures metric + aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation + to every\n # service with the specified boolean value. If true enables metric + aggregation in queue-proxy by setting env vars in the queue proxy container\n + \ # to configure scraping ports.\n \"enableMetricAggregation\": \"false\",\n + \ \n # enablePrometheusScraping configures metric aggregation annotation. + This adds the annotation serving.kserve.io/enable-metric-aggregation to every\n + \ # service with the specified boolean value. If true, prometheus annotations + are added to the pod. If serving.kserve.io/enable-metric-aggregation is false,\n + \ # the prometheus port is set with the default prometheus scraping port 9090, + otherwise the prometheus port annotation is set with the metric aggregation port.\n + \ \"enablePrometheusScraping\" : \"false\"\n }" + agent: |- + { + "image" : "kserve/agent:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + batcher: |- + { + "image" : "kserve/agent:v0.12.0-rc0", + "memoryRequest": "1Gi", + "memoryLimit": "1Gi", + "cpuRequest": "1", + "cpuLimit": "1" + } + credentials: |- + { + "storageSpecSecretName": "storage-config", + "storageSecretNameAnnotation": "serving.kserve.io/storageSecretName", + "gcs": { + "gcsCredentialFileName": "gcloud-application-credentials.json" + }, + "s3": { + "s3AccessKeyIDName": "AWS_ACCESS_KEY_ID", + "s3SecretAccessKeyName": "AWS_SECRET_ACCESS_KEY", + "s3Endpoint": "", + "s3UseHttps": "", + "s3Region": "", + "s3VerifySSL": "", + "s3UseVirtualBucket": "", + "s3UseAnonymousCredential": "", + "s3CABundle": "" + } + } + deploy: |- + { + "defaultDeploymentMode": "Serverless" + } + explainers: |- + { + "alibi": { + "image" : "kserve/alibi-explainer", + "defaultImageVersion": "latest" + }, + "art": { + "image" : "kserve/art-explainer", + "defaultImageVersion": "latest" + } + } + ingress: |- + { + "ingressGateway" : "knative-serving/knative-ingress-gateway", + "ingressService" : "istio-ingressgateway.istio-system.svc.cluster.local", + "localGateway" : "knative-serving/knative-local-gateway", + "localGatewayService" : "knative-local-gateway.istio-system.svc.cluster.local", + "ingressDomain" : "example.com", + "ingressClassName" : "istio", + "domainTemplate": "{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}", + "urlScheme": "http", + "disableIstioVirtualHost": false + } + logger: |- + { + "image" : "kserve/agent:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "defaultUrl": "http://default-broker" + } + metricsAggregator: |- + { + "enableMetricAggregation": "false", + "enablePrometheusScraping" : "false" + } + router: |- + { + "image" : "kserve/router:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + storageInitializer: |- + { + "image" : "kserve/storage-initializer:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "caBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false, + "enableModelcar": false, + "cpuModelcar": "10m", + "memoryModelcar": "15Mi" + } +kind: ConfigMap +metadata: + name: inferenceservice-config + namespace: kserve +--- +apiVersion: v1 +kind: Secret +metadata: + name: kserve-webhook-server-secret + namespace: kserve +--- +apiVersion: v1 +kind: Service +metadata: + annotations: + prometheus.io/port: "8443" + prometheus.io/scheme: https + prometheus.io/scrape: "true" + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-metrics-service + namespace: kserve +spec: + ports: + - name: https + port: 8443 + targetPort: https + selector: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-service + namespace: kserve +spec: + ports: + - port: 8443 + protocol: TCP + targetPort: https + selector: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + name: kserve-webhook-server-service + namespace: kserve +spec: + ports: + - port: 443 + targetPort: webhook-server + selector: + control-plane: kserve-controller-manager +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager + namespace: kserve +spec: + selector: + matchLabels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + template: + metadata: + annotations: + kubectl.kubernetes.io/default-container: manager + labels: + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + spec: + containers: + - args: + - --metrics-addr=127.0.0.1:8080 + - --leader-elect + command: + - /manager + env: + - name: POD_NAMESPACE + valueFrom: + fieldRef: + fieldPath: metadata.namespace + - name: SECRET_NAME + value: kserve-webhook-server-cert + image: kserve/kserve-controller:v0.12.0-rc0 + imagePullPolicy: Always + livenessProbe: + failureThreshold: 5 + httpGet: + path: /healthz + port: 8081 + initialDelaySeconds: 10 + timeoutSeconds: 5 + name: manager + ports: + - containerPort: 9443 + name: webhook-server + protocol: TCP + readinessProbe: + failureThreshold: 10 + httpGet: + path: /readyz + port: 8081 + initialDelaySeconds: 10 + periodSeconds: 5 + timeoutSeconds: 5 + resources: + limits: + cpu: 100m + memory: 300Mi + requests: + cpu: 100m + memory: 200Mi + securityContext: + allowPrivilegeEscalation: false + volumeMounts: + - mountPath: /tmp/k8s-webhook-server/serving-certs + name: cert + readOnly: true + - args: + - --secure-listen-address=0.0.0.0:8443 + - --upstream=http://127.0.0.1:8080/ + - --logtostderr=true + - --v=10 + image: gcr.io/kubebuilder/kube-rbac-proxy:v0.13.1 + name: kube-rbac-proxy + ports: + - containerPort: 8443 + name: https + protocol: TCP + securityContext: + runAsNonRoot: true + serviceAccountName: kserve-controller-manager + terminationGracePeriodSeconds: 10 + volumes: + - name: cert + secret: + defaultMode: 420 + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Certificate +metadata: + name: serving-cert + namespace: kserve +spec: + commonName: kserve-webhook-server-service.kserve.svc + dnsNames: + - kserve-webhook-server-service.kserve.svc + issuerRef: + kind: Issuer + name: selfsigned-issuer + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Issuer +metadata: + name: selfsigned-issuer + namespace: kserve +spec: + selfSigned: {} +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: MutatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: inferenceservice.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /mutate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.defaulter + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None +- admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /mutate-pods + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.pod-mutator + namespaceSelector: + matchExpressions: + - key: control-plane + operator: DoesNotExist + objectSelector: + matchExpressions: + - key: serving.kserve.io/inferenceservice + operator: Exists + rules: + - apiGroups: + - "" + apiVersions: + - v1 + operations: + - CREATE + resources: + - pods + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: clusterservingruntime.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-clusterservingruntime + failurePolicy: Fail + name: clusterservingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - clusterservingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: inferencegraph.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-inferencegraph + failurePolicy: Fail + name: inferencegraph.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - inferencegraphs + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: inferenceservice.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: servingruntime.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-servingruntime + failurePolicy: Fail + name: servingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - servingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kserve/serving-cert + creationTimestamp: null + name: trainedmodel.serving.kserve.io +webhooks: +- admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kserve + path: /validate-serving-kserve-io-v1alpha1-trainedmodel + failurePolicy: Fail + name: trainedmodel.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - trainedmodels + sideEffects: None diff --git a/install/v0.12.0-rc0/kserve_kubeflow.yaml b/install/v0.12.0-rc0/kserve_kubeflow.yaml new file mode 100644 index 0000000000..ee6ba0f29e --- /dev/null +++ b/install/v0.12.0-rc0/kserve_kubeflow.yaml @@ -0,0 +1,21874 @@ +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: clusterservingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterServingRuntime + listKind: ClusterServingRuntimeList + plural: clusterservingruntimes + singular: clusterservingruntime + scope: Cluster + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: clusterstoragecontainers.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ClusterStorageContainer + listKind: ClusterStorageContainerList + plural: clusterstoragecontainers + singular: clusterstoragecontainer + scope: Cluster + versions: + - name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + disabled: + type: boolean + kind: + type: string + metadata: + type: object + spec: + properties: + container: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + supportedUriFormats: + items: + properties: + prefix: + type: string + regex: + type: string + type: object + type: array + required: + - container + - supportedUriFormats + type: object + type: object + served: true + storage: true +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferencegraphs.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: InferenceGraph + listKind: InferenceGraphList + plural: inferencegraphs + shortNames: + - ig + singular: inferencegraph + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + nodes: + additionalProperties: + properties: + routerType: + enum: + - Sequence + - Splitter + - Ensemble + - Switch + type: string + steps: + items: + properties: + condition: + type: string + data: + type: string + dependency: + enum: + - Soft + - Hard + type: string + name: + type: string + nodeName: + type: string + serviceName: + type: string + serviceUrl: + type: string + weight: + format: int64 + type: integer + type: object + type: array + required: + - routerType + type: object + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + timeout: + format: int64 + type: integer + required: + - nodes + type: object + status: + properties: + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservices.serving.kserve.io +spec: + conversion: + strategy: Webhook + webhook: + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /convert + conversionReviewVersions: + - v1beta1 + group: serving.kserve.io + names: + kind: InferenceService + listKind: InferenceServiceList + plural: inferenceservices + shortNames: + - isvc + singular: inferenceservice + preserveUnknownFields: false + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].percent + name: Prev + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].percent + name: Latest + type: integer + - jsonPath: .status.components.predictor.traffic[?(@.tag=='prev')].revisionName + name: PrevRolledoutRevision + type: string + - jsonPath: .status.components.predictor.traffic[?(@.latestRevision==true)].revisionName + name: LatestReadyRevision + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1beta1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + explainer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + alibi: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + config: + additionalProperties: + type: string + type: object + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + type: + type: string + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + art: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + config: + additionalProperties: + type: string + type: object + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + type: + type: string + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + predictor: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + lightgbm: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + logger: + properties: + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + model: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + modelFormat: + properties: + name: + type: string + version: + type: string + required: + - name + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtime: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + onnx: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + paddle: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + pmml: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + pytorch: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + sklearn: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + subdomain: + type: string + tensorflow: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + triton: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + xgboost: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + protocolVersion: + type: string + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + runtimeVersion: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + storage: + properties: + key: + type: string + parameters: + additionalProperties: + type: string + type: object + path: + type: string + schemaPath: + type: string + type: object + storageUri: + type: string + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + type: object + type: object + transformer: + properties: + activeDeadlineSeconds: + format: int64 + type: integer + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + automountServiceAccountToken: + type: boolean + batcher: + properties: + maxBatchSize: + type: integer + maxLatency: + type: integer + timeout: + type: integer + type: object + canaryTrafficPercent: + format: int64 + type: integer + containerConcurrency: + format: int64 + type: integer + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + dnsConfig: + properties: + nameservers: + items: + type: string + type: array + options: + items: + properties: + name: + type: string + value: + type: string + type: object + type: array + searches: + items: + type: string + type: array + type: object + dnsPolicy: + type: string + enableServiceLinks: + type: boolean + hostAliases: + items: + properties: + hostnames: + items: + type: string + type: array + ip: + type: string + type: object + type: array + hostIPC: + type: boolean + hostNetwork: + type: boolean + hostPID: + type: boolean + hostUsers: + type: boolean + hostname: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + initContainers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + labels: + additionalProperties: + type: string + type: object + logger: + properties: + mode: + enum: + - all + - request + - response + type: string + url: + type: string + type: object + maxReplicas: + type: integer + minReplicas: + type: integer + nodeName: + type: string + nodeSelector: + additionalProperties: + type: string + type: object + x-kubernetes-map-type: atomic + os: + properties: + name: + type: string + type: object + overhead: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + preemptionPolicy: + type: string + priority: + format: int32 + type: integer + priorityClassName: + type: string + readinessGates: + items: + properties: + conditionType: + type: string + required: + - conditionType + type: object + type: array + resourceClaims: + items: + properties: + name: + type: string + source: + properties: + resourceClaimName: + type: string + resourceClaimTemplateName: + type: string + type: object + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + restartPolicy: + type: string + runtimeClassName: + type: string + scaleMetric: + enum: + - cpu + - memory + - concurrency + - rps + type: string + scaleTarget: + type: integer + schedulerName: + type: string + schedulingGates: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + securityContext: + properties: + fsGroup: + format: int64 + type: integer + fsGroupChangePolicy: + type: string + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + supplementalGroups: + items: + format: int64 + type: integer + type: array + sysctls: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + serviceAccount: + type: string + serviceAccountName: + type: string + setHostnameAsFQDN: + type: boolean + shareProcessNamespace: + type: boolean + subdomain: + type: string + terminationGracePeriodSeconds: + format: int64 + type: integer + timeout: + format: int64 + type: integer + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + topologySpreadConstraints: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + matchLabelKeys: + items: + type: string + type: array + x-kubernetes-list-type: atomic + maxSkew: + format: int32 + type: integer + minDomains: + format: int32 + type: integer + nodeAffinityPolicy: + type: string + nodeTaintsPolicy: + type: string + topologyKey: + type: string + whenUnsatisfiable: + type: string + required: + - maxSkew + - topologyKey + - whenUnsatisfiable + type: object + type: array + x-kubernetes-list-map-keys: + - topologyKey + - whenUnsatisfiable + x-kubernetes-list-type: map + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + type: object + required: + - predictor + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + components: + additionalProperties: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + grpcUrl: + type: string + latestCreatedRevision: + type: string + latestReadyRevision: + type: string + latestRolledoutRevision: + type: string + previousRolledoutRevision: + type: string + restUrl: + type: string + traffic: + items: + properties: + configurationName: + type: string + latestRevision: + type: boolean + percent: + format: int64 + type: integer + revisionName: + type: string + tag: + type: string + url: + type: string + type: object + type: array + url: + type: string + type: object + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + modelStatus: + properties: + copies: + properties: + failedCopies: + default: 0 + type: integer + totalCopies: + type: integer + required: + - failedCopies + type: object + lastFailureInfo: + properties: + exitCode: + format: int32 + type: integer + location: + type: string + message: + type: string + modelRevisionName: + type: string + reason: + enum: + - ModelLoadFailed + - RuntimeUnhealthy + - RuntimeDisabled + - NoSupportingRuntime + - RuntimeNotRecognized + - InvalidPredictorSpec + type: string + time: + format: date-time + type: string + type: object + states: + properties: + activeModelState: + default: Pending + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + targetModelState: + default: "" + enum: + - "" + - Pending + - Standby + - Loading + - Loaded + - FailedToLoad + type: string + required: + - activeModelState + type: object + transitionStatus: + default: UpToDate + enum: + - "" + - UpToDate + - InProgress + - BlockedByFailedLoad + - InvalidSpec + type: string + required: + - transitionStatus + type: object + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + x-kubernetes-preserve-unknown-fields: true + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: servingruntimes.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: ServingRuntime + listKind: ServingRuntimeList + plural: servingruntimes + singular: servingruntime + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .spec.disabled + name: Disabled + type: boolean + - jsonPath: .spec.supportedModelFormats[*].name + name: ModelType + type: string + - jsonPath: .spec.containers[*].name + name: Containers + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + affinity: + properties: + nodeAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + preference: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + weight: + format: int32 + type: integer + required: + - preference + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + properties: + nodeSelectorTerms: + items: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchFields: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + type: object + x-kubernetes-map-type: atomic + type: array + required: + - nodeSelectorTerms + type: object + x-kubernetes-map-type: atomic + type: object + podAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + podAntiAffinity: + properties: + preferredDuringSchedulingIgnoredDuringExecution: + items: + properties: + podAffinityTerm: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + weight: + format: int32 + type: integer + required: + - podAffinityTerm + - weight + type: object + type: array + requiredDuringSchedulingIgnoredDuringExecution: + items: + properties: + labelSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaceSelector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + namespaces: + items: + type: string + type: array + topologyKey: + type: string + required: + - topologyKey + type: object + type: array + type: object + type: object + annotations: + additionalProperties: + type: string + type: object + builtInAdapter: + properties: + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + memBufferBytes: + type: integer + modelLoadingTimeoutMillis: + type: integer + runtimeManagementPort: + type: integer + serverType: + type: string + type: object + containers: + items: + properties: + args: + items: + type: string + type: array + command: + items: + type: string + type: array + env: + items: + properties: + name: + type: string + value: + type: string + valueFrom: + properties: + configMapKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + secretKeyRef: + properties: + key: + type: string + name: + type: string + optional: + type: boolean + required: + - key + type: object + x-kubernetes-map-type: atomic + type: object + required: + - name + type: object + type: array + envFrom: + items: + properties: + configMapRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + prefix: + type: string + secretRef: + properties: + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + type: object + type: array + image: + type: string + imagePullPolicy: + type: string + lifecycle: + properties: + postStart: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + preStop: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + type: object + type: object + livenessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + name: + type: string + ports: + items: + properties: + containerPort: + format: int32 + type: integer + hostIP: + type: string + hostPort: + format: int32 + type: integer + name: + type: string + protocol: + default: TCP + type: string + required: + - containerPort + type: object + type: array + x-kubernetes-list-map-keys: + - containerPort + - protocol + x-kubernetes-list-type: map + readinessProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + resizePolicy: + items: + properties: + resourceName: + type: string + restartPolicy: + type: string + required: + - resourceName + - restartPolicy + type: object + type: array + x-kubernetes-list-type: atomic + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + restartPolicy: + type: string + securityContext: + properties: + allowPrivilegeEscalation: + type: boolean + capabilities: + properties: + add: + items: + type: string + type: array + drop: + items: + type: string + type: array + type: object + privileged: + type: boolean + procMount: + type: string + readOnlyRootFilesystem: + type: boolean + runAsGroup: + format: int64 + type: integer + runAsNonRoot: + type: boolean + runAsUser: + format: int64 + type: integer + seLinuxOptions: + properties: + level: + type: string + role: + type: string + type: + type: string + user: + type: string + type: object + seccompProfile: + properties: + localhostProfile: + type: string + type: + type: string + required: + - type + type: object + windowsOptions: + properties: + gmsaCredentialSpec: + type: string + gmsaCredentialSpecName: + type: string + hostProcess: + type: boolean + runAsUserName: + type: string + type: object + type: object + startupProbe: + properties: + exec: + properties: + command: + items: + type: string + type: array + type: object + failureThreshold: + format: int32 + type: integer + grpc: + properties: + port: + format: int32 + type: integer + service: + type: string + required: + - port + type: object + httpGet: + properties: + host: + type: string + httpHeaders: + items: + properties: + name: + type: string + value: + type: string + required: + - name + - value + type: object + type: array + path: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + scheme: + type: string + required: + - port + type: object + initialDelaySeconds: + format: int32 + type: integer + periodSeconds: + format: int32 + type: integer + successThreshold: + format: int32 + type: integer + tcpSocket: + properties: + host: + type: string + port: + anyOf: + - type: integer + - type: string + x-kubernetes-int-or-string: true + required: + - port + type: object + terminationGracePeriodSeconds: + format: int64 + type: integer + timeoutSeconds: + format: int32 + type: integer + type: object + stdin: + type: boolean + stdinOnce: + type: boolean + terminationMessagePath: + type: string + terminationMessagePolicy: + type: string + tty: + type: boolean + volumeDevices: + items: + properties: + devicePath: + type: string + name: + type: string + required: + - devicePath + - name + type: object + type: array + volumeMounts: + items: + properties: + mountPath: + type: string + mountPropagation: + type: string + name: + type: string + readOnly: + type: boolean + subPath: + type: string + subPathExpr: + type: string + required: + - mountPath + - name + type: object + type: array + workingDir: + type: string + required: + - name + type: object + type: array + disabled: + type: boolean + grpcDataEndpoint: + type: string + grpcEndpoint: + type: string + httpDataEndpoint: + type: string + imagePullSecrets: + items: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + type: array + labels: + additionalProperties: + type: string + type: object + multiModel: + type: boolean + nodeSelector: + additionalProperties: + type: string + type: object + protocolVersions: + items: + type: string + type: array + replicas: + type: integer + storageHelper: + properties: + disabled: + type: boolean + type: object + supportedModelFormats: + items: + properties: + autoSelect: + type: boolean + name: + type: string + priority: + format: int32 + minimum: 1 + type: integer + version: + type: string + required: + - name + type: object + type: array + tolerations: + items: + properties: + effect: + type: string + key: + type: string + operator: + type: string + tolerationSeconds: + format: int64 + type: integer + value: + type: string + type: object + type: array + volumes: + items: + properties: + awsElasticBlockStore: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + azureDisk: + properties: + cachingMode: + type: string + diskName: + type: string + diskURI: + type: string + fsType: + type: string + kind: + type: string + readOnly: + type: boolean + required: + - diskName + - diskURI + type: object + azureFile: + properties: + readOnly: + type: boolean + secretName: + type: string + shareName: + type: string + required: + - secretName + - shareName + type: object + cephfs: + properties: + monitors: + items: + type: string + type: array + path: + type: string + readOnly: + type: boolean + secretFile: + type: string + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - monitors + type: object + cinder: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeID: + type: string + required: + - volumeID + type: object + configMap: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + csi: + properties: + driver: + type: string + fsType: + type: string + nodePublishSecretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + readOnly: + type: boolean + volumeAttributes: + additionalProperties: + type: string + type: object + required: + - driver + type: object + downwardAPI: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + emptyDir: + properties: + medium: + type: string + sizeLimit: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + ephemeral: + properties: + volumeClaimTemplate: + properties: + metadata: + type: object + spec: + properties: + accessModes: + items: + type: string + type: array + dataSource: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + required: + - kind + - name + type: object + x-kubernetes-map-type: atomic + dataSourceRef: + properties: + apiGroup: + type: string + kind: + type: string + name: + type: string + namespace: + type: string + required: + - kind + - name + type: object + resources: + properties: + claims: + items: + properties: + name: + type: string + required: + - name + type: object + type: array + x-kubernetes-list-map-keys: + - name + x-kubernetes-list-type: map + limits: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + requests: + additionalProperties: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + type: object + type: object + selector: + properties: + matchExpressions: + items: + properties: + key: + type: string + operator: + type: string + values: + items: + type: string + type: array + required: + - key + - operator + type: object + type: array + matchLabels: + additionalProperties: + type: string + type: object + type: object + x-kubernetes-map-type: atomic + storageClassName: + type: string + volumeMode: + type: string + volumeName: + type: string + type: object + required: + - spec + type: object + type: object + fc: + properties: + fsType: + type: string + lun: + format: int32 + type: integer + readOnly: + type: boolean + targetWWNs: + items: + type: string + type: array + wwids: + items: + type: string + type: array + type: object + flexVolume: + properties: + driver: + type: string + fsType: + type: string + options: + additionalProperties: + type: string + type: object + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + required: + - driver + type: object + flocker: + properties: + datasetName: + type: string + datasetUUID: + type: string + type: object + gcePersistentDisk: + properties: + fsType: + type: string + partition: + format: int32 + type: integer + pdName: + type: string + readOnly: + type: boolean + required: + - pdName + type: object + gitRepo: + properties: + directory: + type: string + repository: + type: string + revision: + type: string + required: + - repository + type: object + glusterfs: + properties: + endpoints: + type: string + path: + type: string + readOnly: + type: boolean + required: + - endpoints + - path + type: object + hostPath: + properties: + path: + type: string + type: + type: string + required: + - path + type: object + iscsi: + properties: + chapAuthDiscovery: + type: boolean + chapAuthSession: + type: boolean + fsType: + type: string + initiatorName: + type: string + iqn: + type: string + iscsiInterface: + type: string + lun: + format: int32 + type: integer + portals: + items: + type: string + type: array + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + targetPortal: + type: string + required: + - iqn + - lun + - targetPortal + type: object + name: + type: string + nfs: + properties: + path: + type: string + readOnly: + type: boolean + server: + type: string + required: + - path + - server + type: object + persistentVolumeClaim: + properties: + claimName: + type: string + readOnly: + type: boolean + required: + - claimName + type: object + photonPersistentDisk: + properties: + fsType: + type: string + pdID: + type: string + required: + - pdID + type: object + portworxVolume: + properties: + fsType: + type: string + readOnly: + type: boolean + volumeID: + type: string + required: + - volumeID + type: object + projected: + properties: + defaultMode: + format: int32 + type: integer + sources: + items: + properties: + configMap: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + downwardAPI: + properties: + items: + items: + properties: + fieldRef: + properties: + apiVersion: + type: string + fieldPath: + type: string + required: + - fieldPath + type: object + x-kubernetes-map-type: atomic + mode: + format: int32 + type: integer + path: + type: string + resourceFieldRef: + properties: + containerName: + type: string + divisor: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + resource: + type: string + required: + - resource + type: object + x-kubernetes-map-type: atomic + required: + - path + type: object + type: array + type: object + secret: + properties: + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + name: + type: string + optional: + type: boolean + type: object + x-kubernetes-map-type: atomic + serviceAccountToken: + properties: + audience: + type: string + expirationSeconds: + format: int64 + type: integer + path: + type: string + required: + - path + type: object + type: object + type: array + type: object + quobyte: + properties: + group: + type: string + readOnly: + type: boolean + registry: + type: string + tenant: + type: string + user: + type: string + volume: + type: string + required: + - registry + - volume + type: object + rbd: + properties: + fsType: + type: string + image: + type: string + keyring: + type: string + monitors: + items: + type: string + type: array + pool: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + user: + type: string + required: + - image + - monitors + type: object + scaleIO: + properties: + fsType: + type: string + gateway: + type: string + protectionDomain: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + sslEnabled: + type: boolean + storageMode: + type: string + storagePool: + type: string + system: + type: string + volumeName: + type: string + required: + - gateway + - secretRef + - system + type: object + secret: + properties: + defaultMode: + format: int32 + type: integer + items: + items: + properties: + key: + type: string + mode: + format: int32 + type: integer + path: + type: string + required: + - key + - path + type: object + type: array + optional: + type: boolean + secretName: + type: string + type: object + storageos: + properties: + fsType: + type: string + readOnly: + type: boolean + secretRef: + properties: + name: + type: string + type: object + x-kubernetes-map-type: atomic + volumeName: + type: string + volumeNamespace: + type: string + type: object + vsphereVolume: + properties: + fsType: + type: string + storagePolicyID: + type: string + storagePolicyName: + type: string + volumePath: + type: string + required: + - volumePath + type: object + required: + - name + type: object + type: array + required: + - containers + type: object + status: + type: object + type: object + served: true + storage: true + subresources: {} +--- +apiVersion: apiextensions.k8s.io/v1 +kind: CustomResourceDefinition +metadata: + annotations: + controller-gen.kubebuilder.io/version: v0.12.0 + labels: + app: kserve + app.kubernetes.io/name: kserve + name: trainedmodels.serving.kserve.io +spec: + group: serving.kserve.io + names: + kind: TrainedModel + listKind: TrainedModelList + plural: trainedmodels + shortNames: + - tm + singular: trainedmodel + scope: Namespaced + versions: + - additionalPrinterColumns: + - jsonPath: .status.url + name: URL + type: string + - jsonPath: .status.conditions[?(@.type=='Ready')].status + name: Ready + type: string + - jsonPath: .metadata.creationTimestamp + name: Age + type: date + name: v1alpha1 + schema: + openAPIV3Schema: + properties: + apiVersion: + type: string + kind: + type: string + metadata: + type: object + spec: + properties: + inferenceService: + type: string + model: + properties: + framework: + type: string + memory: + anyOf: + - type: integer + - type: string + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true + storageUri: + type: string + required: + - framework + - memory + - storageUri + type: object + required: + - inferenceService + - model + type: object + status: + properties: + address: + properties: + CACerts: + type: string + audience: + type: string + name: + type: string + url: + type: string + type: object + annotations: + additionalProperties: + type: string + type: object + conditions: + items: + properties: + lastTransitionTime: + type: string + message: + type: string + reason: + type: string + severity: + type: string + status: + type: string + type: + type: string + required: + - status + - type + type: object + type: array + observedGeneration: + format: int64 + type: integer + url: + type: string + type: object + type: object + served: true + storage: true + subresources: + status: {} +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + labels: + app: kserve + app.kubernetes.io/instance: kserve-controller-manager + app.kubernetes.io/managed-by: kserve-controller-manager + app.kubernetes.io/name: kserve + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: Role +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-leader-election-role + namespace: kubeflow +rules: + - apiGroups: + - coordination.k8s.io + resources: + - leases + verbs: + - create + - get + - list + - update + - apiGroups: + - "" + resources: + - configmaps + verbs: + - get + - list + - watch + - create + - update + - patch + - delete + - apiGroups: + - "" + resources: + - configmaps/status + verbs: + - get + - update + - patch + - apiGroups: + - "" + resources: + - events + verbs: + - create +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-manager-role +rules: + - apiGroups: + - admissionregistration.k8s.io + resources: + - mutatingwebhookconfigurations + - validatingwebhookconfigurations + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - apps + resources: + - deployments + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - autoscaling + resources: + - horizontalpodautoscalers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - "" + resources: + - configmaps + verbs: + - create + - get + - list + - update + - watch + - apiGroups: + - "" + resources: + - events + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - "" + resources: + - namespaces + verbs: + - get + - list + - watch + - apiGroups: + - "" + resources: + - pods + verbs: + - get + - list + - watch + - apiGroups: + - "" + resources: + - secrets + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - "" + resources: + - serviceaccounts + verbs: + - get + - list + - watch + - apiGroups: + - "" + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - networking.istio.io + resources: + - virtualservices + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - networking.istio.io + resources: + - virtualservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - networking.istio.io + resources: + - virtualservices/status + verbs: + - get + - patch + - update + - apiGroups: + - networking.k8s.io + resources: + - ingresses + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.knative.dev + resources: + - services + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.knative.dev + resources: + - services/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.knative.dev + resources: + - services/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes + - clusterservingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - clusterservingruntimes/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - clusterstoragecontainers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - inferencegraphs + - inferencegraphs/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - inferencegraphs/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - inferenceservices/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - servingruntimes + - servingruntimes/finalizers + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - servingruntimes/status + verbs: + - get + - patch + - update + - apiGroups: + - serving.kserve.io + resources: + - trainedmodels + verbs: + - create + - delete + - get + - list + - patch + - update + - watch + - apiGroups: + - serving.kserve.io + resources: + - trainedmodels/status + verbs: + - get + - patch + - update +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-proxy-role +rules: + - apiGroups: + - authentication.k8s.io + resources: + - tokenreviews + verbs: + - create + - apiGroups: + - authorization.k8s.io + resources: + - subjectaccessreviews + verbs: + - create +--- +aggregationRule: + clusterRoleSelectors: + - matchLabels: + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-kserve-admin: "true" +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-admin: "true" + name: kubeflow-kserve-admin +rules: [] +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-edit: "true" + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-kserve-admin: "true" + name: kubeflow-kserve-edit +rules: + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - servingruntimes + verbs: + - get + - list + - watch + - create + - delete + - deletecollection + - patch + - update + - apiGroups: + - serving.knative.dev + resources: + - services + - services/status + - routes + - routes/status + - configurations + - configurations/status + - revisions + - revisions/status + verbs: + - get + - list + - watch + - create + - delete + - deletecollection + - patch + - update +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + rbac.authorization.kubeflow.org/aggregate-to-kubeflow-view: "true" + name: kubeflow-kserve-view +rules: + - apiGroups: + - serving.kserve.io + resources: + - inferenceservices + - servingruntimes + verbs: + - get + - list + - watch + - apiGroups: + - serving.knative.dev + resources: + - services + - services/status + - routes + - routes/status + - configurations + - configurations/status + - revisions + - revisions/status + verbs: + - get + - list +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: RoleBinding +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-leader-election-rolebinding + namespace: kubeflow +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: Role + name: kserve-leader-election-role +subjects: + - kind: ServiceAccount + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-manager-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-manager-role +subjects: + - kind: ServiceAccount + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-proxy-rolebinding +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: kserve-proxy-role +subjects: + - kind: ServiceAccount + name: kserve-controller-manager + namespace: kubeflow +--- +apiVersion: v1 +data: + _example: "################################\n# #\n# EXAMPLE CONFIGURATION #\n# #\n################################\n\n# This block is not actually functional configuration,\n# but serves to illustrate the available configuration\n# options and document them in a way that is accessible\n# to users that `kubectl edit` this config map.\n#\n# These sample configuration options may be copied out of\n# this example block and unindented to be in the data block\n# to actually change the configuration.\n\n# ====================================== EXPLAINERS CONFIGURATION ======================================\n# Example\nexplainers: |-\n {\n \"alibi\": {\n \"image\" : \"kserve/alibi-explainer\",\n \"defaultImageVersion\": \"latest\"\n },\n \"art\": {\n \"image\" : \"kserve/art-explainer\",\n \"defaultImageVersion\": \"latest\"\n }\n }\n# Alibi and Art Explainer runtime configuration\n explainers: |-\n {\n # Alibi explainer runtime configuration\n \"alibi\": {\n # image contains the default Alibi explainer serving runtime image uri.\n \"image\" : \"kserve/alibi-explainer\",\n \n # defautltImageVersion contains the Alibi explainer serving runtime default image version.\n \"defaultImageVersion\": \"latest\"\n },\n # Art explainer runtime configuration\n \"art\": {\n # image contains the default Art explainer serving runtime image uri.\n \"image\" : \"kserve/art-explainer\",\n \n # defautltImageVersion contains the Art explainer serving runtime default image version.\n \"defaultImageVersion\": \"latest\"\n }\n }\n \n # ====================================== STORAGE INITIALIZER CONFIGURATION ======================================\n # Example\n storageInitializer: |-\n {\n \"image\" : \"kserve/storage-initializer:v0.12.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\",\n \"caBundleConfigMapName\": \"\",\n \"caBundleVolumeMountPath\": \"/etc/ssl/custom-certs\",\n \"enableDirectPvcVolumeMount\": false,\n \"enableOciImageSource\": false,\n \"enableModelcar\": false,\n \"cpuModelcar\": \"10m\",\n \"memoryModelcar\": \"15Mi\"\n }\n storageInitializer: |-\n {\n # image contains the default storage initializer image uri.\n \"image\" : \"kserve/storage-initializer:v0.12.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the storage initializer init container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the storage initializer init container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the storage initializer init container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the storage initializer init container.\n \"cpuLimit\": \"1\",\n \n # caBundleConfigMapName is the ConfigMap will be copied to a user namespace for the storage initializer init container.\n \"caBundleConfigMapName\": \"\",\n\n # caBundleVolumeMountPath is the mount point for the configmap set by caBundleConfigMapName for the storage initializer init container.\n \"caBundleVolumeMountPath\": \"/etc/ssl/custom-certs\",\n\n # enableDirectPvcVolumeMount controls whether users can mount pvc volumes directly.\n # if pvc volume is provided in storageuri then the pvc volume is directly mounted to /mnt/models in the user container.\n # rather than symlink it to a shared volume. For more info see https://github.com/kserve/kserve/issues/2737\n \"enableDirectPvcVolumeMount\": false,\n\n # enableModelcar enabled allows you to directly access an OCI container image by\n # using a source URL with an \"oci://\" schema.\n \"enableModelcar\": false,\n\n # cpuModelcar is the cpu request and limit that is used for the passive modelcar container. It can be\n # set very low, but should be allowed by any Kubernetes LimitRange that might apply.\n \"cpuModelcar\": \"10m\",\n\n # cpuModelcar is the memory request and limit that is used for the passive modelcar container. It can be\n # set very low, but should be allowed by any Kubernetes LimitRange that might apply.\n \"memoryModelcar\": \"15Mi\",\n\n # uidModelcar is the UID under with which the modelcar process and the main container is running.\n # Some Kubernetes clusters might require this to be root (0). If not set the user id is left untouched (default)\n \"uidModelcar\": 10\n }\n \n # ====================================== CREDENTIALS ======================================\n # Example\n credentials: |-\n {\n \"storageSpecSecretName\": \"storage-config\",\n \"storageSecretNameAnnotation\": \"serving.kserve.io/storageSecretName\",\n \"gcs\": {\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n },\n \"s3\": {\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n \"s3SecretAccessKeyName\": \"AWS_SECRET_ACCESS_KEY\",\n \"s3Endpoint\": \"\",\n \"s3UseHttps\": \"\",\n \"s3Region\": \"\",\n \"s3VerifySSL\": \"\",\n \"s3UseVirtualBucket\": \"\",\n \"s3UseAnonymousCredential\": \"\",\n \"s3CABundle\": \"\"\n }\n }\n # This is a global configuration used for downloading models from the cloud storage.\n # You can override this configuration by specifying the annotations on service account or static secret.\n # https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n # For a quick reference about AWS ENV variables:\n # AWS Cli: https://docs.aws.amazon.com/cli/latest/userguide/cli-configure-envvars.html\n # Boto: https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html#using-environment-variables\n #\n # The `s3AccessKeyIDName` and `s3SecretAccessKeyName` fields are only used from this configmap when static credentials (IAM User Access Key Secret)\n # are used as the authentication method for AWS S3.\n # The rest of the fields are used in both authentication methods (IAM Role for Service Account & IAM User Access Key Secret) if a non-empty value is provided.\n credentials: |-\n {\n # storageSpecSecretName contains the secret name which has the credentials for downloading the model.\n # This option is used when specifying the storage spec on isvc yaml.\n \"storageSpecSecretName\": \"storage-config\",\n\n # The annotation can be specified on isvc yaml to allow overriding with the secret name reference from the annotation value.\n # When using storageUri the order of the precedence is: secret name reference annotation > secret name references from service account\n # When using storageSpec the order of the precedence is: secret name reference annotation > storageSpecSecretName in configmap\n\n # Configuration for google cloud storage\n \"gcs\": {\n # gcsCredentialFileName specifies the filename of the gcs credential\n \"gcsCredentialFileName\": \"gcloud-application-credentials.json\"\n },\n \n # Configuration for aws s3 storage. This add the corresponding environmental variables to the storage initializer init container.\n # For more info on s3 storage see https://kserve.github.io/website/master/modelserving/storage/s3/s3/\n \"s3\": {\n # s3AccessKeyIDName specifies the s3 access key id name\n \"s3AccessKeyIDName\": \"AWS_ACCESS_KEY_ID\",\n \n # s3SecretAccessKeyName specifies the s3 secret access key name\n \"s3SecretAccessKeyName\": \"AWS_SECRET_ACCESS_KEY\",\n \n # s3Endpoint specifies the s3 endpoint\n \"s3Endpoint\": \"\",\n \n # s3UseHttps controls whether to use secure https or unsecure http to download models.\n # Allowed values are 0 and 1.\n \"s3UseHttps\": \"\",\n \n # s3Region specifies the region of the bucket.\n \"s3Region\": \"\",\n \n # s3VerifySSL controls whether to verify the tls/ssl certificate.\n \"s3VerifySSL\": \"\",\n \n # s3UseVirtualBucket configures whether it is a virtual bucket or not.\n \"s3UseVirtualBucket\": \"\",\n \n # s3UseAnonymousCredential configures whether to use anonymous credentials to download the model or not.\n \"s3UseAnonymousCredential\": \"\",\n \n # s3CABundle specifies the path to a certificate bundle to use for HTTPS certificate validation.\n \"s3CABundle\": \"\"\n }\n }\n \n # ====================================== INGRESS CONFIGURATION ======================================\n # Example\n ingress: |-\n {\n \"ingressGateway\" : \"knative-serving/knative-ingress-gateway\",\n \"ingressService\" : \"istio-ingressgateway.istio-system.svc.cluster.local\",\n \"localGateway\" : \"knative-serving/knative-local-gateway\",\n \"localGatewayService\" : \"knative-local-gateway.istio-system.svc.cluster.local\",\n \"ingressDomain\" : \"example.com\",\n \"ingressClassName\" : \"istio\",\n \"domainTemplate\": \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n \"urlScheme\": \"http\",\n \"disableIstioVirtualHost\": false\n }\n ingress: |-\n {\n # ingressGateway specifies the ingress gateway to serve external traffic.\n # The gateway should be specified in format /\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"ingressGateway\" : \"knative-serving/knative-ingress-gateway\",\n \n # ingressService specifies the hostname of the ingress service.\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"ingressService\" : \"istio-ingressgateway.istio-system.svc.cluster.local\",\n \n # localGateway specifies the gateway which handles the network traffic within the cluster.\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"localGateway\" : \"knative-serving/knative-local-gateway\",\n \n # localGatewayService specifies the hostname of the local gateway service.\n # NOTE: This configuration only applicable for serverless deployment with Istio configured as network layer.\n \"localGatewayService\" : \"knative-local-gateway.istio-system.svc.cluster.local\",\n \n # ingressDomain specifies the domain name which is used for creating the url.\n # If ingressDomain is empty then example.com is used as default domain.\n # NOTE: This configuration only applicable for raw deployment.\n \"ingressDomain\" : \"example.com\",\n \n # ingressClassName specifies the ingress controller to use for ingress traffic.\n # This is optional and if omitted the default ingress in the cluster is used.\n # https://kubernetes.io/docs/concepts/services-networking/ingress/#default-ingress-class\n # NOTE: This configuration only applicable for raw deployment.\n \"ingressClassName\" : \"istio\",\n \n # domainTemplate specifies the template for generating domain/url for each inference service by combining variable from:\n # Name of the inference service ( {{ .Name}} )\n # Namespace of the inference service ( {{ .Namespace }} )\n # Annotation of the inference service ( {{ .Annotations.key }} )\n # Label of the inference service ( {{ .Labels.key }} )\n # IngressDomain ( {{ .IngressDomain }} )\n # If domain template is empty the default template {{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }} is used.\n # NOTE: This configuration only applicable for raw deployment.\n \"domainTemplate\": \"{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}\",\n \n # urlScheme specifies the url scheme to use for inference service and inference graph.\n # If urlScheme is empty then by default http is used.\n \"urlScheme\": \"http\",\n \n # disableIstioVirtualHost controls whether to use istio as network layer.\n # By default istio is used as the network layer. When DisableIstioVirtualHost is true, KServe does not\n # create the top level virtual service thus Istio is no longer required for serverless mode.\n # By setting this field to true, user can use other networking layers supported by knative.\n # For more info https://github.com/kserve/kserve/pull/2380, https://kserve.github.io/website/master/admin/serverless/kourier_networking/.\n # NOTE: This configuration is only applicable to serverless deployment.\n \"disableIstioVirtualHost\": false\n \n # pathTemplate specifies the template for generating path based url for each inference service.\n # The following variables can be used in the template for generating url.\n # Name of the inference service ( {{ .Name}} )\n # Namespace of the inference service ( {{ .Namespace }} )\n # For more info https://github.com/kserve/kserve/issues/2257.\n # NOTE: This configuration only applicable to serverless deployment.\n \"pathTemplate\": \"/serving/{{ .Namespace }}/{{ .Name }}\"\n }\n \n # ====================================== LOGGER CONFIGURATION ======================================\n # Example\n logger: |-\n {\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\",\n \"defaultUrl\": \"http://default-broker\"\n }\n logger: |-\n {\n # image contains the default logger image uri.\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the logger container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the logger container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the logger container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the logger container.\n \"cpuLimit\": \"1\",\n \n # defaultUrl specifies the default logger url. If logger is not specified in the resource this url is used.\n \"defaultUrl\": \"http://default-broker\"\n }\n \n # ====================================== BATCHER CONFIGURATION ======================================\n # Example\n batcher: |-\n {\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \"memoryRequest\": \"1Gi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"1\",\n \"cpuLimit\": \"1\"\n }\n batcher: |-\n {\n # image contains the default batcher image uri.\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the batcher container.\n \"memoryRequest\": \"1Gi\",\n \n # memoryLimit is the limits.memory to set for the batcher container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the batcher container.\n \"cpuRequest\": \"1\",\n \n # cpuLimit is the limits.cpu to set for the batcher container.\n \"cpuLimit\": \"1\"\n }\n \n # ====================================== AGENT CONFIGURATION ======================================\n # Example\n agent: |-\n {\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\"\n }\n agent: |-\n {\n # image contains the default agent image uri.\n \"image\" : \"kserve/agent:v0.12.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the agent container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the agent container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the agent container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the agent container.\n \"cpuLimit\": \"1\"\n }\n \n # ====================================== ROUTER CONFIGURATION ======================================\n # Example\n router: |-\n {\n \"image\" : \"kserve/router:v0.12.0-rc0\",\n \"memoryRequest\": \"100Mi\",\n \"memoryLimit\": \"1Gi\",\n \"cpuRequest\": \"100m\",\n \"cpuLimit\": \"1\",\n \"headers\": {\n \"propagate\": []\n }\n }\n # router is the implementation of inference graph.\n router: |-\n {\n # image contains the default router image uri.\n \"image\" : \"kserve/router:v0.12.0-rc0\",\n \n # memoryRequest is the requests.memory to set for the router container.\n \"memoryRequest\": \"100Mi\",\n \n # memoryLimit is the limits.memory to set for the router container.\n \"memoryLimit\": \"1Gi\",\n \n # cpuRequest is the requests.cpu to set for the router container.\n \"cpuRequest\": \"100m\",\n \n # cpuLimit is the limits.cpu to set for the router container.\n \"cpuLimit\": \"1\",\n \n # Propagate the specified headers to all the steps specified in an InferenceGraph. \n # You can either specify the exact header names or use [Golang supported regex patterns]\n # (https://pkg.go.dev/regexp/syntax@go1.21.3#hdr-Syntax) to propagate multiple headers.\n \"headers\": {\n \"propagate\": [\n \"Authorization\",\n \"Test-Header-*\",\n \"*Trace-Id*\"\n ]\n }\n }\n \n # ====================================== DEPLOYMENT CONFIGURATION ======================================\n # Example\n deploy: |-\n {\n \"defaultDeploymentMode\": \"Serverless\"\n }\n deploy: |-\n {\n # defaultDeploymentMode specifies the default deployment mode of the kserve. The supported values are\n # Serverless, RawDeployment and ModelMesh. Users can override the deployment mode at service level\n # by adding the annotation serving.kserve.io/deploymentMode.For more info on deployment mode visit\n # Serverless https://kserve.github.io/website/master/admin/serverless/serverless/\n # RawDeployment https://kserve.github.io/website/master/admin/kubernetes_deployment/\n # ModelMesh https://kserve.github.io/website/master/admin/modelmesh/\n \"defaultDeploymentMode\": \"Serverless\"\n }\n \n # ====================================== METRICS CONFIGURATION ======================================\n # Example\n metricsAggregator: |-\n {\n \"enableMetricAggregation\": \"false\",\n \"enablePrometheusScraping\" : \"false\"\n }\n # For more info see https://github.com/kserve/kserve/blob/master/qpext/README.md\n metricsAggregator: |-\n {\n # enableMetricAggregation configures metric aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation to every\n # service with the specified boolean value. If true enables metric aggregation in queue-proxy by setting env vars in the queue proxy container\n # to configure scraping ports.\n \"enableMetricAggregation\": \"false\",\n \n # enablePrometheusScraping configures metric aggregation annotation. This adds the annotation serving.kserve.io/enable-metric-aggregation to every\n # service with the specified boolean value. If true, prometheus annotations are added to the pod. If serving.kserve.io/enable-metric-aggregation is false,\n # the prometheus port is set with the default prometheus scraping port 9090, otherwise the prometheus port annotation is set with the metric aggregation port.\n \"enablePrometheusScraping\" : \"false\"\n }" + agent: |- + { + "image" : "kserve/agent:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + batcher: |- + { + "image" : "kserve/agent:v0.12.0-rc0", + "memoryRequest": "1Gi", + "memoryLimit": "1Gi", + "cpuRequest": "1", + "cpuLimit": "1" + } + credentials: |- + { + "storageSpecSecretName": "storage-config", + "storageSecretNameAnnotation": "serving.kserve.io/storageSecretName", + "gcs": { + "gcsCredentialFileName": "gcloud-application-credentials.json" + }, + "s3": { + "s3AccessKeyIDName": "AWS_ACCESS_KEY_ID", + "s3SecretAccessKeyName": "AWS_SECRET_ACCESS_KEY", + "s3Endpoint": "", + "s3UseHttps": "", + "s3Region": "", + "s3VerifySSL": "", + "s3UseVirtualBucket": "", + "s3UseAnonymousCredential": "", + "s3CABundle": "" + } + } + deploy: |- + { + "defaultDeploymentMode": "Serverless" + } + explainers: |- + { + "alibi": { + "image" : "kserve/alibi-explainer", + "defaultImageVersion": "latest" + }, + "art": { + "image" : "kserve/art-explainer", + "defaultImageVersion": "latest" + } + } + ingress: |- + { + "ingressGateway": "kubeflow/kubeflow-gateway", + "ingressService": "istio-ingressgateway.istio-system.svc.cluster.local", + "localGateway": "knative-serving/knative-local-gateway", + "localGatewayService": "knative-local-gateway.istio-system.svc.cluster.local", + "ingressDomain": "example.com", + "ingressClassName": "istio", + "domainTemplate": "{{ .Name }}-{{ .Namespace }}.{{ .IngressDomain }}", + "urlScheme": "http", + "disableIstioVirtualHost": false + } + logger: |- + { + "image" : "kserve/agent:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "defaultUrl": "http://default-broker" + } + metricsAggregator: |- + { + "enableMetricAggregation": "false", + "enablePrometheusScraping" : "false" + } + router: |- + { + "image" : "kserve/router:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1" + } + storageInitializer: |- + { + "image" : "kserve/storage-initializer:v0.12.0-rc0", + "memoryRequest": "100Mi", + "memoryLimit": "1Gi", + "cpuRequest": "100m", + "cpuLimit": "1", + "caBundleConfigMapName": "", + "caBundleVolumeMountPath": "/etc/ssl/custom-certs", + "enableDirectPvcVolumeMount": false, + "enableModelcar": false, + "cpuModelcar": "10m", + "memoryModelcar": "15Mi" + } +kind: ConfigMap +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservice-config + namespace: kubeflow +--- +apiVersion: v1 +kind: Secret +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-webhook-server-secret + namespace: kubeflow +--- +apiVersion: v1 +kind: Service +metadata: + annotations: + prometheus.io/port: "8443" + prometheus.io/scheme: https + prometheus.io/scrape: "true" + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-metrics-service + namespace: kubeflow +spec: + ports: + - name: https + port: 8443 + targetPort: https + selector: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager-service + namespace: kubeflow +spec: + ports: + - port: 8443 + protocol: TCP + targetPort: https + selector: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: kserve-webhook-server-service + namespace: kubeflow +spec: + ports: + - port: 443 + targetPort: webhook-server + selector: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + name: kserve-controller-manager + namespace: kubeflow +spec: + selector: + matchLabels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + template: + metadata: + annotations: + kubectl.kubernetes.io/default-container: manager + sidecar.istio.io/inject: "false" + labels: + app: kserve + app.kubernetes.io/name: kserve + control-plane: kserve-controller-manager + controller-tools.k8s.io: "1.0" + spec: + containers: + - args: + - --metrics-addr=127.0.0.1:8080 + - --leader-elect + command: + - /manager + env: + - name: POD_NAMESPACE + valueFrom: + fieldRef: + fieldPath: metadata.namespace + - name: SECRET_NAME + value: kserve-webhook-server-cert + image: kserve/kserve-controller:v0.12.0-rc0 + imagePullPolicy: Always + livenessProbe: + failureThreshold: 5 + httpGet: + path: /healthz + port: 8081 + initialDelaySeconds: 10 + timeoutSeconds: 5 + name: manager + ports: + - containerPort: 9443 + name: webhook-server + protocol: TCP + readinessProbe: + failureThreshold: 10 + httpGet: + path: /readyz + port: 8081 + initialDelaySeconds: 10 + periodSeconds: 5 + timeoutSeconds: 5 + resources: + limits: + cpu: 100m + memory: 300Mi + requests: + cpu: 100m + memory: 200Mi + securityContext: + allowPrivilegeEscalation: false + volumeMounts: + - mountPath: /tmp/k8s-webhook-server/serving-certs + name: cert + readOnly: true + - args: + - --secure-listen-address=0.0.0.0:8443 + - --upstream=http://127.0.0.1:8080/ + - --logtostderr=true + - --v=10 + image: gcr.io/kubebuilder/kube-rbac-proxy:v0.13.1 + name: kube-rbac-proxy + ports: + - containerPort: 8443 + name: https + protocol: TCP + securityContext: + runAsNonRoot: true + serviceAccountName: kserve-controller-manager + terminationGracePeriodSeconds: 10 + volumes: + - name: cert + secret: + defaultMode: 420 + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Certificate +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: serving-cert + namespace: kubeflow +spec: + commonName: kserve-webhook-server-service.kubeflow.svc + dnsNames: + - kserve-webhook-server-service.kubeflow.svc + issuerRef: + kind: Issuer + name: selfsigned-issuer + secretName: kserve-webhook-server-cert +--- +apiVersion: cert-manager.io/v1 +kind: Issuer +metadata: + labels: + app: kserve + app.kubernetes.io/name: kserve + name: selfsigned-issuer + namespace: kubeflow +spec: + selfSigned: {} +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: MutatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservice.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /mutate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.defaulter + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None + - admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /mutate-pods + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.pod-mutator + namespaceSelector: + matchExpressions: + - key: control-plane + operator: DoesNotExist + objectSelector: + matchExpressions: + - key: serving.kserve.io/inferenceservice + operator: Exists + rules: + - apiGroups: + - "" + apiVersions: + - v1 + operations: + - CREATE + resources: + - pods + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: clusterservingruntime.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-clusterservingruntime + failurePolicy: Fail + name: clusterservingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - clusterservingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferencegraph.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-inferencegraph + failurePolicy: Fail + name: inferencegraph.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - inferencegraphs + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: inferenceservice.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1beta1-inferenceservice + failurePolicy: Fail + name: inferenceservice.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1beta1 + operations: + - CREATE + - UPDATE + resources: + - inferenceservices + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: servingruntime.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-servingruntime + failurePolicy: Fail + name: servingruntime.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - servingruntimes + sideEffects: None +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + annotations: + cert-manager.io/inject-ca-from: kubeflow/serving-cert + creationTimestamp: null + labels: + app: kserve + app.kubernetes.io/name: kserve + name: trainedmodel.serving.kserve.io +webhooks: + - admissionReviewVersions: + - v1beta1 + clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: kubeflow + path: /validate-serving-kserve-io-v1alpha1-trainedmodel + failurePolicy: Fail + name: trainedmodel.kserve-webhook-server.validator + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - trainedmodels + sideEffects: None diff --git a/python/VERSION b/python/VERSION index af88ba8248..254edb8b0c 100644 --- a/python/VERSION +++ b/python/VERSION @@ -1 +1 @@ -0.11.1 +0.12.0rc0 diff --git a/python/aiffairness/poetry.lock b/python/aiffairness/poetry.lock index 78bcaf37e6..17b174c4dd 100644 --- a/python/aiffairness/poetry.lock +++ b/python/aiffairness/poetry.lock @@ -999,7 +999,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -1007,6 +1007,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} cloudevents = "^1.6.2" fastapi = "^0.95.0" grpcio = "^1.49.1" diff --git a/python/aiffairness/pyproject.toml b/python/aiffairness/pyproject.toml index 2470f1218e..1b0c1e3a99 100644 --- a/python/aiffairness/pyproject.toml +++ b/python/aiffairness/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "aifserver" -version = "0.11.1" +version = "0.12.0rc0" description = "'Model Server implementation for AI fairness. Not intended for use outside KServe Frameworks Images." authors = ["Andrew Butler "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/alibiexplainer/poetry.lock b/python/alibiexplainer/poetry.lock index 77cf480822..4baac95e69 100644 --- a/python/alibiexplainer/poetry.lock +++ b/python/alibiexplainer/poetry.lock @@ -2127,7 +2127,7 @@ files = [ [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -2135,6 +2135,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} azure-identity = {version = "^1.8.0", optional = true} azure-storage-blob = {version = "^12.10.0", optional = true} azure-storage-file-share = {version = "^12.7.0", optional = true} @@ -2322,6 +2323,16 @@ files = [ {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win32.whl", hash = "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"}, @@ -4418,7 +4429,7 @@ files = [ [[package]] name = "sklearnserver" -version = "0.11.1" +version = "0.12.0rc0" description = "Model Server implementation for scikit-learn. 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Not intended for use outside KServe Frameworks Images." authors = ["cliveseldon "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/artexplainer/poetry.lock b/python/artexplainer/poetry.lock index a3eaf3af71..f3cc38fd72 100644 --- a/python/artexplainer/poetry.lock +++ b/python/artexplainer/poetry.lock @@ -1048,7 +1048,7 @@ files = [ [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -1056,6 +1056,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} cloudevents = "^1.6.2" fastapi = "^0.95.0" grpcio = "^1.49.1" diff --git a/python/artexplainer/pyproject.toml b/python/artexplainer/pyproject.toml index 729e4d81b2..a8725287c9 100644 --- a/python/artexplainer/pyproject.toml +++ b/python/artexplainer/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "artserver" -version = "0.11.1" +version = "0.12.0rc0" description = "Model Server implementation for AI Robustness Toolbox. Not intended for use outside KServe Frameworks Images." authors = ["Andrew Butler "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/custom_model/poetry.lock b/python/custom_model/poetry.lock index 1ceb24b397..d2f0b683f3 100644 --- a/python/custom_model/poetry.lock +++ b/python/custom_model/poetry.lock @@ -889,7 +889,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -897,6 +897,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} cloudevents = "^1.6.2" fastapi = "^0.95.0" grpcio = "^1.49.1" @@ -977,6 +978,16 @@ files = [ {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win32.whl", hash = "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"}, diff --git a/python/custom_model/pyproject.toml b/python/custom_model/pyproject.toml index d280fe4fdd..3d85e3bd4b 100644 --- a/python/custom_model/pyproject.toml +++ b/python/custom_model/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "custom-model" -version = "0.11.1" +version = "0.12.0rc0" description = "Custom model implementation. Not intended for use outside KServe Frameworks Images." authors = ["The KServe Authors"] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/custom_transformer/poetry.lock b/python/custom_transformer/poetry.lock index 3a13d60f21..15cb9d9cc3 100644 --- a/python/custom_transformer/poetry.lock +++ b/python/custom_transformer/poetry.lock @@ -900,7 +900,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -908,6 +908,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} cloudevents = "^1.6.2" fastapi = "^0.95.0" grpcio = "^1.49.1" @@ -988,6 +989,16 @@ files = [ {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win32.whl", hash = "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"}, diff --git a/python/custom_transformer/pyproject.toml b/python/custom_transformer/pyproject.toml index c332f16e98..6a71af77c0 100644 --- a/python/custom_transformer/pyproject.toml +++ b/python/custom_transformer/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "custom_transformer" -version = "0.11.1" +version = "0.12.0rc0" description = "Custom Transformer Examples. Not intended for use outside KServe Frameworks Images." authors = ["Dan Sun "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/kserve/poetry.lock b/python/kserve/poetry.lock index 8b6ac4d697..bc8e7b39ad 100644 --- a/python/kserve/poetry.lock +++ b/python/kserve/poetry.lock @@ -1485,6 +1485,16 @@ files = [ {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"}, {file = "MarkupSafe-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win32.whl", hash = "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007"}, + {file = "MarkupSafe-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"}, {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"}, diff --git a/python/kserve/pyproject.toml b/python/kserve/pyproject.toml index 5cc85385e7..be2412871f 100644 --- a/python/kserve/pyproject.toml +++ b/python/kserve/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" authors = [ "The KServe Authors ", diff --git a/python/lgbserver/poetry.lock b/python/lgbserver/poetry.lock index 0653f32877..9ddb00d66e 100644 --- a/python/lgbserver/poetry.lock +++ b/python/lgbserver/poetry.lock @@ -1369,7 +1369,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -1377,6 +1377,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} azure-identity = {version = "^1.8.0", optional = true} azure-storage-blob = {version = "^12.10.0", optional = true} azure-storage-file-share = {version = "^12.7.0", optional = true} diff --git a/python/lgbserver/pyproject.toml b/python/lgbserver/pyproject.toml index 6c05a512d2..35e672cee2 100644 --- a/python/lgbserver/pyproject.toml +++ b/python/lgbserver/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "lgbserver" -version = "0.11.1" +version = "0.12.0rc0" description = "Model Server implementation for LightGBM. Not intended for use outside KServe Frameworks Images." authors = ["Lin Yiming "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/paddleserver/poetry.lock b/python/paddleserver/poetry.lock index ee7c40abdf..57422770ed 100644 --- a/python/paddleserver/poetry.lock +++ b/python/paddleserver/poetry.lock @@ -1380,7 +1380,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -1388,6 +1388,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} azure-identity = {version = "^1.8.0", optional = true} azure-storage-blob = {version = "^12.10.0", optional = true} azure-storage-file-share = {version = "^12.7.0", optional = true} diff --git a/python/paddleserver/pyproject.toml b/python/paddleserver/pyproject.toml index 8da3fa46b0..a92e38151c 100644 --- a/python/paddleserver/pyproject.toml +++ b/python/paddleserver/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "paddleserver" -version = "0.11.1" +version = "0.12.0rc0" description = "Model Server implementation for Paddle. Not intended for use outside KServe Frameworks Images" authors = ["Zhengyuan Zhang "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/pmmlserver/poetry.lock b/python/pmmlserver/poetry.lock index 1f079f78ed..1143ae80c3 100644 --- a/python/pmmlserver/poetry.lock +++ b/python/pmmlserver/poetry.lock @@ -1441,7 +1441,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -1449,6 +1449,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} azure-identity = {version = "^1.8.0", optional = true} azure-storage-blob = {version = "^12.10.0", optional = true} azure-storage-file-share = {version = "^12.7.0", optional = true} diff --git a/python/pmmlserver/pyproject.toml b/python/pmmlserver/pyproject.toml index 4512279517..4e5d5373c6 100644 --- a/python/pmmlserver/pyproject.toml +++ b/python/pmmlserver/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "pmmlserver" -version = "0.11.1" +version = "0.12.0rc0" description = "Model Server implementation for PMML. Not intended for use outside KServe Frameworks Images." authors = ["AnyISalIn "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/sklearnserver/poetry.lock b/python/sklearnserver/poetry.lock index 2815b8705a..a0e3964297 100644 --- a/python/sklearnserver/poetry.lock +++ b/python/sklearnserver/poetry.lock @@ -1369,7 +1369,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" @@ -1377,6 +1377,7 @@ files = [] develop = true [package.dependencies] +async-timeout = {version = "^4.0.3", markers = "python_version >= \"3.11.dev0\" and python_version < \"3.12.dev0\""} azure-identity = {version = "^1.8.0", optional = true} azure-storage-blob = {version = "^12.10.0", optional = true} azure-storage-file-share = {version = "^12.7.0", optional = true} diff --git a/python/sklearnserver/pyproject.toml b/python/sklearnserver/pyproject.toml index f450739e93..6c7cc781ab 100644 --- a/python/sklearnserver/pyproject.toml +++ b/python/sklearnserver/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "sklearnserver" -version = "0.11.1" +version = "0.12.0rc0" description = "Model Server implementation for scikit-learn. Not intended for use outside KServe Frameworks Images." authors = ["singhan "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" diff --git a/python/xgbserver/poetry.lock b/python/xgbserver/poetry.lock index c767dd9a39..02fe76054e 100644 --- a/python/xgbserver/poetry.lock +++ b/python/xgbserver/poetry.lock @@ -1369,7 +1369,7 @@ referencing = ">=0.31.0" [[package]] name = "kserve" -version = "0.11.1" +version = "0.12.0rc0" description = "KServe Python SDK" optional = false python-versions = ">=3.8,<3.12" diff --git a/python/xgbserver/pyproject.toml b/python/xgbserver/pyproject.toml index 1eeebcb2ac..058ab8cfa8 100644 --- a/python/xgbserver/pyproject.toml +++ b/python/xgbserver/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "xgbserver" -version = "0.11.1" +version = "0.12.0rc0" description = "Model Server implementation for XGBoost. Not intended for use outside KServe Frameworks Images." authors = ["Ellis Tarn "] license = "https://github.com/kserve/kserve/blob/master/LICENSE" From 32bc9d69b60434ed33dd4639d7255a418f445327 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Mon, 25 Dec 2023 10:35:36 -0500 Subject: [PATCH 27/33] docs: Corrections and edits on release process document (#3326) * docs: Minor corrections/edits on release process Signed-off-by: Yuan Tang * Update RELEASE_PROCESS_v2.md Signed-off-by: Yuan Tang * Update RELEASE_PROCESS_v2.md Signed-off-by: Yuan Tang * Update RELEASE_PROCESS_v2.md Signed-off-by: Yuan Tang --------- Signed-off-by: Yuan Tang --- release/RELEASE_PROCESS_v2.md | 29 +++++++++++++++-------------- 1 file changed, 15 insertions(+), 14 deletions(-) diff --git a/release/RELEASE_PROCESS_v2.md b/release/RELEASE_PROCESS_v2.md index a0a383440f..a9181438b1 100644 --- a/release/RELEASE_PROCESS_v2.md +++ b/release/RELEASE_PROCESS_v2.md @@ -40,21 +40,22 @@ We will be creating the first release candidate (RC0) on the feature freeze day bugs that might have been introduced in recent development cycles.

Create a branch from the master and do the following: 1. Update the version number in following places: - 1. [VERSION](../python/VERSION) to `${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_CANDIDATE_VERSION}` + 1. [VERSION](../python/VERSION) to `${MAJOR}.${MINOR}.${PATCH}rc${RELEASE_CANDIDATE_VERSION}` (note that the dash before "rc" is removed intentionally to meet [PyPI package version requirements](https://packaging.python.org/en/latest/specifications/version-specifiers/#public-version-identifiers)) 2. [quick_install.sh](../hack/quick_install.sh#L36) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_CANDIDATE_VERSION}` 3. [Chart.yaml in kserve-crd](../charts/kserve-crd/Chart.yaml#L3) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_CANDIDATE_VERSION}` 4. [Chart.yaml in kserve-resources](../charts/kserve-resources/Chart.yaml#L3) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_CANDIDATE_VERSION}` - 5. [values.yaml in kserve-resources](../charts/kserve-resources/values.yaml#L2) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_CANDIDATE_VERSION}` + 5. [values.yaml in kserve-resources](../charts/kserve-resources/values.yaml#L2) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_CANDIDATE_VERSION}`. In addition, bump `modelmeshVersion` if it a newer version of ModelMesh is available. 2. Add a new version `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_CANDIDATE_VERSION}` in the `RELEASES` array in [generate-install.sh](../hack/generate-install.sh). Example: Refer [this commit](https://github.com/rachitchauhan43/kserve/commit/6e9bd24ea137a3619da3297b4ff000379f7b2b38#diff-5f8f3e3a8ca601067664c7bf00c05aa2290a6ba625312754856ec873b840b6dbR42) 3. Generate install manifest `./hack/generate-install.sh $VERSION`. -4. Submit your PR and wait for it to merge. -5. After it is merged, +4. Run `./hack/python-release.sh` to update pyproject.toml files for all packages. +5. Submit your PR and wait for it to merge. +6. After it is merged, 1. Create a release branch of the form release-X.Y.Z from the master 2. Create a release candidate tag X.Y.Z-rc0 from that branch and do git push for both the branch and tag 3. Now goto GITHUB and from the recently pushed X.Y.Z-rc0 tag, create a release-candidate (basically a pre-release) on GITHUB 4. With this you are done with the creation of RC0 for upcoming release -6. Announce in the community about the availability of release-candidate so that community can start consuming and testing. And ask them to report bugs as soon as possible. -7. After feature freeze date, now only bug fixes will be merged into the release branch. +7. Announce in the community about the availability of release-candidate so that community can start consuming and testing. And ask them to report bugs as soon as possible. +8. After feature freeze date, now only bug fixes will be merged into the release branch. ### 1 week after feature freeze: After feature freeze, we will be merging only the bug fixes into the release branch and creating another release candidate (RC1) out of it. @@ -77,17 +78,17 @@ You can repeat same steps for RC2 or other release candidates if needed #### Updating the version in master This will be the last commit before the release and last one to be cherry-picked into release branch. So, we have to update the release version in master to reflect the latest release we are at. 1. Create a PR with the following changes to update the version number in the following places in the master: - 1. [VERSION](../python/VERSION) to `${MAJOR}.${MINOR}.${PATCH}-${RELEASE_VERSION}` - 2. [quick_install.sh](../hack/quick_install.sh#L36) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_VERSION}` - 3. [Chart.yaml in kserve-crd](../charts/kserve-crd/Chart.yaml#L3) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_VERSION}` - 4. [Chart.yaml in kserve-resources](../charts/kserve-resources/Chart.yaml#L3) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_VERSION}` - 5. [values.yaml in kserve-resources](../charts/kserve-resources/values.yaml#L2) to `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_VERSION}` -2. Add a new version `v${MAJOR}.${MINOR}.${PATCH}-rc${RELEASE_VERSION}` in the `RELEASES` array in [generate-install.sh](../hack/generate-install.sh). Example: Refer [this commit](https://github.com/rachitchauhan43/kserve/commit/6e9bd24ea137a3619da3297b4ff000379f7b2b38#diff-5f8f3e3a8ca601067664c7bf00c05aa2290a6ba625312754856ec873b840b6dbR42) + 1. [VERSION](../python/VERSION) to `${MAJOR}.${MINOR}.${PATCH}` + 2. [quick_install.sh](../hack/quick_install.sh#L36) to `v${MAJOR}.${MINOR}.${PATCH}` + 3. [Chart.yaml in kserve-crd](../charts/kserve-crd/Chart.yaml#L3) to `v${MAJOR}.${MINOR}.${PATCH}` + 4. [Chart.yaml in kserve-resources](../charts/kserve-resources/Chart.yaml#L3) to `v${MAJOR}.${MINOR}.${PATCH}` + 5. [values.yaml in kserve-resources](../charts/kserve-resources/values.yaml#L2) to `v${MAJOR}.${MINOR}.${PATCH}` +2. Add a new version `v${MAJOR}.${MINOR}.${PATCH}` in the `RELEASES` array in [generate-install.sh](../hack/generate-install.sh). Example: Refer [this commit](https://github.com/rachitchauhan43/kserve/commit/6e9bd24ea137a3619da3297b4ff000379f7b2b38#diff-5f8f3e3a8ca601067664c7bf00c05aa2290a6ba625312754856ec873b840b6dbR42) 3. Generate install manifest `./hack/generate-install.sh $VERSION`. -4. Run `./hack/python-release.sh` to update pyproject.toml files for all packages. +4. Run `./hack/python-release.sh` to update pyproject.toml files for all packages. 5. Submit your PR and wait for it to merge. 6. Once merged, cherry-pick the `merge commits` that have come out of PRs labeled with `cherrypick-approved` to the release branch (including the just created PR in step 1 in this section) -7. Create a release tag X.Y.Z from the release branch and do git push for both the branch and tag +7. Create a release tag X.Y.Z from the release branch and do git push for both the branch and tag 8. From that tag create the final release on GITHUB 9. With this you are done with the creation of final release 10. Announce in the community about the availability of release so that community can start consuming it From a5497732ec98decf4d187b7f07caffa122ef4347 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Fri, 29 Dec 2023 15:41:38 -0500 Subject: [PATCH 28/33] build: Switch to use kustomize in kubectl to simplify build process. Fixes #3314 (#3315) * build: Switch to use kustomize in kubectl to simplify build process. Fixes #3314 Signed-off-by: Yuan Tang * Update scripts in hack folder Signed-off-by: Yuan Tang * Address comments Signed-off-by: Yuan Tang * Revert incorrect change Signed-off-by: Yuan Tang --------- Signed-off-by: Yuan Tang --- Makefile | 66 +++++++++---------- docs/samples/metrics-and-monitoring/README.md | 8 +-- hack/generate-install.sh | 6 +- hack/update-clusterrolebinding.sh | 2 +- 4 files changed, 38 insertions(+), 44 deletions(-) diff --git a/Makefile b/Makefile index 28f893ac1d..f268e0e237 100644 --- a/Makefile +++ b/Makefile @@ -35,12 +35,10 @@ $(LOCALBIN): mkdir -p $(LOCALBIN) ## Tool Binaries -KUSTOMIZE ?= $(LOCALBIN)/kustomize ENVTEST ?= $(LOCALBIN)/setup-envtest CONTROLLER_GEN ?= $(LOCALBIN)/controller-gen ## Tool Versions -KUSTOMIZE_VERSION ?= v5.0.3 CONTROLLER_TOOLS_VERSION ?= v0.12.0 # CPU/Memory limits for controller-manager @@ -75,33 +73,35 @@ run: generate fmt vet lint deploy: manifests # Remove the certmanager certificate if KSERVE_ENABLE_SELF_SIGNED_CA is not false cd config/default && if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then \ - ${KUSTOMIZE} edit remove resource ../certmanager; \ - else ${KUSTOMIZE} edit add resource ../certmanager; fi; - ${KUSTOMIZE} build config/default | kubectl apply -f - + echo > ../certmanager/certificate.yaml; \ + else git checkout HEAD -- ../certmanager/certificate.yaml; fi; + kubectl apply -k config/default if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - ${KUSTOMIZE} build config/clusterresources | kubectl apply -f - + kubectl apply -k config/clusterresources + git checkout HEAD -- config/certmanager/certificate.yaml deploy-dev: manifests ./hack/image_patch_dev.sh development # Remove the certmanager certificate if KSERVE_ENABLE_SELF_SIGNED_CA is not false cd config/default && if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then \ - ${KUSTOMIZE} edit remove resource ../certmanager; \ - else ${KUSTOMIZE} edit add resource ../certmanager; fi; - ${KUSTOMIZE} build config/overlays/development | kubectl apply -f - + echo > ../certmanager/certificate.yaml; \ + else git checkout HEAD -- ../certmanager/certificate.yaml; fi; + kubectl apply -k config/overlays/development if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; # TODO: Add runtimes as part of default deployment kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s - ${KUSTOMIZE} build config/clusterresources | kubectl apply -f - + kubectl apply -k config/clusterresources + git checkout HEAD -- config/certmanager/certificate.yaml -deploy-dev-sklearn: docker-push-sklearn kustomize +deploy-dev-sklearn: docker-push-sklearn ./hack/serving_runtime_image_patch.sh "kserve-sklearnserver.yaml" "${KO_DOCKER_REPO}/${SKLEARN_IMG}" -deploy-dev-xgb: docker-push-xgb kustomize +deploy-dev-xgb: docker-push-xgb ./hack/serving_runtime_image_patch.sh "kserve-xgbserver.yaml" "${KO_DOCKER_REPO}/${XGB_IMG}" -deploy-dev-lgb: docker-push-lgb kustomize +deploy-dev-lgb: docker-push-lgb ./hack/serving_runtime_image_patch.sh "kserve-lgbserver.yaml" "${KO_DOCKER_REPO}/${LGB_IMG}" deploy-dev-pmml : docker-push-pmml @@ -110,13 +110,13 @@ deploy-dev-pmml : docker-push-pmml deploy-dev-paddle: docker-push-paddle ./hack/serving_runtime_image_patch.sh "kserve-paddleserver.yaml" "${KO_DOCKER_REPO}/${PADDLE_IMG}" -deploy-dev-alibi: docker-push-alibi kustomize +deploy-dev-alibi: docker-push-alibi ./hack/alibi_patch_dev.sh ${KO_DOCKER_REPO}/${ALIBI_IMG} - ${KUSTOMIZE} build config/overlays/dev-image-config | kubectl apply -f - + kubectl apply -k config/overlays/dev-image-config -deploy-dev-storageInitializer: docker-push-storageInitializer kustomize +deploy-dev-storageInitializer: docker-push-storageInitializer ./hack/storageInitializer_patch_dev.sh ${KO_DOCKER_REPO}/${STORAGE_INIT_IMG} - ${KUSTOMIZE} build config/overlays/dev-image-config | kubectl apply -f - + kubectl apply -k config/overlays/dev-image-config deploy-ci: manifests kubectl apply -k config/overlays/test @@ -128,14 +128,14 @@ deploy-helm: manifests helm install kserve-crd charts/kserve-crd/ --wait --timeout 180s helm install kserve charts/kserve-resources/ --wait --timeout 180s -undeploy: kustomize - ${KUSTOMIZE} build config/default | kubectl delete -f - +undeploy: + kubectl delete -k config/default -undeploy-dev: kustomize - ${KUSTOMIZE} build config/overlays/development | kubectl delete -f - +undeploy-dev: + kubectl delete -k config/overlays/development # Generate manifests e.g. CRD, RBAC etc. -manifests: controller-gen kustomize +manifests: controller-gen $(CONTROLLER_GEN) $(CRD_OPTIONS) paths=./pkg/apis/serving/... output:crd:dir=config/crd $(CONTROLLER_GEN) rbac:roleName=kserve-manager-role paths=./pkg/controller/... output:rbac:artifacts:config=config/rbac $(CONTROLLER_GEN) object:headerFile="hack/boilerplate.go.txt" paths=./pkg/apis/serving/v1alpha1 @@ -154,19 +154,19 @@ manifests: controller-gen kustomize #remove the required property on framework as name field needs to be optional yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml #remove ephemeralContainers properties for compress crd size https://github.com/kubeflow/kfserving/pull/1141#issuecomment-714170602 - yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.ephemeralContainers)' -i config/crd/serving.kserve.io_inferenceservices.yaml + yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.ephemeralContainers)' -i config/crd/serving.kserve.io_inferenceservices.yaml #knative does not allow setting port on liveness or readiness probe - yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.readinessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml - yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.livenessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml - yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.readinessProbe.properties.tcpSocket.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml - yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.livenessProbe.properties.tcpSocket.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml - yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.containers.items.properties.livenessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml - yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.containers.items.properties.readinessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml + yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.readinessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml + yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.livenessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml + yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.readinessProbe.properties.tcpSocket.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml + yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.*.properties.livenessProbe.properties.tcpSocket.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml + yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.containers.items.properties.livenessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml + yq 'del(.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties.*.properties.containers.items.properties.readinessProbe.properties.httpGet.required)' -i config/crd/serving.kserve.io_inferenceservices.yaml #With v1 and newer kubernetes protocol requires default yq '.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties | .. | select(has("protocol")) | path' config/crd/serving.kserve.io_inferenceservices.yaml -o j | jq -r '. | map(select(numbers)="["+tostring+"]") | join(".")' | awk '{print "."$$0".protocol.default"}' | xargs -n1 -I{} yq '{} = "TCP"' -i config/crd/serving.kserve.io_inferenceservices.yaml yq '.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties | .. | select(has("protocol")) | path' config/crd/serving.kserve.io_clusterservingruntimes.yaml -o j | jq -r '. | map(select(numbers)="["+tostring+"]") | join(".")' | awk '{print "."$$0".protocol.default"}' | xargs -n1 -I{} yq '{} = "TCP"' -i config/crd/serving.kserve.io_clusterservingruntimes.yaml yq '.spec.versions[0].schema.openAPIV3Schema.properties.spec.properties | .. | select(has("protocol")) | path' config/crd/serving.kserve.io_servingruntimes.yaml -o j | jq -r '. | map(select(numbers)="["+tostring+"]") | join(".")' | awk '{print "."$$0".protocol.default"}' | xargs -n1 -I{} yq '{} = "TCP"' -i config/crd/serving.kserve.io_servingruntimes.yaml - ${KUSTOMIZE} build config/crd > test/crds/serving.kserve.io_inferenceservices.yaml + kubectl kustomize config/crd > test/crds/serving.kserve.io_inferenceservices.yaml # Run go fmt against code fmt: @@ -321,12 +321,6 @@ controller-gen: $(CONTROLLER_GEN) ## Download controller-gen locally if necessar $(CONTROLLER_GEN): $(LOCALBIN) test -s $(LOCALBIN)/controller-gen || GOBIN=$(LOCALBIN) go install sigs.k8s.io/controller-tools/cmd/controller-gen@$(CONTROLLER_TOOLS_VERSION) -KUSTOMIZE_INSTALL_SCRIPT ?= "https://raw.githubusercontent.com/kubernetes-sigs/kustomize/master/hack/install_kustomize.sh" -.PHONY: kustomize -kustomize: $(KUSTOMIZE) ## Download kustomize locally if necessary. -$(KUSTOMIZE): $(LOCALBIN) - test -s $(LOCALBIN)/kustomize || { curl -Ss $(KUSTOMIZE_INSTALL_SCRIPT) | bash -s -- $(subst v,,$(KUSTOMIZE_VERSION)) $(LOCALBIN); } - envtest: $(ENVTEST) ## Download envtest-setup locally if necessary. $(ENVTEST): $(LOCALBIN) test -s $(LOCALBIN)/setup-envtest || GOBIN=$(LOCALBIN) go install sigs.k8s.io/controller-runtime/tools/setup-envtest@latest diff --git a/docs/samples/metrics-and-monitoring/README.md b/docs/samples/metrics-and-monitoring/README.md index 53f0e14c81..86234513cf 100644 --- a/docs/samples/metrics-and-monitoring/README.md +++ b/docs/samples/metrics-and-monitoring/README.md @@ -16,10 +16,10 @@ Install Prometheus using Prometheus Operator. ```shell cd kfserving -kustomize build docs/samples/metrics-and-monitoring/prometheus-operator | kubectl apply -f - +kubectl apply -k docs/samples/metrics-and-monitoring/prometheus-operator kubectl wait --for condition=established --timeout=120s crd/prometheuses.monitoring.coreos.com kubectl wait --for condition=established --timeout=120s crd/servicemonitors.monitoring.coreos.com -kustomize build docs/samples/metrics-and-monitoring/prometheus | kubectl apply -f - +kubectl apply -k docs/samples/metrics-and-monitoring/prometheus ``` > Note: The above steps install Kubernetes resource objects in the `kfserving-monitoring` namespace. This is Kustomizable. To install under a different namespace, say `my-monitoring`, change `kfserving-monitoring` to `my-monitoring` in the following three files: a) `prometheus-operator/namespace.yaml`, b) `prometheus-operator/kustomization.yaml`, and c) `prometheus/kustomization.yaml`. @@ -136,6 +136,6 @@ See [Iter8 extensions for kfserving](https://iter8.tools). Remove Prometheus and Prometheus Operator as follows. ```shell cd kfserving -kustomize build docs/samples/metrics-and-monitoring/prometheus | kubectl delete -f - -kustomize build docs/samples/metrics-and-monitoring/prometheus-operator | kubectl delete -f - +kubectl delete -k docs/samples/metrics-and-monitoring/prometheus +kubectl delete -k docs/samples/metrics-and-monitoring/prometheus-operator ``` diff --git a/hack/generate-install.sh b/hack/generate-install.sh index a03c050a06..14c8b71438 100755 --- a/hack/generate-install.sh +++ b/hack/generate-install.sh @@ -66,9 +66,9 @@ KUBEFLOW_INSTALL_PATH=$INSTALL_DIR/kserve_kubeflow.yaml RUNTIMES_INSTALL_PATH=$INSTALL_DIR/kserve-cluster-resources.yaml mkdir -p $INSTALL_DIR -kustomize build config/default | sed s/:latest/:$TAG/ > $INSTALL_PATH -kustomize build config/overlays/kubeflow | sed s/:latest/:$TAG/ > $KUBEFLOW_INSTALL_PATH -kustomize build config/clusterresources | sed s/:latest/:$TAG/ > $RUNTIMES_INSTALL_PATH +kubectl kustomize config/default | sed s/:latest/:$TAG/ > $INSTALL_PATH +kubectl kustomize config/overlays/kubeflow | sed s/:latest/:$TAG/ > $KUBEFLOW_INSTALL_PATH +kubectl kustomize config/clusterresources | sed s/:latest/:$TAG/ > $RUNTIMES_INSTALL_PATH # Update ingressGateway in inferenceservice configmap as 'kubeflow/kubeflow-gateway' yq -i 'select(.metadata.name == "inferenceservice-config").data.ingress |= (fromjson | .ingressGateway = "kubeflow/kubeflow-gateway" | tojson)' $KUBEFLOW_INSTALL_PATH diff --git a/hack/update-clusterrolebinding.sh b/hack/update-clusterrolebinding.sh index bc20361197..d04a23ad56 100755 --- a/hack/update-clusterrolebinding.sh +++ b/hack/update-clusterrolebinding.sh @@ -29,6 +29,6 @@ then mkdir ${TMPFILE} fi -kustomize build ${CONFIG_DIR} -o ${TMPFILE} +kubectl kustomize ${CONFIG_DIR} -o ${TMPFILE} for i in ${TMPFILE}/rbac.authorization.k8s.io*clusterrolebinding*.yaml; do kubectl auth reconcile -f $i; done rm -rf ${TMPFILE} From a97db5f62601a901bfbf50185e5716c8cba11ba3 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Fri, 29 Dec 2023 16:07:39 -0500 Subject: [PATCH 29/33] feat: Expose defaults for several batcher handler parameters (#3301) * feat: Expose defaults for several batcher handler parameters Signed-off-by: Yuan Tang * fix: add timeout Signed-off-by: Yuan Tang * Add new params to config/manifests Signed-off-by: Yuan Tang * Remove timeout Signed-off-by: Yuan Tang --------- Signed-off-by: Yuan Tang --- .../kserve-resources/templates/configmap.yaml | 14 ++- config/configmap/inferenceservice.yaml | 14 ++- pkg/webhook/admission/pod/batcher_injector.go | 20 +++-- .../admission/pod/batcher_injector_test.go | 85 +++++++++++++++++++ 4 files changed, 123 insertions(+), 10 deletions(-) diff --git a/charts/kserve-resources/templates/configmap.yaml b/charts/kserve-resources/templates/configmap.yaml index bf56c2a305..d08b49e14a 100644 --- a/charts/kserve-resources/templates/configmap.yaml +++ b/charts/kserve-resources/templates/configmap.yaml @@ -303,7 +303,9 @@ data: "memoryRequest": "1Gi", "memoryLimit": "1Gi", "cpuRequest": "1", - "cpuLimit": "1" + "cpuLimit": "1", + "maxBatchSize": "32", + "maxLatency": "5000" } batcher: |- { @@ -321,6 +323,12 @@ data: # cpuLimit is the limits.cpu to set for the batcher container. "cpuLimit": "1" + + # maxBatchSize is the default maximum batch size for batcher. + "maxBatchSize": "32", + + # maxLatency is the default maximum latency in milliseconds for batcher to wait and collect the batch. + "maxLatency": "5000" } # ====================================== AGENT CONFIGURATION ====================================== @@ -446,7 +454,9 @@ data: "memoryRequest": "1Gi", "memoryLimit": "1Gi", "cpuRequest": "1", - "cpuLimit": "1" + "cpuLimit": "1", + "maxBatchSize": "32", + "maxLatency": "5000" } router: |- { diff --git a/config/configmap/inferenceservice.yaml b/config/configmap/inferenceservice.yaml index c823e86d05..69176be681 100644 --- a/config/configmap/inferenceservice.yaml +++ b/config/configmap/inferenceservice.yaml @@ -310,7 +310,9 @@ data: "memoryRequest": "1Gi", "memoryLimit": "1Gi", "cpuRequest": "1", - "cpuLimit": "1" + "cpuLimit": "1", + "maxBatchSize": "32", + "maxLatency": "5000" } batcher: |- { @@ -328,6 +330,12 @@ data: # cpuLimit is the limits.cpu to set for the batcher container. "cpuLimit": "1" + + # maxBatchSize is the default maximum batch size for batcher. + "maxBatchSize": "32", + + # maxLatency is the default maximum latency in milliseconds for batcher to wait and collect the batch. + "maxLatency": "5000" } # ====================================== AGENT CONFIGURATION ====================================== @@ -515,7 +523,9 @@ data: "memoryRequest": "1Gi", "memoryLimit": "1Gi", "cpuRequest": "1", - "cpuLimit": "1" + "cpuLimit": "1", + "maxBatchSize": "32", + "maxLatency": "5000" } agent: |- diff --git a/pkg/webhook/admission/pod/batcher_injector.go b/pkg/webhook/admission/pod/batcher_injector.go index 2529d448f0..5abc101a2a 100644 --- a/pkg/webhook/admission/pod/batcher_injector.go +++ b/pkg/webhook/admission/pod/batcher_injector.go @@ -41,6 +41,8 @@ type BatcherConfig struct { CpuLimit string `json:"cpuLimit"` MemoryRequest string `json:"memoryRequest"` MemoryLimit string `json:"memoryLimit"` + MaxBatchSize string `json:"maxBatchSize"` + MaxLatency string `json:"maxLatency"` } type BatcherInjector struct { @@ -83,16 +85,22 @@ func (il *BatcherInjector) InjectBatcher(pod *v1.Pod) error { var args []string maxBatchSize, ok := pod.ObjectMeta.Annotations[constants.BatcherMaxBatchSizeInternalAnnotationKey] - if ok { - args = append(args, BatcherArgumentMaxBatchSize) - args = append(args, maxBatchSize) + if !ok { + if il.config.MaxBatchSize != "" && il.config.MaxBatchSize != "0" { + maxBatchSize = il.config.MaxBatchSize + } } + args = append(args, BatcherArgumentMaxBatchSize) + args = append(args, maxBatchSize) maxLatency, ok := pod.ObjectMeta.Annotations[constants.BatcherMaxLatencyInternalAnnotationKey] - if ok { - args = append(args, BatcherArgumentMaxLatency) - args = append(args, maxLatency) + if !ok { + if il.config.MaxLatency != "" && il.config.MaxLatency != "0" { + maxLatency = il.config.MaxLatency + } } + args = append(args, BatcherArgumentMaxLatency) + args = append(args, maxLatency) timeout, ok := pod.ObjectMeta.Annotations[constants.BatcherTimeoutInternalAnnotationKey] if ok { diff --git a/pkg/webhook/admission/pod/batcher_injector_test.go b/pkg/webhook/admission/pod/batcher_injector_test.go index 8b0db047c8..67d43006fd 100644 --- a/pkg/webhook/admission/pod/batcher_injector_test.go +++ b/pkg/webhook/admission/pod/batcher_injector_test.go @@ -34,6 +34,8 @@ const ( BatcherDefaultCPULimit = "1" BatcherDefaultMemoryRequest = "200Mi" BatcherDefaultMemoryLimit = "1Gi" + BatcherDefaultMaxBatchSize = "16" + BatcherDefaultMaxLatency = "2000" ) var ( @@ -43,6 +45,8 @@ var ( CpuLimit: BatcherDefaultCPULimit, MemoryRequest: BatcherDefaultMemoryRequest, MemoryLimit: BatcherDefaultMemoryLimit, + MaxBatchSize: BatcherDefaultMaxBatchSize, + MaxLatency: BatcherDefaultMaxLatency, } batcherResourceRequirement = v1.ResourceRequirements{ @@ -118,6 +122,56 @@ func TestBatcherInjector(t *testing.T) { }, }, }, + "AddDefaultBatcherConfig": { + original: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Name: "deployment", + Namespace: "default", + Annotations: map[string]string{ + constants.BatcherInternalAnnotationKey: "true", + }, + Labels: map[string]string{ + "serving.kserve.io/inferenceservice": "sklearn", + constants.KServiceModelLabel: "sklearn", + constants.KServiceEndpointLabel: "default", + constants.KServiceComponentLabel: "predictor", + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{{ + Name: "sklearn", + }}, + }, + }, + expected: &v1.Pod{ + ObjectMeta: metav1.ObjectMeta{ + Name: "deployment", + Annotations: map[string]string{ + constants.BatcherInternalAnnotationKey: "true", + constants.BatcherMaxBatchSizeInternalAnnotationKey: BatcherDefaultMaxBatchSize, + constants.BatcherMaxLatencyInternalAnnotationKey: BatcherDefaultMaxLatency, + }, + }, + Spec: v1.PodSpec{ + Containers: []v1.Container{ + { + Name: "sklearn", + }, + { + Name: BatcherContainerName, + Image: batcherConfig.Image, + Args: []string{ + BatcherArgumentMaxBatchSize, + BatcherDefaultMaxBatchSize, + BatcherArgumentMaxLatency, + BatcherDefaultMaxLatency, + }, + Resources: batcherResourceRequirement, + }, + }, + }, + }, + }, "DoNotAddBatcher": { original: &v1.Pod{ ObjectMeta: metav1.ObjectMeta{ @@ -187,6 +241,37 @@ func TestGetBatcherConfigs(t *testing.T) { gomega.BeNil(), }, }, + { + name: "Default Batcher Config", + configMap: &v1.ConfigMap{ + TypeMeta: metav1.TypeMeta{}, + ObjectMeta: metav1.ObjectMeta{}, + Data: map[string]string{ + BatcherConfigMapKeyName: `{ + "Image": "gcr.io/kfserving/batcher:latest", + "CpuRequest": "100m", + "CpuLimit": "1", + "MemoryRequest": "200Mi", + "MemoryLimit": "1Gi", + "MaxBatchSize": "32", + "MaxLatency": "5000" + }`, + }, + BinaryData: map[string][]byte{}, + }, + matchers: []types.GomegaMatcher{ + gomega.Equal(&BatcherConfig{ + Image: "gcr.io/kfserving/batcher:latest", + CpuRequest: "100m", + CpuLimit: "1", + MemoryRequest: "200Mi", + MemoryLimit: "1Gi", + MaxBatchSize: "32", + MaxLatency: "5000", + }), + gomega.BeNil(), + }, + }, { name: "Invalid Resource Value", configMap: &v1.ConfigMap{ From 29ca8c8866bea562e06347e6dad9731c0ea34042 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Sat, 30 Dec 2023 10:58:35 -0500 Subject: [PATCH 30/33] fix: Properly close resources and handle errors in agent and storage. Fixes #3323 (#3321) * fix: Properly close resources and handle errors in agent and storage Signed-off-by: Yuan Tang * reduce indentation Signed-off-by: Yuan Tang * return early Signed-off-by: Yuan Tang * return -> break Signed-off-by: Yuan Tang * Address comments Signed-off-by: Yuan Tang * newError -> closeErr Signed-off-by: Yuan Tang * newError -> closeErr Signed-off-by: Yuan Tang --------- Signed-off-by: Yuan Tang --- pkg/agent/puller.go | 77 +++++++++++++++++++++++--------------- pkg/agent/storage/gcs.go | 14 ++++++- pkg/agent/storage/https.go | 30 ++++++++++++--- pkg/agent/storage/s3.go | 7 +++- pkg/agent/storage/utils.go | 7 +++- pkg/agent/watcher.go | 7 +++- 6 files changed, 100 insertions(+), 42 deletions(-) diff --git a/pkg/agent/puller.go b/pkg/agent/puller.go index 3f3bbb8e83..f57659c6a5 100644 --- a/pkg/agent/puller.go +++ b/pkg/agent/puller.go @@ -145,7 +145,7 @@ func (p *Puller) modelProcessor(modelName string, ops <-chan *ModelOp) { // this is important for handling Load --> Unload requests sent in tandem // Load --> Unload = 0 (cancel first load) // Load --> Unload --> Load = 1 Load (cancel second load?) - for modelOp := range ops { + var processOp = func(modelOp *ModelOp) { switch modelOp.Op { case Add: p.logger.Infof("Downloading model from %s", modelOp.Spec.StorageURI) @@ -154,23 +154,28 @@ func (p *Puller) modelProcessor(modelName string, ops <-chan *ModelOp) { // If there is an error, we will NOT send a request. As such, to know about errors, you will // need to call the error endpoint of the puller p.logger.Errorf("Failed to download model %s with err %v", modelName, err) + break + } + // Load the model onto the model server + resp, err := http.Post(fmt.Sprintf("http://localhost:8080/v2/repository/models/%s/load", modelName), + "application/json", + bytes.NewBufferString("{}")) + if err != nil { + // handle error + p.logger.Errorf("Failed to Load model %s", modelName) } else { - // Load the model onto the model server - resp, err := http.Post(fmt.Sprintf("http://localhost:8080/v2/repository/models/%s/load", modelName), - "application/json", - bytes.NewBufferString("{}")) - if err != nil { - // handle error - p.logger.Errorf("Failed to Load model %s", modelName) + defer func(Body io.ReadCloser) { + closeErr := Body.Close() + if closeErr != nil { + p.logger.Error(closeErr, "failed to close body") + } + }(resp.Body) + if resp.StatusCode == 200 { + p.logger.Infof("Successfully loaded model %s", modelName) } else { - defer resp.Body.Close() - if resp.StatusCode == 200 { - p.logger.Infof("Successfully loaded model %s", modelName) - } else { - body, err := io.ReadAll(resp.Body) - if err == nil { - p.logger.Infof("Failed to load model %s with status [%d] and resp:%v", modelName, resp.StatusCode, body) - } + body, err := io.ReadAll(resp.Body) + if err == nil { + p.logger.Infof("Failed to load model %s with status [%d] and resp:%v", modelName, resp.StatusCode, body) } } } @@ -179,27 +184,37 @@ func (p *Puller) modelProcessor(modelName string, ops <-chan *ModelOp) { // If there is an error, we will NOT do a delete... that could be problematic if err := storage.RemoveDir(filepath.Join(p.Downloader.ModelDir, modelName)); err != nil { p.logger.Error(err, "failing to delete model directory") + break + } + // unload model from model server + resp, err := http.Post(fmt.Sprintf("http://localhost:8080/v2/repository/models/%s/unload", modelName), + "application/json", + bytes.NewBufferString("{}")) + if err != nil { + // handle error + p.logger.Errorf("Failed to Unload model %s", modelName) } else { - // unload model from model server - resp, err := http.Post(fmt.Sprintf("http://localhost:8080/v2/repository/models/%s/unload", modelName), - "application/json", - bytes.NewBufferString("{}")) - if err != nil { - // handle error - p.logger.Errorf("Failed to Unload model %s", modelName) - } else { - defer resp.Body.Close() - if resp.StatusCode == 200 { - p.logger.Infof("Successfully unloaded model %s", modelName) - } else { - body, err := io.ReadAll(resp.Body) - if err == nil { - p.logger.Infof("Failed to unload model %s with status [%d] and resp:%v", modelName, resp.StatusCode, body) + if resp != nil { + defer func(Body io.ReadCloser) { + closeErr := Body.Close() + if closeErr != nil { + p.logger.Error(closeErr, "failed to close body") } + }(resp.Body) + } + if resp.StatusCode == 200 { + p.logger.Infof("Successfully unloaded model %s", modelName) + } else { + body, err := io.ReadAll(resp.Body) + if err == nil { + p.logger.Infof("Failed to unload model %s with status [%d] and resp:%v", modelName, resp.StatusCode, body) } } } } p.completions <- modelOp } + for modelOp := range ops { + processOp(modelOp) + } } diff --git a/pkg/agent/storage/gcs.go b/pkg/agent/storage/gcs.go index 24f7733fd5..60adca7778 100644 --- a/pkg/agent/storage/gcs.go +++ b/pkg/agent/storage/gcs.go @@ -123,7 +123,12 @@ func (g *GCSObjectDownloader) DownloadFile(client stiface.Client, attrs *gstorag err, ) } - defer reader.Close() + defer func(reader stiface.Reader) { + closeErr := reader.Close() + if closeErr != nil { + log.Error(closeErr, "failed to close reader") + } + }(reader) data, err := io.ReadAll(reader) if err != nil { return fmt.Errorf("failed to read object(%s) in bucket(%s): %v", @@ -137,7 +142,6 @@ func (g *GCSObjectDownloader) DownloadFile(client stiface.Client, attrs *gstorag func (g *GCSObjectDownloader) WriteToFile(data []byte, attrs *gstorage.ObjectAttrs, file *os.File) error { _, err := file.Write(data) - defer file.Close() if err != nil { return fmt.Errorf("failed to write data to file(%s): from object(%s) in bucket(%s): %v", file.Name(), @@ -146,6 +150,12 @@ func (g *GCSObjectDownloader) WriteToFile(data []byte, attrs *gstorage.ObjectAtt err, ) } + defer func(file *os.File) { + closeErr := file.Close() + if closeErr != nil { + log.Error(closeErr, "failed to close file") + } + }(file) log.Info("Wrote " + attrs.Prefix + " to file " + file.Name()) return nil } diff --git a/pkg/agent/storage/https.go b/pkg/agent/storage/https.go index 2f008d6f27..d6081a7018 100644 --- a/pkg/agent/storage/https.go +++ b/pkg/agent/storage/https.go @@ -85,7 +85,12 @@ func (h *HTTPSDownloader) Download(client http.Client) error { return fmt.Errorf("failed to make a request: %v", err) } - defer resp.Body.Close() + defer func(Body io.ReadCloser) { + closeErr := Body.Close() + if closeErr != nil { + log.Error(closeErr, "failed to close body") + } + }(resp.Body) if resp.StatusCode != 200 { return fmt.Errorf("URI: %s returned a %d response code", h.StorageUri, resp.StatusCode) } @@ -123,7 +128,10 @@ func (h *HTTPSDownloader) extractHeaders() (map[string]string, error) { var headers map[string]string hostname := h.Uri.Hostname() headerJSON := os.Getenv(hostname + HEADER_SUFFIX) - json.Unmarshal([]byte(headerJSON), &headers) + err := json.Unmarshal([]byte(headerJSON), &headers) + if err != nil { + log.Error(err, "failed to unmarshal headers") + } return headers, nil } @@ -172,15 +180,20 @@ func extractZipFiles(reader io.Reader, dest string) error { if err != nil { return err } - rc, err := zipFile.Open() if err != nil { return fmt.Errorf("unable to open file: %v", err) } _, err = io.Copy(file, rc) - file.Close() - rc.Close() + closeErr := file.Close() + if closeErr != nil { + return closeErr + } + closeErr = rc.Close() + if closeErr != nil { + return closeErr + } if err != nil { return fmt.Errorf("unable to copy file content: %v", err) } @@ -193,7 +206,12 @@ func extractTarFiles(reader io.Reader, dest string) error { if err != nil { return err } - defer gzr.Close() + defer func(gzr *gzip.Reader) { + closeErr := gzr.Close() + if closeErr != nil { + log.Error(closeErr, "failed to close reader") + } + }(gzr) tr := tar.NewReader(gzr) diff --git a/pkg/agent/storage/s3.go b/pkg/agent/storage/s3.go index b0a305e2a7..728b045d1a 100644 --- a/pkg/agent/storage/s3.go +++ b/pkg/agent/storage/s3.go @@ -114,7 +114,12 @@ func (s *S3ObjectDownloader) GetAllObjects(s3Svc s3iface.S3API) ([]s3manager.Bat }, Writer: file, After: func() error { - defer file.Close() + defer func(file *os.File) { + closeErr := file.Close() + if closeErr != nil { + log.Error(closeErr, "failed to close file") + } + }(file) return nil }, } diff --git a/pkg/agent/storage/utils.go b/pkg/agent/storage/utils.go index d621324316..c08c137e8c 100644 --- a/pkg/agent/storage/utils.go +++ b/pkg/agent/storage/utils.go @@ -73,7 +73,12 @@ func RemoveDir(dir string) error { if err != nil { return err } - defer d.Close() + defer func(d *os.File) { + closeErr := d.Close() + if closeErr != nil { + log.Error(closeErr, "failed to close file") + } + }(d) names, err := d.Readdirnames(-1) if err != nil { return err diff --git a/pkg/agent/watcher.go b/pkg/agent/watcher.go index df0b97cebe..fb640a918c 100644 --- a/pkg/agent/watcher.go +++ b/pkg/agent/watcher.go @@ -83,7 +83,12 @@ func (w *Watcher) Start() { w.logger.Error(err, "Failed to create model dir watcher") panic(err) } - defer watcher.Close() + defer func(watcher *fsnotify.Watcher) { + closeErr := watcher.Close() + if closeErr != nil { + w.logger.Error(closeErr, "Failed to close watcher") + } + }(watcher) if err = watcher.Add(w.configDir); err != nil { w.logger.Error(err, "Failed to add watcher config dir") } From 312bf9b6eebf1b14862d93b34e64cd18eb038026 Mon Sep 17 00:00:00 2001 From: Dan Sun Date: Sat, 30 Dec 2023 22:50:40 -0500 Subject: [PATCH 31/33] Add model arguments to API and update BERT inference example (#3332) * Update bert tokenizer example Signed-off-by: Dan Sun * Generate id for infer request Signed-off-by: Dan Sun * Fix model name in tests Signed-off-by: Dan Sun * Fix model_name argument Signed-off-by: Dan Sun * Fix predictor_protocol Signed-off-by: Dan Sun * Generate request id if none Signed-off-by: Dan Sun * Set default None for PredictorConfig Signed-off-by: Dan Sun * Add comment Signed-off-by: Dan Sun * Enable doc with default values Signed-off-by: Dan Sun * Add back add_help false Signed-off-by: Dan Sun * Update protocol choices Signed-off-by: Dan Sun * Fix grpc-v2 choice Signed-off-by: Dan Sun --------- Signed-off-by: Dan Sun --- docs/samples/v1beta1/triton/bert/README.md | 175 +- .../triton/bert/bert_tokenizer_v2/Dockerfile | 11 - .../bert_transformer_v2/__init__.py | 0 .../bert_transformer_v2/__main__.py | 30 - .../bert_transformer_v2/bert_transformer.py | 90 - .../triton/bert/bert_tokenizer_v2/setup.py | 26 - .../v1beta1/triton/bert/bert_v1beta1.yaml | 8 +- .../alibiexplainer/alibiexplainer/parser.py | 8 - python/artexplainer/artserver/__main__.py | 4 - python/custom_model/model.py | 4 - python/custom_tokenizer.Dockerfile | 48 + python/custom_tokenizer/config.pbtxt | 46 + .../custom_tokenizer}/data_processing.py | 4 +- python/custom_tokenizer/poetry.lock | 2584 ++ python/custom_tokenizer/pyproject.toml | 28 + .../custom_tokenizer}/tokenization.py | 5 +- python/custom_tokenizer/transformer.py | 91 + python/custom_tokenizer/vocab.txt | 30522 ++++++++++++++++ python/custom_transformer/model.py | 25 +- python/custom_transformer/model_grpc.py | 11 +- python/kserve/kserve/model.py | 28 +- python/kserve/kserve/model_server.py | 39 +- python/kserve/kserve/protocol/infer_type.py | 6 +- python/lgbserver/lgbserver/__main__.py | 3 - python/paddleserver/paddleserver/__main__.py | 3 - python/pmmlserver/pmmlserver/__main__.py | 3 - .../sklearnserver/sklearnserver/__main__.py | 3 - .../graph/error_404_isvc/model.py | 5 - .../graph/success_200_isvc/model.py | 5 - python/xgbserver/xgbserver/__main__.py | 3 - test/e2e/custom/test_custom_model_grpc.py | 13 +- test/e2e/predictor/test_grpc.py | 3 +- test/e2e/predictor/test_triton.py | 2 +- 33 files changed, 33397 insertions(+), 439 deletions(-) delete mode 100644 docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/Dockerfile delete mode 100644 docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/__init__.py delete mode 100644 docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/__main__.py delete mode 100644 docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/bert_transformer.py delete mode 100644 docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/setup.py create mode 100644 python/custom_tokenizer.Dockerfile create mode 100644 python/custom_tokenizer/config.pbtxt rename {docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2 => python/custom_tokenizer}/data_processing.py (99%) create mode 100644 python/custom_tokenizer/poetry.lock create mode 100644 python/custom_tokenizer/pyproject.toml rename {docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2 => python/custom_tokenizer}/tokenization.py (99%) create mode 100644 python/custom_tokenizer/transformer.py create mode 100644 python/custom_tokenizer/vocab.txt diff --git a/docs/samples/v1beta1/triton/bert/README.md b/docs/samples/v1beta1/triton/bert/README.md index 47890c89be..44c021a6a8 100644 --- a/docs/samples/v1beta1/triton/bert/README.md +++ b/docs/samples/v1beta1/triton/bert/README.md @@ -1,174 +1 @@ - -# QA Inference with BERT model using Triton Inference Server -Bidirectional Embedding Representations from Transformers (BERT), is a method of pre-training language representations which obtains state-of-the-art results on a wide array of Natural Language Processing (NLP) tasks. - -This example demonstrates -- Inference on Question Answering (QA) task with BERT Base/Large model -- The use of fine-tuned NVIDIA BERT models -- Deploy Transformer for preprocess using BERT tokenizer -- Deploy BERT model on Triton Inference Server -- Inference with V2 KServe protocol - -We can run inference on a fine-tuned BERT model for tasks like Question Answering. - -Here we use a BERT model fine-tuned on a SQuaD 2.0 Dataset which contains 100,000+ question-answer pairs on 500+ articles combined with over 50,000 new, unanswerable questions. - -## Setup -1. Your ~/.kube/config should point to a cluster with [KServe 0.5 installed](https://github.com/kserve/kserve#installation). -2. Your cluster's Istio Ingress gateway must be [network accessible](https://istio.io/latest/docs/tasks/traffic-management/ingress/ingress-control/). -3. Skip [tag resolution](https://knative.dev/docs/serving/tag-resolution/) for `nvcr.io` which requires auth to resolve triton inference server image digest -```bash -kubectl patch cm config-deployment --patch '{"data":{"registriesSkippingTagResolving":"nvcr.io"}}' -n knative-serving -``` -4. Increase progress deadline since pulling triton image and big bert model may longer than default timeout for 120s, this setting requires knative 0.15.0+ -```bash -kubectl patch cm config-deployment --patch '{"data":{"progressDeadline": "600s"}}' -n knative-serving -``` -## Extend KFServer and Implement pre/postprocess and predict - -- The `preprocess` handler converts the paragraph and the question to BERT input using BERT tokenizer -- The `predict` handler calls `Triton Inference Server` using PYTHON REST API -- The `postprocess` handler converts raw prediction to the answer with the probability -```python -class BertTransformer(kserve.Model): - def __init__(self, name: str, predictor_host: str): - super().__init__(name) - self.short_paragraph_text = "The Apollo program was the third United States human spaceflight program. First conceived as a three-man spacecraft to follow the one-man Project Mercury which put the first Americans in space, Apollo was dedicated to President John F. Kennedy's national goal of landing a man on the Moon. The first manned flight of Apollo was in 1968. Apollo ran from 1961 to 1972 followed by the Apollo-Soyuz Test Project a joint Earth orbit mission with the Soviet Union in 1975." - - self.predictor_host = predictor_host - self.tokenizer = tokenization.FullTokenizer(vocab_file="/mnt/models/vocab.txt", do_lower_case=True) - self.model_name = "bert_tf_v2_large_fp16_128_v2" - self.triton_client = None - - def preprocess(self, inputs: Dict) -> Dict: - self.doc_tokens = data_processing.convert_doc_tokens(self.short_paragraph_text) - self.features = data_processing.convert_examples_to_features(self.doc_tokens, inputs["instances"][0], self.tokenizer, 128, 128, 64) - return self.features - - def predict(self, features: Dict) -> Dict: - if not self.triton_client: - self.triton_client = httpclient.InferenceServerClient( - url=self.predictor_host, verbose=True) - - unique_ids = np.zeros([1,1], dtype=np.int32) - segment_ids = features["segment_ids"].reshape(1,128) - input_ids = features["input_ids"].reshape(1,128) - input_mask = features["input_mask"].reshape(1,128) - - inputs = [] - inputs.append(httpclient.InferInput('unique_ids', [1,1], "INT32")) - inputs.append(httpclient.InferInput('segment_ids', [1, 128], "INT32")) - inputs.append(httpclient.InferInput('input_ids', [1, 128], "INT32")) - inputs.append(httpclient.InferInput('input_mask', [1, 128], "INT32")) - inputs[0].set_data_from_numpy(unique_ids) - inputs[1].set_data_from_numpy(segment_ids) - inputs[2].set_data_from_numpy(input_ids) - inputs[3].set_data_from_numpy(input_mask) - - outputs = [] - outputs.append(httpclient.InferRequestedOutput('start_logits', binary_data=False)) - outputs.append(httpclient.InferRequestedOutput('end_logits', binary_data=False)) - result = self.triton_client.infer(self.model_name, inputs, outputs=outputs) - return result.get_response() - - def postprocess(self, result: Dict) -> Dict: - end_logits = result['outputs'][0]['data'] - start_logits = result['outputs'][1]['data'] - n_best_size = 20 - - # The maximum length of an answer that can be generated. This is needed - # because the start and end predictions are not conditioned on one another - max_answer_length = 30 - - (prediction, nbest_json, scores_diff_json) = \ - data_processing.get_predictions(self.doc_tokens, self.features, start_logits, end_logits, n_best_size, max_answer_length) - return {"predictions": prediction, "prob": nbest_json[0]['probability'] * 100.0} -``` - -Build the KServe Transformer image with above code -```bash -cd bert_tokenizer_v2 -docker build -t $USER/bert_transformer-v2:latest . --rm -``` -Or you can use the prebuild image `kfserving/bert-transformer-v2:latest` - -## Create the InferenceService -Add above custom KServe Transformer image and Triton Predictor to the `InferenceService` spec -```yaml -apiVersion: "serving.kserve.io/v1beta1" -kind: "InferenceService" -metadata: - name: "bert-v2" -spec: - transformer: - containers: - - name: kfserving-container - image: kfserving/bert-transformer-v2:latest - command: - - "python" - - "-m" - - "bert_transformer_v2" - env: - - name: STORAGE_URI - value: "gs://kfserving-examples/models/triton/bert-transformer" - predictor: - triton: - runtimeVersion: 20.10-py3 - resources: - limits: - cpu: "1" - memory: 8Gi - requests: - cpu: "1" - memory: 8Gi - storageUri: "gs://kfserving-examples/models/triton/bert" -``` - -Apply the `InferenceService` yaml. -``` -kubectl apply -f bert_v1beta1.yaml -``` - -Expected Output -``` -inferenceservice.serving.kserve.io/bert-v2 created -``` -## Check the InferenceService -``` -kubectl get inferenceservice bert-v2 -NAME URL READY AGE -bert-v2 http://bert-v2.default.35.229.120.99.xip.io True 71s -``` -you will see both transformer and predictor are created and in ready state -``` -kubectl get revision -l serving.kserve.io/inferenceservice=bert-v2 -NAME CONFIG NAME K8S SERVICE NAME GENERATION READY REASON -bert-v2-predictor-default-plhgs bert-v2-predictor-default bert-v2-predictor-default-plhgs 1 True -bert-v2-transformer-default-sd6nc bert-v2-transformer-default bert-v2-transformer-default-sd6nc 1 True -``` -## Run a Prediction -The first step is to [determine the ingress IP and ports](../../../../../README.md#determine-the-ingress-ip-and-ports) and set `INGRESS_HOST` and `INGRESS_PORT` - -Send a question request with following input, the transformer expects sending a list of `instances` or `inputs` and `preprocess` then converts -the inputs to expected tensor sending to `Triton Inference Server`. -```json -{ - "instances": [ - "What President is credited with the original notion of putting Americans in space?" - ] -} -``` - -```bash -MODEL_NAME=bert-v2 -INPUT_PATH=@./input.json -SERVICE_HOSTNAME=$(kubectl get inferenceservices bert-v2 -o jsonpath='{.status.url}' | cut -d "/" -f 3) - -curl -v -H "Host: ${SERVICE_HOSTNAME}" -d $INPUT_PATH http://${INGRESS_HOST}:${INGRESS_PORT}/v1/models/$MODEL_NAME:predict -``` - -Expected output -``` -{"predictions": "John F. Kennedy", "prob": 77.91848979818604} -``` - +Please refer to [website BERT example](https://github.com/kserve/website/tree/main/docs/modelserving/v1beta1/triton/bert) diff --git a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/Dockerfile b/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/Dockerfile deleted file mode 100644 index 68b2352131..0000000000 --- a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/Dockerfile +++ /dev/null @@ -1,11 +0,0 @@ -FROM python:3.7-slim -RUN apt-get update \ - && apt-get install -y wget \ - && rm -rf /var/lib/apt/lists/* -RUN pip install --no-cache-dir kfserving -RUN pip install --no-cache-dir tritonclient[all] --extra-index-url=https://pypi.ngc.nvidia.com -COPY bert_transformer_v2 bert_transformer_v2/bert_transformer_v2 -COPY setup.py bert_transformer_v2/setup.py -WORKDIR bert_transformer_v2 -RUN pip install --no-cache-dir -e . -ENTRYPOINT ["python", "-m", "bert_transformer_v2"] diff --git a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/__init__.py b/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/__init__.py deleted file mode 100644 index e69de29bb2..0000000000 diff --git a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/__main__.py b/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/__main__.py deleted file mode 100644 index 3aeb064acd..0000000000 --- a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/__main__.py +++ /dev/null @@ -1,30 +0,0 @@ -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - -import kserve -import argparse -from .bert_transformer import BertTransformer - -DEFAULT_MODEL_NAME = "model" - -parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') -parser.add_argument('--predictor_host', help='The URL for the model predict function', required=True) - -args, _ = parser.parse_known_args() - -if __name__ == "__main__": - transformer = BertTransformer(args.model_name, predictor_host=args.predictor_host) - server = kserve.ModelServer() - server.start(models=[transformer]) diff --git a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/bert_transformer.py b/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/bert_transformer.py deleted file mode 100644 index 018c3441b3..0000000000 --- a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/bert_transformer.py +++ /dev/null @@ -1,90 +0,0 @@ -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. - -import kserve -from typing import Dict, Union -import numpy as np - -from kserve import InferRequest, InferResponse -from kserve.protocol.grpc.grpc_predict_v2_pb2 import ModelInferRequest, ModelInferResponse -from . import tokenization -from . import data_processing -import tritonclient.http as httpclient -import logging - -logging.basicConfig(level=logging.DEBUG) - - -class BertTransformer(kserve.Model): - def __init__(self, name: str, predictor_host: str): - super().__init__(name) - self.short_paragraph_text = "The Apollo program was the third United States human spaceflight program. " \ - "First conceived as a three-man spacecraft to follow the one-man Project Mercury " \ - "which put the first Americans in space, Apollo was dedicated to President" \ - " John F. Kennedy's national goal of landing a man on the Moon. The first manned " \ - "flight of Apollo was in 1968. Apollo ran from 1961 to 1972 followed by " \ - "the Apollo-Soyuz Test Project a joint Earth orbit mission with " \ - "the Soviet Union in 1975." - - self.predictor_host = predictor_host - self.tokenizer = tokenization.FullTokenizer(vocab_file="/mnt/models/vocab.txt", do_lower_case=True) - self.model_name = "bert_tf_v2_large_fp16_128_v2" - self.triton_client = None - - def preprocess(self, inputs: Union[Dict, InferRequest], - headers: Dict[str, str] = None) -> Union[Dict, InferRequest]: - self.doc_tokens = data_processing.convert_doc_tokens(self.short_paragraph_text) - self.features = data_processing.convert_examples_to_features(self.doc_tokens, inputs["instances"][0], - self.tokenizer, 128, 128, 64) - return self.features - - def predict(self, features: Union[Dict, InferRequest, ModelInferRequest], - headers: Dict[str, str] = None) -> Union[Dict, InferResponse, ModelInferResponse]: - if not self.triton_client: - self.triton_client = httpclient.InferenceServerClient( - url=self.predictor_host, verbose=True) - - unique_ids = np.zeros([1, 1], dtype=np.int32) - segment_ids = features["segment_ids"].reshape(1, 128) - input_ids = features["input_ids"].reshape(1, 128) - input_mask = features["input_mask"].reshape(1, 128) - - inputs = [httpclient.InferInput('unique_ids', [1, 1], "INT32"), - httpclient.InferInput('segment_ids', [1, 128], "INT32"), - httpclient.InferInput('input_ids', [1, 128], "INT32"), - httpclient.InferInput('input_mask', [1, 128], "INT32")] - inputs[0].set_data_from_numpy(unique_ids) - inputs[1].set_data_from_numpy(segment_ids) - inputs[2].set_data_from_numpy(input_ids) - inputs[3].set_data_from_numpy(input_mask) - - outputs = [httpclient.InferRequestedOutput('start_logits', binary_data=False), - httpclient.InferRequestedOutput('end_logits', binary_data=False)] - result = self.triton_client.infer(self.model_name, inputs, outputs=outputs) - return result.get_response() - - def postprocess(self, result: Union[Dict, InferResponse, ModelInferResponse], headers: Dict[str, str] = None) \ - -> Union[Dict, ModelInferResponse]: - logging.info(result) - end_logits = result['outputs'][0]['data'] - start_logits = result['outputs'][1]['data'] - n_best_size = 20 - - # The maximum length of an answer that can be generated. This is needed - # because the start and end predictions are not conditioned on one another - max_answer_length = 30 - - (prediction, nbest_json, scores_diff_json) = \ - data_processing.get_predictions(self.doc_tokens, self.features, start_logits, end_logits, n_best_size, - max_answer_length) - return {"predictions": prediction, "prob": nbest_json[0]['probability'] * 100.0} diff --git a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/setup.py b/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/setup.py deleted file mode 100644 index e1c152d6df..0000000000 --- a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/setup.py +++ /dev/null @@ -1,26 +0,0 @@ -import os - -from setuptools import setup, find_packages - -tests_require = [ - 'pytest', - 'mypy' -] - -with open(os.path.join(os.getcwd(), '../../../../../../python/VERSION')) as version_file: - version = version_file.read().strip() - -setup( - name='bert_transformer_v2', - version='0.1.0', - author_email='dsun20@bloomberg.net', - description='BertTransformerV2', - python_requires='>=3.7', - packages=find_packages("bert_transformer"), - install_requires=[ - f"kserve>={version}", - "tensorflow==2.7.2", - ], - tests_require=tests_require, - extras_require={'test': tests_require} -) diff --git a/docs/samples/v1beta1/triton/bert/bert_v1beta1.yaml b/docs/samples/v1beta1/triton/bert/bert_v1beta1.yaml index 909ff5022c..aa74ad8271 100644 --- a/docs/samples/v1beta1/triton/bert/bert_v1beta1.yaml +++ b/docs/samples/v1beta1/triton/bert/bert_v1beta1.yaml @@ -6,17 +6,13 @@ spec: transformer: containers: - name: kserve-container - image: kfserving/bert-transformer-v2:latest - command: - - "python" - - "-m" - - "bert_transformer_v2" + image: kserve/bert-tokenizer:latest env: - name: STORAGE_URI value: "gs://kfserving-examples/models/triton/bert-transformer" predictor: triton: - runtimeVersion: 20.10-py3 + runtimeVersion: 23.10-py3 resources: limits: cpu: "1" diff --git a/python/alibiexplainer/alibiexplainer/parser.py b/python/alibiexplainer/alibiexplainer/parser.py index cdedd44d86..2a095a8ad5 100644 --- a/python/alibiexplainer/alibiexplainer/parser.py +++ b/python/alibiexplainer/alibiexplainer/parser.py @@ -145,14 +145,6 @@ def addCommonParserArgs(parser): def parse_args(sys_args): parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) - parser.add_argument( - "--model_name", - default=DEFAULT_EXPLAINER_NAME, - help="The name of model explainer.", - ) - parser.add_argument( - "--predictor_host", help="The host for the predictor", required=True - ) parser.add_argument( "--storage_uri", help="The URI of a pretrained explainer", diff --git a/python/artexplainer/artserver/__main__.py b/python/artexplainer/artserver/__main__.py index ec7f241d26..2ecabb2116 100644 --- a/python/artexplainer/artserver/__main__.py +++ b/python/artexplainer/artserver/__main__.py @@ -18,15 +18,12 @@ import kserve -DEFAULT_MODEL_NAME = "art-explainer" DEFAULT_ADVERSARY_TYPE = "SquareAttack" DEFAULT_MAX_ITER = "1000" DEFAULT_NB_CLASSES = "10" parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') parser.add_argument('--adversary_type', default=DEFAULT_ADVERSARY_TYPE, help='What type of adversarial tool to use.') parser.add_argument('--max_iter', default=DEFAULT_MAX_ITER, @@ -34,7 +31,6 @@ parser.add_argument('--nb_classes', default=DEFAULT_NB_CLASSES, help='The number of different classification types.') -parser.add_argument('--predictor_host', help='The host for the predictor', required=True) args, _ = parser.parse_known_args() if __name__ == "__main__": diff --git a/python/custom_model/model.py b/python/custom_model/model.py index 93b05cc56f..4ab7140cc4 100644 --- a/python/custom_model/model.py +++ b/python/custom_model/model.py @@ -33,7 +33,6 @@ class AlexNetModel(Model): def __init__(self, name: str): super().__init__(name) - self.name = name self.model = None self.ready = False self.load() @@ -99,9 +98,6 @@ def predict(self, input_tensor: torch.Tensor, headers: Dict[str, str] = None) -> parser = argparse.ArgumentParser(parents=[model_server.parser]) -parser.add_argument( - "--model_name", help="The name that the model is served under.", default="custom-model" -) args, _ = parser.parse_known_args() if __name__ == "__main__": diff --git a/python/custom_tokenizer.Dockerfile b/python/custom_tokenizer.Dockerfile new file mode 100644 index 0000000000..ffe4ead40a --- /dev/null +++ b/python/custom_tokenizer.Dockerfile @@ -0,0 +1,48 @@ +ARG PYTHON_VERSION=3.9 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG VENV_PATH=/prod_venv + +FROM ${BASE_IMAGE} as builder + +# Install Poetry +ARG POETRY_HOME=/opt/poetry +ARG POETRY_VERSION=1.7.1 + +RUN python3 -m venv ${POETRY_HOME} && ${POETRY_HOME}/bin/pip install poetry==${POETRY_VERSION} +ENV PATH="$PATH:${POETRY_HOME}/bin" + +# Activate virtual env +ARG VENV_PATH +ENV VIRTUAL_ENV=${VENV_PATH} +RUN python3 -m venv $VIRTUAL_ENV +ENV PATH="$VIRTUAL_ENV/bin:$PATH" + +COPY kserve/pyproject.toml kserve/poetry.lock kserve/ +RUN cd kserve && poetry install --no-root --no-interaction --no-cache +COPY kserve kserve +RUN cd kserve && poetry install --no-interaction --no-cache + +COPY custom_tokenizer/pyproject.toml custom_tokenizer/poetry.lock custom_tokenizer/ +RUN cd custom_tokenizer && poetry install --no-root --no-interaction --no-cache +COPY custom_tokenizer custom_tokenizer +RUN cd custom_tokenizer && poetry install --no-interaction --no-cache + + +FROM ${BASE_IMAGE} as prod + +COPY third_party third_party + +# Activate virtual env +ARG VENV_PATH +ENV VIRTUAL_ENV=${VENV_PATH} +ENV PATH="$VIRTUAL_ENV/bin:$PATH" + +RUN useradd kserve -m -u 1000 -d /home/kserve + +COPY --from=builder --chown=kserve:kserve $VIRTUAL_ENV $VIRTUAL_ENV +COPY --from=builder kserve kserve +COPY --from=builder custom_tokenizer custom_tokenizer + +USER 1000 +ENTRYPOINT ["python", "-m", "custom_tokenizer.transformer"] + diff --git a/python/custom_tokenizer/config.pbtxt b/python/custom_tokenizer/config.pbtxt new file mode 100644 index 0000000000..2da8bea16d --- /dev/null +++ b/python/custom_tokenizer/config.pbtxt @@ -0,0 +1,46 @@ + +name: "bert_tf_v2_large_fp16_128_v2" +platform: "tensorflow_savedmodel" +max_batch_size: 1 +input [ + { + name: "unique_ids" + data_type: TYPE_INT32 + dims: [ 1 ] + reshape: { shape: [ ] } + }, + { + name: "segment_ids" + data_type: TYPE_INT32 + dims: 128 + }, + { + name: "input_ids" + data_type: TYPE_INT32 + dims: 128 + }, + { + name: "input_mask" + data_type: TYPE_INT32 + dims: 128 + } + ] + output [ + { + name: "end_logits" + data_type: TYPE_FP32 + dims: 128 + }, + { + name: "start_logits" + data_type: TYPE_FP32 + dims: 128 + } +] + +instance_group [ + { + count: 1 + kind: KIND_CPU + } +] diff --git a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/data_processing.py b/python/custom_tokenizer/data_processing.py similarity index 99% rename from docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/data_processing.py rename to python/custom_tokenizer/data_processing.py index 260b5d7f80..646e6082fe 100644 --- a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/data_processing.py +++ b/python/custom_tokenizer/data_processing.py @@ -1,4 +1,4 @@ -# coding=utf-8 +# Copyright 2023 The KServe Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -14,7 +14,7 @@ # Modifications copyright (C) 2019 NVIDIA Corp. -from . import tokenization +import tokenization import collections import numpy as np import six diff --git a/python/custom_tokenizer/poetry.lock b/python/custom_tokenizer/poetry.lock new file mode 100644 index 0000000000..ca3f5d16b0 --- /dev/null +++ b/python/custom_tokenizer/poetry.lock @@ -0,0 +1,2584 @@ +# This file is 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+1,28 @@ +[tool.poetry] +name = "custom_tokenizer" +version = "0.12.0rc0" +description = "Custom Tokenizer Examples. Not intended for use outside KServe Frameworks Images." +authors = ["Dan Sun "] +license = "https://github.com/kserve/kserve/blob/master/LICENSE" +packages = [ + { include = "*.py" } +] + +[tool.poetry.dependencies] +python = ">=3.9,<3.12" +kserve = {path = "../kserve", develop = true} + +[tool.poetry.group.test] +optional = true + +[tool.poetry.group.test.dependencies] +pytest = "^7.2.0" +mypy = "^0.991" + +[tool.poetry-version-plugin] +source = "file" +file_path = "../VERSION" + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/tokenization.py b/python/custom_tokenizer/tokenization.py similarity index 99% rename from docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/tokenization.py rename to python/custom_tokenizer/tokenization.py index be1090990b..d0d5f2aa6e 100644 --- a/docs/samples/v1beta1/triton/bert/bert_tokenizer_v2/bert_transformer_v2/tokenization.py +++ b/python/custom_tokenizer/tokenization.py @@ -1,4 +1,4 @@ -# coding=utf-8 +# Copyright 2023 The KServe Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -21,7 +21,6 @@ import re import unicodedata import six -import tensorflow as tf def validate_case_matches_checkpoint(do_lower_case, init_checkpoint): @@ -107,7 +106,7 @@ def load_vocab(vocab_file): """Loads a vocabulary file into a dictionary.""" vocab = collections.OrderedDict() index = 0 - with tf.gfile.GFile(vocab_file, "r") as reader: + with open(vocab_file, "r") as reader: while True: token = convert_to_unicode(reader.readline()) if not token: diff --git a/python/custom_tokenizer/transformer.py b/python/custom_tokenizer/transformer.py new file mode 100644 index 0000000000..cd2d901c51 --- /dev/null +++ b/python/custom_tokenizer/transformer.py @@ -0,0 +1,91 @@ +# Copyright 2023 The KServe Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import argparse + +import kserve +from typing import Dict, Union +import numpy as np + +from kserve import InferRequest, InferResponse, InferInput, model_server, ModelServer +import tokenization +import data_processing +import logging + +from kserve.model import PredictorConfig + +logging.basicConfig(level=logging.DEBUG) + + +class Tokenizer(kserve.Model): + def __init__(self, name: str, predictor_host: str, predictor_protocol: str, predictor_use_ssl: bool): + super().__init__(name, PredictorConfig(predictor_host, predictor_protocol, predictor_use_ssl)) + self.short_paragraph_text = "The Apollo program was the third United States human spaceflight program. " \ + "First conceived as a three-man spacecraft to follow the one-man Project Mercury " \ + "which put the first Americans in space, Apollo was dedicated to President" \ + " John F. Kennedy's national goal of landing a man on the Moon. The first manned " \ + "flight of Apollo was in 1968. Apollo ran from 1961 to 1972 followed by " \ + "the Apollo-Soyuz Test Project a joint Earth orbit mission with " \ + "the Soviet Union in 1975." + self.tokenizer = tokenization.FullTokenizer(vocab_file=args.vocab_file, do_lower_case=True) + self.ready = True + + def preprocess(self, payload: Union[Dict, InferRequest], headers: Dict[str, str] = None) \ + -> Union[Dict, InferRequest]: + self.doc_tokens = data_processing.convert_doc_tokens(self.short_paragraph_text) + self.features = data_processing.convert_examples_to_features(self.doc_tokens, payload["instances"][0], + self.tokenizer, 128, 128, 64) + unique_ids = np.zeros([1, 1], dtype=np.int32) + segment_ids = self.features["segment_ids"].reshape(1, 128) + input_ids = self.features["input_ids"].reshape(1, 128) + input_mask = self.features["input_mask"].reshape(1, 128) + infer_inputs = [InferInput(name="unique_ids", datatype='INT32', shape=list(unique_ids.shape), + data=unique_ids), + InferInput(name="segment_ids", datatype='INT32', shape=list(segment_ids.shape), + data=segment_ids), + InferInput(name="input_ids", datatype='INT32', shape=list(input_ids.shape), + data=input_ids), + InferInput(name="input_mask", datatype='INT32', shape=list(input_mask.shape), + data=input_mask) + ] + return InferRequest(model_name=self.name, infer_inputs=infer_inputs) + + def postprocess(self, infer_response: Union[Dict, InferResponse], headers: Dict[str, str] = None) \ + -> Union[Dict, InferResponse]: + logging.info(infer_response.__dict__) + + end_logits = infer_response.outputs[0].data + start_logits = infer_response.outputs[1].data + n_best_size = 20 + + # The maximum length of an answer that can be generated. This is needed + # because the start and end predictions are not conditioned on one another + max_answer_length = 30 + + (prediction, nbest_json, scores_diff_json) = \ + data_processing.get_predictions(self.doc_tokens, self.features, start_logits, end_logits, n_best_size, + max_answer_length) + + return {"predictions": prediction, "prob": nbest_json[0]['probability'] * 100.0} + + +parser = argparse.ArgumentParser(parents=[model_server.parser]) +parser.add_argument( + "--vocab_file", help="The name of the vocab file." +) +args, _ = parser.parse_known_args() + +if __name__ == "__main__": + model = Tokenizer(args.model_name, predictor_host=args.predictor_host, + predictor_protocol=args.predictor_protocol, predictor_use_ssl=args.predictor_use_ssl) + ModelServer().start([model]) diff --git a/python/custom_tokenizer/vocab.txt b/python/custom_tokenizer/vocab.txt new file mode 100644 index 0000000000..fb140275c1 --- /dev/null +++ b/python/custom_tokenizer/vocab.txt @@ -0,0 +1,30522 @@ +[PAD] +[unused0] +[unused1] +[unused2] +[unused3] +[unused4] +[unused5] +[unused6] +[unused7] +[unused8] +[unused9] +[unused10] +[unused11] +[unused12] +[unused13] +[unused14] +[unused15] +[unused16] +[unused17] +[unused18] +[unused19] +[unused20] +[unused21] +[unused22] +[unused23] +[unused24] +[unused25] +[unused26] +[unused27] +[unused28] +[unused29] +[unused30] +[unused31] +[unused32] +[unused33] +[unused34] +[unused35] +[unused36] +[unused37] +[unused38] +[unused39] +[unused40] +[unused41] +[unused42] +[unused43] +[unused44] +[unused45] +[unused46] +[unused47] +[unused48] +[unused49] +[unused50] +[unused51] +[unused52] +[unused53] +[unused54] +[unused55] +[unused56] +[unused57] +[unused58] +[unused59] +[unused60] +[unused61] +[unused62] +[unused63] +[unused64] +[unused65] +[unused66] +[unused67] +[unused68] +[unused69] +[unused70] +[unused71] +[unused72] +[unused73] +[unused74] +[unused75] +[unused76] +[unused77] +[unused78] +[unused79] +[unused80] +[unused81] +[unused82] +[unused83] 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+##的 +##皇 +##目 +##相 +##省 +##真 +##石 +##示 +##社 +##神 +##福 +##禾 +##秀 +##秋 +##空 +##立 +##章 +##竹 +##糹 +##美 +##義 +##耳 +##良 +##艹 +##花 +##英 +##華 +##葉 +##藤 +##行 +##街 +##西 +##見 +##訁 +##語 +##谷 +##貝 +##貴 +##車 +##軍 +##辶 +##道 +##郎 +##郡 +##部 +##都 +##里 +##野 +##金 +##鈴 +##镇 +##長 +##門 +##間 +##阝 +##阿 +##陳 +##陽 +##雄 +##青 +##面 +##風 +##食 +##香 +##馬 +##高 +##龍 +##龸 +##fi +##fl +##！ +##（ +##） +##， +##－ +##． +##／ +##： +##？ +##～ diff --git a/python/custom_transformer/model.py b/python/custom_transformer/model.py index fddd5069d7..5ced644afe 100644 --- a/python/custom_transformer/model.py +++ b/python/custom_transformer/model.py @@ -22,7 +22,7 @@ from PIL import Image from torchvision import transforms from kserve import Model, ModelServer, model_server, InferInput, InferRequest, InferResponse -from kserve.model import PredictorProtocol +from kserve.model import PredictorProtocol, PredictorConfig def image_transform(model_name, data): @@ -52,11 +52,8 @@ def image_transform(model_name, data): class ImageTransformer(Model): - def __init__(self, name: str, predictor_host: str, protocol: str, use_ssl: bool): - super().__init__(name) - self.predictor_host = predictor_host - self.protocol = protocol - self.use_ssl = use_ssl + def __init__(self, name: str, predictor_host: str, predictor_protocol: str, predictor_use_ssl: bool): + super().__init__(name, PredictorConfig(predictor_host, predictor_protocol, predictor_use_ssl)) self.ready = True def preprocess(self, payload: Union[Dict, InferRequest], headers: Dict[str, str] = None) \ @@ -87,6 +84,7 @@ def postprocess(self, infer_response: Union[Dict, InferResponse], headers: Dict[ if self.protocol == PredictorProtocol.REST_V1.value: return infer_response else: + # if predictor protocol is v2 but transformer uses v1 res = infer_response.to_rest() return {"predictions": res["outputs"][0]["data"]} else: @@ -94,21 +92,10 @@ def postprocess(self, infer_response: Union[Dict, InferResponse], headers: Dict[ parser = argparse.ArgumentParser(parents=[model_server.parser]) -parser.add_argument( - "--predictor_host", help="The URL for the model predict function", required=True -) -parser.add_argument( - "--protocol", help="The protocol for the predictor", default="v1" -) -parser.add_argument( - "--model_name", help="The name that the model is served under." -) -parser.add_argument( - "--use_ssl", help="Use ssl for connecting to the predictor", action='store_true' -) args, _ = parser.parse_known_args() if __name__ == "__main__": model = ImageTransformer(args.model_name, predictor_host=args.predictor_host, - protocol=args.protocol, use_ssl=args.use_ssl) + predictor_protocol=args.predictor_protocol, + predictor_use_ssl=args.predictor_use_ssl) ModelServer().start([model]) diff --git a/python/custom_transformer/model_grpc.py b/python/custom_transformer/model_grpc.py index 5a38d22bc8..39ad8dbf33 100644 --- a/python/custom_transformer/model_grpc.py +++ b/python/custom_transformer/model_grpc.py @@ -58,18 +58,9 @@ def preprocess(self, request: InferRequest, headers: Dict[str, str] = None) -> I parser = argparse.ArgumentParser(parents=[model_server.parser]) -parser.add_argument( - "--predictor_host", help="The URL for the model predict function", required=True -) -parser.add_argument( - "--protocol", help="The protocol for the predictor", default="v1" -) -parser.add_argument( - "--model_name", help="The name that the model is served under." -) args, _ = parser.parse_known_args() if __name__ == "__main__": model = ImageTransformer(args.model_name, predictor_host=args.predictor_host, - protocol=args.protocol) + protocol=args.predictor_protocol) ModelServer(workers=1).start([model]) diff --git a/python/kserve/kserve/model.py b/python/kserve/kserve/model.py index a66214124d..aa8f1cd5e8 100644 --- a/python/kserve/kserve/model.py +++ b/python/kserve/kserve/model.py @@ -15,7 +15,7 @@ import inspect import time from enum import Enum -from typing import Dict, List, Union +from typing import Dict, List, Union, Optional import grpc import httpx @@ -58,8 +58,19 @@ def get_latency_ms(start: float, end: float) -> float: return round((end - start) * 1000, 9) +class PredictorConfig: + def __init__(self, predictor_host: str, + predictor_protocol: str = PredictorProtocol.REST_V1.value, + predictor_use_ssl: bool = False, + predictor_request_timeout_seconds: int = 600): + self.predictor_host = predictor_host + self.predictor_protocol = predictor_protocol + self.predictor_use_ssl = predictor_use_ssl + self.predictor_request_timeout_seconds = predictor_request_timeout_seconds + + class Model: - def __init__(self, name: str): + def __init__(self, name: str, predictor_config: Optional[PredictorConfig] = None): """KServe Model Public Interface Model is intended to be subclassed by various components within KServe. @@ -69,17 +80,18 @@ def __init__(self, name: str): """ self.name = name self.ready = False - self.protocol = PredictorProtocol.REST_V1.value - self.predictor_host = None - self.explainer_host = None - # The timeout matches what is set in generated Istio resources. + # The predictor config member fields are kept for backwards compatibility as they could be set outside + self.protocol = predictor_config.predictor_protocol if predictor_config else PredictorProtocol.REST_V1.value + self.predictor_host = predictor_config.predictor_host if predictor_config else None + # The default timeout matches what is set in generated Istio virtual service resources. # We generally don't want things to time out at the request level here, # timeouts should be handled elsewhere in the system. - self.timeout = 600 + self.timeout = predictor_config.predictor_request_timeout_seconds if predictor_config else 600 + self.use_ssl = predictor_config.predictor_use_ssl if predictor_config else False + self.explainer_host = None self._http_client_instance = None self._grpc_client_stub = None self.enable_latency_logging = False - self.use_ssl = False async def __call__(self, body: Union[Dict, CloudEvent, InferRequest], model_type: ModelType = ModelType.PREDICTOR, diff --git a/python/kserve/kserve/model_server.py b/python/kserve/kserve/model_server.py index e26045bb75..2a1cdff9b4 100644 --- a/python/kserve/kserve/model_server.py +++ b/python/kserve/kserve/model_server.py @@ -38,30 +38,48 @@ DEFAULT_HTTP_PORT = 8080 DEFAULT_GRPC_PORT = 8081 -parser = argparse.ArgumentParser(add_help=False) +parser = argparse.ArgumentParser(add_help=False, formatter_class=argparse.ArgumentDefaultsHelpFormatter) +# Model Server Arguments: The arguments are passed to the kserve.ModelServer object parser.add_argument("--http_port", default=DEFAULT_HTTP_PORT, type=int, help="The HTTP Port listened to by the model server.") parser.add_argument("--grpc_port", default=DEFAULT_GRPC_PORT, type=int, help="The GRPC Port listened to by the model server.") parser.add_argument("--workers", default=1, type=int, - help="The number of workers for multi-processing.") + help="The number of uvicorn workers for multi-processing.") parser.add_argument("--max_threads", default=4, type=int, - help="The number of max processing threads in each worker.") + help="The max number of gRPC processing threads.") parser.add_argument('--max_asyncio_workers', default=None, type=int, - help='Max number of asyncio workers to spawn') + help='The max number of asyncio workers to spawn.') parser.add_argument("--enable_grpc", default=True, type=lambda x: utils.strtobool(x), - help="Enable gRPC for the model server") + help="Enable gRPC for the model server.") parser.add_argument("--enable_docs_url", default=False, type=lambda x: utils.strtobool(x), help="Enable docs url '/docs' to display Swagger UI.") parser.add_argument("--enable_latency_logging", default=True, type=lambda x: utils.strtobool(x), - help="Output a log per request with latency metrics.") + help="Enable a log line per request with preprocess/predict/postprocess latency metrics.") parser.add_argument("--configure_logging", default=True, type=lambda x: utils.strtobool(x), - help="Whether to configure KServe and Uvicorn logging") + help="Enable to configure KServe and Uvicorn logging.") parser.add_argument("--log_config_file", default=None, type=str, help="File path containing UvicornServer's log config. Needs to be a yaml or json file.") parser.add_argument("--access_log_format", default=None, type=str, - help="Format to set for the access log (provided by asgi-logger).") - + help="The asgi access logging format.") + +# Model arguments: The arguments are passed to the kserve.Model object +parser.add_argument("--model_name", default="model", type=str, + help="The name of the model used on the endpoint path.") +parser.add_argument("--predictor_host", default=None, type=str, + help="The host name used for calling to the predictor from transformer.") +# For backwards compatibility. +parser.add_argument("--protocol", default="v1", type=str, + choices=["v1", "v2", "grpc-v2"], + help="The inference protocol used for calling to the predictor from transformer. " + "Deprecated and replaced by --predictor_protocol") +parser.add_argument("--predictor_protocol", default="v1", type=str, + choices=["v1", "v2", "grpc-v2"], + help="The inference protocol used for calling to the predictor from transformer.") +parser.add_argument("--predictor_use_ssl", default=False, type=lambda x: utils.strtobool(x), + help="Use ssl for the http connection to the predictor.") +parser.add_argument("--predictor_request_timeout_seconds", default=600, type=int, + help="The timeout seconds for the request sent to the predictor.") args, _ = parser.parse_known_args() @@ -94,7 +112,8 @@ def __init__(self, http_port: int = args.http_port, enable_latency_logging: bool = args.enable_latency_logging, configure_logging: bool = args.configure_logging, log_config: Optional[Union[Dict, str]] = args.log_config_file, - access_log_format: str = args.access_log_format): + access_log_format: str = args.access_log_format, + ): self.registered_models = registered_models self.http_port = http_port self.grpc_port = grpc_port diff --git a/python/kserve/kserve/protocol/infer_type.py b/python/kserve/kserve/protocol/infer_type.py index cea572a00f..c2a9c6472f 100644 --- a/python/kserve/kserve/protocol/infer_type.py +++ b/python/kserve/kserve/protocol/infer_type.py @@ -17,6 +17,7 @@ import numpy import numpy as np import pandas as pd +import uuid from tritonclient.utils import raise_error, serialize_byte_tensor from ..constants.constants import GRPC_CONTENT_DATATYPE_MAPPINGS @@ -279,10 +280,11 @@ def to_rest(self) -> Dict: else: infer_input_dict["data"] = infer_input.data infer_inputs.append(infer_input_dict) - return { - 'id': self.id, + infer_request = { + 'id': self.id if self.id else str(uuid.uuid4()), 'inputs': infer_inputs } + return infer_request def to_grpc(self) -> ModelInferRequest: """ Converts the InferRequest object to gRPC ModelInferRequest message diff --git a/python/lgbserver/lgbserver/__main__.py b/python/lgbserver/lgbserver/__main__.py index a9d98da376..6aa349d71c 100644 --- a/python/lgbserver/lgbserver/__main__.py +++ b/python/lgbserver/lgbserver/__main__.py @@ -21,15 +21,12 @@ import kserve from kserve.errors import ModelMissingError -DEFAULT_MODEL_NAME = "default" DEFAULT_LOCAL_MODEL_DIR = "/tmp/model" DEFAULT_NTHREAD = 1 parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) # pylint:disable=c-extension-no-member parser.add_argument('--model_dir', required=True, help='A URI pointer to the model directory') -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') parser.add_argument('--nthread', default=DEFAULT_NTHREAD, help='Number of threads to use by LightGBM.') args, _ = parser.parse_known_args() diff --git a/python/paddleserver/paddleserver/__main__.py b/python/paddleserver/paddleserver/__main__.py index 5268836d04..a2065ce7c5 100644 --- a/python/paddleserver/paddleserver/__main__.py +++ b/python/paddleserver/paddleserver/__main__.py @@ -18,13 +18,10 @@ import kserve -DEFAULT_MODEL_NAME = "model" parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) parser.add_argument('--model_dir', required=True, help='A URI pointer to the model directory') -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') args, _ = parser.parse_known_args() if __name__ == "__main__": diff --git a/python/pmmlserver/pmmlserver/__main__.py b/python/pmmlserver/pmmlserver/__main__.py index 52f5a672ab..6dc64e5e6c 100644 --- a/python/pmmlserver/pmmlserver/__main__.py +++ b/python/pmmlserver/pmmlserver/__main__.py @@ -19,14 +19,11 @@ import kserve from kserve.errors import WorkersShouldBeLessThanMaxWorkersError -DEFAULT_MODEL_NAME = "model" DEFAULT_LOCAL_MODEL_DIR = "/tmp/model" parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) parser.add_argument('--model_dir', required=True, help='A URI pointer to the model directory') -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') args, _ = parser.parse_known_args() diff --git a/python/sklearnserver/sklearnserver/__main__.py b/python/sklearnserver/sklearnserver/__main__.py index 70e62e1116..356d2c14f6 100644 --- a/python/sklearnserver/sklearnserver/__main__.py +++ b/python/sklearnserver/sklearnserver/__main__.py @@ -20,14 +20,11 @@ import kserve from kserve.errors import ModelMissingError -DEFAULT_MODEL_NAME = "model" DEFAULT_LOCAL_MODEL_DIR = "/tmp/model" parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) parser.add_argument('--model_dir', required=True, help='A URI pointer to the model binary') -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') args, _ = parser.parse_known_args() if __name__ == "__main__": diff --git a/python/test_resources/graph/error_404_isvc/model.py b/python/test_resources/graph/error_404_isvc/model.py index 724fded6f1..2fdb15efc2 100644 --- a/python/test_resources/graph/error_404_isvc/model.py +++ b/python/test_resources/graph/error_404_isvc/model.py @@ -36,12 +36,7 @@ def predict(self, payload: Union[Dict, InferRequest, ModelInferRequest], headers raise HTTPException(status_code=404, detail="Intentional 404 code") -DEFAULT_MODEL_NAME = "model" - parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') - args, _ = parser.parse_known_args() if __name__ == "__main__": model = SampleTemplateNode(name=args.model_name) diff --git a/python/test_resources/graph/success_200_isvc/model.py b/python/test_resources/graph/success_200_isvc/model.py index cddf1f3a58..bf2a4d6fe7 100644 --- a/python/test_resources/graph/success_200_isvc/model.py +++ b/python/test_resources/graph/success_200_isvc/model.py @@ -35,12 +35,7 @@ def predict(self, payload: Union[Dict, InferRequest, ModelInferRequest], headers return {"message": "SUCCESS"} -DEFAULT_MODEL_NAME = "model" - parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') - args, _ = parser.parse_known_args() if __name__ == "__main__": model = SampleTemplateNode(name=args.model_name) diff --git a/python/xgbserver/xgbserver/__main__.py b/python/xgbserver/xgbserver/__main__.py index 6e9d3e483c..d856419414 100644 --- a/python/xgbserver/xgbserver/__main__.py +++ b/python/xgbserver/xgbserver/__main__.py @@ -20,15 +20,12 @@ import kserve from kserve.errors import ModelMissingError -DEFAULT_MODEL_NAME = "default" DEFAULT_LOCAL_MODEL_DIR = "/tmp/model" DEFAULT_NTHREAD = 1 parser = argparse.ArgumentParser(parents=[kserve.model_server.parser]) # pylint:disable=c-extension-no-member parser.add_argument('--model_dir', required=True, help='A URI pointer to the model directory') -parser.add_argument('--model_name', default=DEFAULT_MODEL_NAME, - help='The name that the model is served under.') parser.add_argument('--nthread', default=DEFAULT_NTHREAD, help='Number of threads to use by XGBoost.') args, _ = parser.parse_known_args() diff --git a/test/e2e/custom/test_custom_model_grpc.py b/test/e2e/custom/test_custom_model_grpc.py index 6df37e5b65..7be5bb663a 100644 --- a/test/e2e/custom/test_custom_model_grpc.py +++ b/test/e2e/custom/test_custom_model_grpc.py @@ -49,7 +49,8 @@ def test_custom_model_grpc(): container_port=8081, name="h2c", protocol="TCP" - )] + )], + args=["--model_name", model_name] ) ] ) @@ -109,7 +110,8 @@ def test_predictor_grpc_with_transformer_grpc(): container_port=8081, name="h2c", protocol="TCP" - )] + )], + args=["--model_name", model_name] ) ] ) @@ -129,7 +131,7 @@ def test_predictor_grpc_with_transformer_grpc(): name="h2c", protocol="TCP" )], - args=["--model_name", model_name, "--protocol", "grpc-v2"] + args=["--model_name", model_name, "--predictor_protocol", "grpc-v2"] ) ] ) @@ -190,7 +192,8 @@ def test_predictor_grpc_with_transformer_http(): container_port=8081, name="h2c", protocol="TCP" - )] + )], + args=["--model_name", model_name] ) ] ) @@ -204,7 +207,7 @@ def test_predictor_grpc_with_transformer_http(): resources=V1ResourceRequirements( requests={"cpu": "50m", "memory": "128Mi"}, limits={"cpu": "100m", "memory": "1Gi"}), - args=["--model_name", model_name, "--protocol", "grpc-v2"] + args=["--model_name", model_name, "--predictor_protocol", "grpc-v2"] ) ] ) diff --git a/test/e2e/predictor/test_grpc.py b/test/e2e/predictor/test_grpc.py index 0a9a1e9b62..58a31cbd64 100644 --- a/test/e2e/predictor/test_grpc.py +++ b/test/e2e/predictor/test_grpc.py @@ -75,7 +75,8 @@ def test_custom_model_grpc(): container_port=8081, name="h2c", protocol="TCP" - )] + )], + args=["--model_name", model_name] ) ] ) diff --git a/test/e2e/predictor/test_triton.py b/test/e2e/predictor/test_triton.py index 40e7feeb66..279315444d 100644 --- a/test/e2e/predictor/test_triton.py +++ b/test/e2e/predictor/test_triton.py @@ -97,7 +97,7 @@ def test_triton_runtime_with_transformer(): resources=V1ResourceRequirements( requests={'cpu': '10m', 'memory': '128Mi'}, limits={'cpu': '100m', 'memory': '512Mi'}), - args=["--model_name", "cifar10", "--protocol", "grpc-v2"])] + args=["--model_name", "cifar10", "--predictor_protocol", "grpc-v2"])] ) isvc = V1beta1InferenceService(api_version=constants.KSERVE_V1BETA1, kind=constants.KSERVE_KIND, From 99d355e3f96e22c98fd7d818daf4e78518146108 Mon Sep 17 00:00:00 2001 From: Yuan Tang Date: Sun, 31 Dec 2023 12:23:22 -0500 Subject: [PATCH 32/33] chore: Update generated APIs and check generated manifests (#3335) Signed-off-by: Yuan Tang --- .github/workflows/verify-codegen.yml | 3 +- .../serving/v1alpha1/zz_generated.deepcopy.go | 37 +---- .../serving/v1beta1/zz_generated.deepcopy.go | 141 ++---------------- 3 files changed, 16 insertions(+), 165 deletions(-) diff --git a/.github/workflows/verify-codegen.yml b/.github/workflows/verify-codegen.yml index 3ff1da514a..9652b8113b 100644 --- a/.github/workflows/verify-codegen.yml +++ b/.github/workflows/verify-codegen.yml @@ -33,6 +33,7 @@ jobs: cp -a . $KSERVE_PATH cd $KSERVE_PATH make generate + make manifests - name: Verify shell: bash @@ -50,7 +51,7 @@ jobs: # Reset these files to avoid false triggers due to those changes. git checkout -- python/kserve/test/__init__.py python/kserve/kserve/api_client.py - if [ -z "$(git status --porcelain ./pkg ./python)" ]; then + if [ -z "$(git status --porcelain ./pkg ./python ./config)" ]; then echo "${{ github.repository }} up to date." else echo "Found diffs in: $(git diff-index --name-only HEAD -- ./pkg ./python)" diff --git a/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go index f573e26298..419c74bfc0 100644 --- a/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go +++ b/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go @@ -17,15 +17,15 @@ See the License for the specific language governing permissions and limitations under the License. */ -// Code generated by deepcopy-gen. DO NOT EDIT. +// Code generated by controller-gen. DO NOT EDIT. package v1alpha1 import ( - constants "github.com/kserve/kserve/pkg/constants" - v1 "k8s.io/api/core/v1" - runtime "k8s.io/apimachinery/pkg/runtime" - apis "knative.dev/pkg/apis" + "github.com/kserve/kserve/pkg/constants" + "k8s.io/api/core/v1" + "k8s.io/apimachinery/pkg/runtime" + "knative.dev/pkg/apis" duckv1 "knative.dev/pkg/apis/duck/v1" ) @@ -39,7 +39,6 @@ func (in *BuiltInAdapter) DeepCopyInto(out *BuiltInAdapter) { (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new BuiltInAdapter. @@ -59,7 +58,6 @@ func (in *ClusterServingRuntime) DeepCopyInto(out *ClusterServingRuntime) { in.ObjectMeta.DeepCopyInto(&out.ObjectMeta) in.Spec.DeepCopyInto(&out.Spec) out.Status = in.Status - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ClusterServingRuntime. @@ -92,7 +90,6 @@ func (in *ClusterServingRuntimeList) DeepCopyInto(out *ClusterServingRuntimeList (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ClusterServingRuntimeList. @@ -124,7 +121,6 @@ func (in *ClusterStorageContainer) DeepCopyInto(out *ClusterStorageContainer) { *out = new(bool) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ClusterStorageContainer. @@ -157,7 +153,6 @@ func (in *ClusterStorageContainerList) DeepCopyInto(out *ClusterStorageContainer (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ClusterStorageContainerList. @@ -185,7 +180,6 @@ func (in *InferenceGraph) DeepCopyInto(out *InferenceGraph) { in.ObjectMeta.DeepCopyInto(&out.ObjectMeta) in.Spec.DeepCopyInto(&out.Spec) in.Status.DeepCopyInto(&out.Status) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceGraph. @@ -218,7 +212,6 @@ func (in *InferenceGraphList) DeepCopyInto(out *InferenceGraphList) { (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceGraphList. @@ -260,7 +253,6 @@ func (in *InferenceGraphSpec) DeepCopyInto(out *InferenceGraphSpec) { *out = new(int64) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceGraphSpec. @@ -282,7 +274,6 @@ func (in *InferenceGraphStatus) DeepCopyInto(out *InferenceGraphStatus) { *out = new(apis.URL) (*in).DeepCopyInto(*out) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceGraphStatus. @@ -305,7 +296,6 @@ func (in *InferenceRouter) DeepCopyInto(out *InferenceRouter) { (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceRouter. @@ -327,7 +317,6 @@ func (in *InferenceStep) DeepCopyInto(out *InferenceStep) { *out = new(int64) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceStep. @@ -343,7 +332,6 @@ func (in *InferenceStep) DeepCopy() *InferenceStep { // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *InferenceTarget) DeepCopyInto(out *InferenceTarget) { *out = *in - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceTarget. @@ -360,7 +348,6 @@ func (in *InferenceTarget) DeepCopy() *InferenceTarget { func (in *ModelSpec) DeepCopyInto(out *ModelSpec) { *out = *in out.Memory = in.Memory.DeepCopy() - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelSpec. @@ -380,7 +367,6 @@ func (in *ServingRuntime) DeepCopyInto(out *ServingRuntime) { in.ObjectMeta.DeepCopyInto(&out.ObjectMeta) in.Spec.DeepCopyInto(&out.Spec) out.Status = in.Status - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingRuntime. @@ -413,7 +399,6 @@ func (in *ServingRuntimeList) DeepCopyInto(out *ServingRuntimeList) { (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingRuntimeList. @@ -489,7 +474,6 @@ func (in *ServingRuntimePodSpec) DeepCopyInto(out *ServingRuntimePodSpec) { *out = make([]v1.LocalObjectReference, len(*in)) copy(*out, *in) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingRuntimePodSpec. @@ -558,7 +542,6 @@ func (in *ServingRuntimeSpec) DeepCopyInto(out *ServingRuntimeSpec) { *out = new(BuiltInAdapter) (*in).DeepCopyInto(*out) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingRuntimeSpec. @@ -574,7 +557,6 @@ func (in *ServingRuntimeSpec) DeepCopy() *ServingRuntimeSpec { // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *ServingRuntimeStatus) DeepCopyInto(out *ServingRuntimeStatus) { *out = *in - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingRuntimeStatus. @@ -596,7 +578,6 @@ func (in *StorageContainerSpec) DeepCopyInto(out *StorageContainerSpec) { *out = make([]SupportedUriFormat, len(*in)) copy(*out, *in) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StorageContainerSpec. @@ -612,7 +593,6 @@ func (in *StorageContainerSpec) DeepCopy() *StorageContainerSpec { // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *StorageHelper) DeepCopyInto(out *StorageHelper) { *out = *in - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StorageHelper. @@ -643,7 +623,6 @@ func (in *SupportedModelFormat) DeepCopyInto(out *SupportedModelFormat) { *out = new(int32) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SupportedModelFormat. @@ -660,7 +639,6 @@ func (in *SupportedModelFormat) DeepCopy() *SupportedModelFormat { func (in *SupportedRuntime) DeepCopyInto(out *SupportedRuntime) { *out = *in in.Spec.DeepCopyInto(&out.Spec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SupportedRuntime. @@ -676,7 +654,6 @@ func (in *SupportedRuntime) DeepCopy() *SupportedRuntime { // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *SupportedUriFormat) DeepCopyInto(out *SupportedUriFormat) { *out = *in - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SupportedUriFormat. @@ -696,7 +673,6 @@ func (in *TrainedModel) DeepCopyInto(out *TrainedModel) { in.ObjectMeta.DeepCopyInto(&out.ObjectMeta) in.Spec.DeepCopyInto(&out.Spec) in.Status.DeepCopyInto(&out.Status) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TrainedModel. @@ -729,7 +705,6 @@ func (in *TrainedModelList) DeepCopyInto(out *TrainedModelList) { (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TrainedModelList. @@ -754,7 +729,6 @@ func (in *TrainedModelList) DeepCopyObject() runtime.Object { func (in *TrainedModelSpec) DeepCopyInto(out *TrainedModelSpec) { *out = *in in.Model.DeepCopyInto(&out.Model) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TrainedModelSpec. @@ -781,7 +755,6 @@ func (in *TrainedModelStatus) DeepCopyInto(out *TrainedModelStatus) { *out = new(duckv1.Addressable) (*in).DeepCopyInto(*out) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TrainedModelStatus. diff --git a/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go b/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go index 00021c8006..9936f9a492 100644 --- a/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go +++ b/pkg/apis/serving/v1beta1/zz_generated.deepcopy.go @@ -17,24 +17,23 @@ See the License for the specific language governing permissions and limitations under the License. */ -// Code generated by deepcopy-gen. DO NOT EDIT. +// Code generated by controller-gen. DO NOT EDIT. package v1beta1 import ( - constants "github.com/kserve/kserve/pkg/constants" + "github.com/kserve/kserve/pkg/constants" corev1 "k8s.io/api/core/v1" - runtime "k8s.io/apimachinery/pkg/runtime" - apis "knative.dev/pkg/apis" - duckv1 "knative.dev/pkg/apis/duck/v1" - v1 "knative.dev/serving/pkg/apis/serving/v1" + "k8s.io/apimachinery/pkg/runtime" + "knative.dev/pkg/apis" + "knative.dev/pkg/apis/duck/v1" + servingv1 "knative.dev/serving/pkg/apis/serving/v1" ) // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *ARTExplainerSpec) DeepCopyInto(out *ARTExplainerSpec) { *out = *in in.ExplainerExtensionSpec.DeepCopyInto(&out.ExplainerExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ARTExplainerSpec. @@ -51,7 +50,6 @@ func (in *ARTExplainerSpec) DeepCopy() *ARTExplainerSpec { func (in *AlibiExplainerSpec) DeepCopyInto(out *AlibiExplainerSpec) { *out = *in in.ExplainerExtensionSpec.DeepCopyInto(&out.ExplainerExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new AlibiExplainerSpec. @@ -82,7 +80,6 @@ func (in *Batcher) DeepCopyInto(out *Batcher) { *out = new(int) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Batcher. @@ -152,7 +149,6 @@ func (in *ComponentExtensionSpec) DeepCopyInto(out *ComponentExtensionSpec) { (*out)[key] = val } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ComponentExtensionSpec. @@ -170,7 +166,7 @@ func (in *ComponentStatusSpec) DeepCopyInto(out *ComponentStatusSpec) { *out = *in if in.Traffic != nil { in, out := &in.Traffic, &out.Traffic - *out = make([]v1.TrafficTarget, len(*in)) + *out = make([]servingv1.TrafficTarget, len(*in)) for i := range *in { (*in)[i].DeepCopyInto(&(*out)[i]) } @@ -192,10 +188,9 @@ func (in *ComponentStatusSpec) DeepCopyInto(out *ComponentStatusSpec) { } if in.Address != nil { in, out := &in.Address, &out.Address - *out = new(duckv1.Addressable) + *out = new(v1.Addressable) (*in).DeepCopyInto(*out) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ComponentStatusSpec. @@ -212,7 +207,6 @@ func (in *ComponentStatusSpec) DeepCopy() *ComponentStatusSpec { func (in *CustomExplainer) DeepCopyInto(out *CustomExplainer) { *out = *in in.PodSpec.DeepCopyInto(&out.PodSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CustomExplainer. @@ -229,7 +223,6 @@ func (in *CustomExplainer) DeepCopy() *CustomExplainer { func (in *CustomPredictor) DeepCopyInto(out *CustomPredictor) { *out = *in in.PodSpec.DeepCopyInto(&out.PodSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CustomPredictor. @@ -246,7 +239,6 @@ func (in *CustomPredictor) DeepCopy() *CustomPredictor { func (in *CustomTransformer) DeepCopyInto(out *CustomTransformer) { *out = *in in.PodSpec.DeepCopyInto(&out.PodSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CustomTransformer. @@ -259,38 +251,6 @@ func (in *CustomTransformer) DeepCopy() *CustomTransformer { return out } -// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. -func (in *DeployConfig) DeepCopyInto(out *DeployConfig) { - *out = *in - return -} - -// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DeployConfig. -func (in *DeployConfig) DeepCopy() *DeployConfig { - if in == nil { - return nil - } - out := new(DeployConfig) - in.DeepCopyInto(out) - return out -} - -// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. -func (in *ExplainerConfig) DeepCopyInto(out *ExplainerConfig) { - *out = *in - return -} - -// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ExplainerConfig. -func (in *ExplainerConfig) DeepCopy() *ExplainerConfig { - if in == nil { - return nil - } - out := new(ExplainerConfig) - in.DeepCopyInto(out) - return out -} - // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *ExplainerExtensionSpec) DeepCopyInto(out *ExplainerExtensionSpec) { *out = *in @@ -312,7 +272,6 @@ func (in *ExplainerExtensionSpec) DeepCopyInto(out *ExplainerExtensionSpec) { *out = new(StorageSpec) (*in).DeepCopyInto(*out) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ExplainerExtensionSpec. @@ -340,7 +299,6 @@ func (in *ExplainerSpec) DeepCopyInto(out *ExplainerSpec) { } in.PodSpec.DeepCopyInto(&out.PodSpec) in.ComponentExtensionSpec.DeepCopyInto(&out.ComponentExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ExplainerSpec. @@ -353,24 +311,6 @@ func (in *ExplainerSpec) DeepCopy() *ExplainerSpec { return out } -// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. -func (in *ExplainersConfig) DeepCopyInto(out *ExplainersConfig) { - *out = *in - out.AlibiExplainer = in.AlibiExplainer - out.ARTExplainer = in.ARTExplainer - return -} - -// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ExplainersConfig. -func (in *ExplainersConfig) DeepCopy() *ExplainersConfig { - if in == nil { - return nil - } - out := new(ExplainersConfig) - in.DeepCopyInto(out) - return out -} - // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *FailureInfo) DeepCopyInto(out *FailureInfo) { *out = *in @@ -378,7 +318,6 @@ func (in *FailureInfo) DeepCopyInto(out *FailureInfo) { in, out := &in.Time, &out.Time *out = (*in).DeepCopy() } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FailureInfo. @@ -398,7 +337,6 @@ func (in *InferenceService) DeepCopyInto(out *InferenceService) { in.ObjectMeta.DeepCopyInto(&out.ObjectMeta) in.Spec.DeepCopyInto(&out.Spec) in.Status.DeepCopyInto(&out.Status) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceService. @@ -431,7 +369,6 @@ func (in *InferenceServiceList) DeepCopyInto(out *InferenceServiceList) { (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceServiceList. @@ -466,7 +403,6 @@ func (in *InferenceServiceSpec) DeepCopyInto(out *InferenceServiceSpec) { *out = new(TransformerSpec) (*in).DeepCopyInto(*out) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceServiceSpec. @@ -485,7 +421,7 @@ func (in *InferenceServiceStatus) DeepCopyInto(out *InferenceServiceStatus) { in.Status.DeepCopyInto(&out.Status) if in.Address != nil { in, out := &in.Address, &out.Address - *out = new(duckv1.Addressable) + *out = new(v1.Addressable) (*in).DeepCopyInto(*out) } if in.URL != nil { @@ -501,7 +437,6 @@ func (in *InferenceServiceStatus) DeepCopyInto(out *InferenceServiceStatus) { } } in.ModelStatus.DeepCopyInto(&out.ModelStatus) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceServiceStatus. @@ -514,49 +449,10 @@ func (in *InferenceServiceStatus) DeepCopy() *InferenceServiceStatus { return out } -// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. -func (in *InferenceServicesConfig) DeepCopyInto(out *InferenceServicesConfig) { - *out = *in - out.Explainers = in.Explainers - return -} - -// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InferenceServicesConfig. -func (in *InferenceServicesConfig) DeepCopy() *InferenceServicesConfig { - if in == nil { - return nil - } - out := new(InferenceServicesConfig) - in.DeepCopyInto(out) - return out -} - -// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. -func (in *IngressConfig) DeepCopyInto(out *IngressConfig) { - *out = *in - if in.IngressClassName != nil { - in, out := &in.IngressClassName, &out.IngressClassName - *out = new(string) - **out = **in - } - return -} - -// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new IngressConfig. -func (in *IngressConfig) DeepCopy() *IngressConfig { - if in == nil { - return nil - } - out := new(IngressConfig) - in.DeepCopyInto(out) - return out -} - // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *LightGBMSpec) DeepCopyInto(out *LightGBMSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LightGBMSpec. @@ -577,7 +473,6 @@ func (in *LoggerSpec) DeepCopyInto(out *LoggerSpec) { *out = new(string) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new LoggerSpec. @@ -593,7 +488,6 @@ func (in *LoggerSpec) DeepCopy() *LoggerSpec { // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *ModelCopies) DeepCopyInto(out *ModelCopies) { *out = *in - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelCopies. @@ -614,7 +508,6 @@ func (in *ModelFormat) DeepCopyInto(out *ModelFormat) { *out = new(string) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelFormat. @@ -630,7 +523,6 @@ func (in *ModelFormat) DeepCopy() *ModelFormat { // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil. func (in *ModelRevisionStates) DeepCopyInto(out *ModelRevisionStates) { *out = *in - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelRevisionStates. @@ -653,7 +545,6 @@ func (in *ModelSpec) DeepCopyInto(out *ModelSpec) { **out = **in } in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelSpec. @@ -684,7 +575,6 @@ func (in *ModelStatus) DeepCopyInto(out *ModelStatus) { *out = new(ModelCopies) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelStatus. @@ -701,7 +591,6 @@ func (in *ModelStatus) DeepCopy() *ModelStatus { func (in *ONNXRuntimeSpec) DeepCopyInto(out *ONNXRuntimeSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ONNXRuntimeSpec. @@ -718,7 +607,6 @@ func (in *ONNXRuntimeSpec) DeepCopy() *ONNXRuntimeSpec { func (in *PMMLSpec) DeepCopyInto(out *PMMLSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PMMLSpec. @@ -735,7 +623,6 @@ func (in *PMMLSpec) DeepCopy() *PMMLSpec { func (in *PaddleServerSpec) DeepCopyInto(out *PaddleServerSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PaddleServerSpec. @@ -906,7 +793,6 @@ func (in *PodSpec) DeepCopyInto(out *PodSpec) { (*in)[i].DeepCopyInto(&(*out)[i]) } } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PodSpec. @@ -943,7 +829,6 @@ func (in *PredictorExtensionSpec) DeepCopyInto(out *PredictorExtensionSpec) { *out = new(StorageSpec) (*in).DeepCopyInto(*out) } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PredictorExtensionSpec. @@ -1011,7 +896,6 @@ func (in *PredictorSpec) DeepCopyInto(out *PredictorSpec) { } in.PodSpec.DeepCopyInto(&out.PodSpec) in.ComponentExtensionSpec.DeepCopyInto(&out.ComponentExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PredictorSpec. @@ -1028,7 +912,6 @@ func (in *PredictorSpec) DeepCopy() *PredictorSpec { func (in *SKLearnSpec) DeepCopyInto(out *SKLearnSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SKLearnSpec. @@ -1070,7 +953,6 @@ func (in *StorageSpec) DeepCopyInto(out *StorageSpec) { *out = new(string) **out = **in } - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StorageSpec. @@ -1087,7 +969,6 @@ func (in *StorageSpec) DeepCopy() *StorageSpec { func (in *TFServingSpec) DeepCopyInto(out *TFServingSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TFServingSpec. @@ -1104,7 +985,6 @@ func (in *TFServingSpec) DeepCopy() *TFServingSpec { func (in *TorchServeSpec) DeepCopyInto(out *TorchServeSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TorchServeSpec. @@ -1122,7 +1002,6 @@ func (in *TransformerSpec) DeepCopyInto(out *TransformerSpec) { *out = *in in.PodSpec.DeepCopyInto(&out.PodSpec) in.ComponentExtensionSpec.DeepCopyInto(&out.ComponentExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TransformerSpec. @@ -1139,7 +1018,6 @@ func (in *TransformerSpec) DeepCopy() *TransformerSpec { func (in *TritonSpec) DeepCopyInto(out *TritonSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TritonSpec. @@ -1156,7 +1034,6 @@ func (in *TritonSpec) DeepCopy() *TritonSpec { func (in *XGBoostSpec) DeepCopyInto(out *XGBoostSpec) { *out = *in in.PredictorExtensionSpec.DeepCopyInto(&out.PredictorExtensionSpec) - return } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new XGBoostSpec. From fff18026658b6b7384c768d24525ef3f8dc67264 Mon Sep 17 00:00:00 2001 From: Dan Sun Date: Sun, 31 Dec 2023 20:56:53 -0500 Subject: [PATCH 33/33] Update python model serving runtime API docstring (#3338) * Update kserve python runtime API docstring Signed-off-by: Dan Sun * Use InferenceError Signed-off-by: Dan Sun --------- Signed-off-by: Dan Sun --- python/kserve/kserve/model.py | 75 ++-- python/kserve/kserve/model_server.py | 40 ++- python/kserve/kserve/protocol/infer_type.py | 376 ++++++++++---------- 3 files changed, 262 insertions(+), 229 deletions(-) diff --git a/python/kserve/kserve/model.py b/python/kserve/kserve/model.py index aa8f1cd5e8..c0ef160ff8 100644 --- a/python/kserve/kserve/model.py +++ b/python/kserve/kserve/model.py @@ -63,6 +63,14 @@ def __init__(self, predictor_host: str, predictor_protocol: str = PredictorProtocol.REST_V1.value, predictor_use_ssl: bool = False, predictor_request_timeout_seconds: int = 600): + """ The configuration for the http call to the predictor + + Args: + predictor_host: The host name of the predictor + predictor_protocol: The inference protocol used for predictor http call + predictor_use_ssl: Enable using ssl for http connection to the predictor + predictor_request_timeout_seconds: The request timeout seconds for the predictor http call + """ self.predictor_host = predictor_host self.predictor_protocol = predictor_protocol self.predictor_use_ssl = predictor_use_ssl @@ -73,10 +81,11 @@ class Model: def __init__(self, name: str, predictor_config: Optional[PredictorConfig] = None): """KServe Model Public Interface - Model is intended to be subclassed by various components within KServe. + Model is intended to be subclassed to implement the model handlers. Args: - name (str): Name of the model. + name: The name of the model. + predictor_config: The configurations for http call to the predictor. """ self.name = name self.ready = False @@ -99,9 +108,9 @@ async def __call__(self, body: Union[Dict, CloudEvent, InferRequest], """Method to call predictor or explainer with the given input. Args: - body (Dict|CloudEvent|InferRequest): Request payload body. - model_type (ModelType): Model type enum. Can be either predictor or explainer. - headers (Dict): Request headers. + body: Request body. + model_type: ModelType enum: `ModelType.PREDICTOR` or `ModelType.EXPLAINER`. + headers: Request headers. Returns: Dict: Response output from preprocess -> predictor/explainer -> postprocess @@ -184,8 +193,8 @@ def validate(self, payload): return payload def load(self) -> bool: - """Load handler can be overridden to load the model from storage - ``self.ready`` flag is used for model health check + """Load handler can be overridden to load the model from storage. + The `self.ready` should be set to True after the model is loaded. The flag is used for model health check. Returns: bool: True if model is ready, False otherwise @@ -211,32 +220,33 @@ def get_output_types(self) -> List[Dict]: async def preprocess(self, payload: Union[Dict, InferRequest], headers: Dict[str, str] = None) -> Union[Dict, InferRequest]: - """`preprocess` handler can be overridden for data or feature transformation. - The default implementation decodes to Dict if it is a binary CloudEvent - or gets the data field from a structured CloudEvent. + """ `preprocess` handler can be overridden for data or feature transformation. + The model decodes the request body to `Dict` for v1 endpoints and `InferRequest` for v2 endpoints. Args: - payload (Dict|InferRequest): Body of the request, v2 endpoints pass InferRequest. - headers (Dict): Request headers. + payload: Payload of the request. + headers: Request headers. Returns: - Dict|InferRequest: Transformed inputs to ``predict`` handler or return InferRequest for predictor call. + A Dict or InferRequest in KServe Model Transformer mode which is transmitted on the wire to predictor. + Tensors in KServe Predictor mode which is passed to predict handler for performing the inference. """ return payload - async def postprocess(self, response: Union[Dict, InferResponse], headers: Dict[str, str] = None) \ + async def postprocess(self, result: Union[Dict, InferResponse], headers: Dict[str, str] = None) \ -> Union[Dict, InferResponse]: - """The postprocess handler can be overridden for inference response transformation. + """ The `postprocess` handler can be overridden for inference result or response transformation. + The predictor sends back the inference result in `Dict` for v1 endpoints and `InferResponse` for v2 endpoints. Args: - response (Dict|InferResponse|ModelInferResponse): The response passed from ``predict`` handler. - headers (Dict): Request headers. + result: The inference result passed from `predict` handler or the HTTP response from predictor. + headers: Request headers. Returns: - Dict: post-processed response. + A Dict or InferResponse after post-process to return back to the client. """ - return response + return result async def _http_predict(self, payload: Union[Dict, InferRequest], headers: Dict[str, str] = None) -> Dict: protocol = "https" if self.use_ssl else "http" @@ -289,15 +299,18 @@ async def _grpc_predict(self, payload: Union[ModelInferRequest, InferRequest], h async def predict(self, payload: Union[Dict, InferRequest, ModelInferRequest], headers: Dict[str, str] = None) -> Union[Dict, InferResponse]: - """ + """ The `predict` handler can be overridden for performing the inference. + By default, the predict handler makes call to predictor for the inference step. Args: - payload (Dict|InferRequest|ModelInferRequest): Prediction inputs passed from ``preprocess`` handler. - headers (Dict): Request headers. + payload: Model inputs passed from `preprocess` handler. + headers: Request headers. Returns: - Dict|InferResponse|ModelInferResponse: Return InferResponse for serializing the prediction result or - return the response from the predictor call. + Inference result or a Response from the predictor. + + Raises: + HTTPStatusError when getting back an error response from the predictor. """ if not self.predictor_host: raise NotImplementedError("Could not find predictor_host.") @@ -311,22 +324,24 @@ async def predict(self, payload: Union[Dict, InferRequest, ModelInferRequest], async def explain(self, payload: Dict, headers: Dict[str, str] = None) -> Dict: """`explain` handler can be overridden to implement the model explanation. - The default implementation makes call to the explainer if ``explainer_host`` is specified + The default implementation makes call to the explainer if ``explainer_host`` is specified. Args: - payload (Dict): Dict passed from preprocess handler. - headers (Dict): Request headers. + payload: Explainer model inputs passed from preprocess handler. + headers: Request headers. Returns: - Dict: Response from the explainer. + An Explanation for the inference result. + + Raises: + HTTPStatusError when getting back an error response from the explainer. """ if self.explainer_host is None: raise NotImplementedError("Could not find explainer_host.") protocol = "https" if self.use_ssl else "http" + # Currently explainer only supports the kserve v1 endpoints explain_url = EXPLAINER_URL_FORMAT.format(protocol, self.explainer_host, self.name) - if self.protocol == PredictorProtocol.REST_V2.value: - explain_url = EXPLAINER_V2_URL_FORMAT.format(protocol, self.explainer_host, self.name) response = await self._http_client.post( url=explain_url, timeout=self.timeout, diff --git a/python/kserve/kserve/model_server.py b/python/kserve/kserve/model_server.py index 2a1cdff9b4..31844bea70 100644 --- a/python/kserve/kserve/model_server.py +++ b/python/kserve/kserve/model_server.py @@ -84,23 +84,6 @@ class ModelServer: - """KServe ModelServer - - Args: - http_port (int): HTTP port. Default: ``8080``. - grpc_port (int): GRPC port. Default: ``8081``. - workers (int): Number of workers for uvicorn. Default: ``1``. - max_threads (int): Max number of processing threads. Default: ``4`` - max_asyncio_workers (int): Max number of AsyncIO threads. Default: ``None`` - registered_models (ModelRepository): Model repository with registered models. - enable_grpc (bool): Whether to turn on grpc server. Default: ``True`` - enable_docs_url (bool): Whether to turn on ``/docs`` Swagger UI. Default: ``False``. - enable_latency_logging (bool): Whether to log latency metric. Default: ``True``. - configure_logging (bool): Whether to configure KServe and Uvicorn logging. Default: ``True``. - log_config (dict or str): File path or dict containing log config. Default: ``None``. - access_log_format (string): Format to set for the access log (provided by asgi-logger). Default: ``None`` - """ - def __init__(self, http_port: int = args.http_port, grpc_port: int = args.grpc_port, workers: int = args.workers, @@ -114,6 +97,22 @@ def __init__(self, http_port: int = args.http_port, log_config: Optional[Union[Dict, str]] = args.log_config_file, access_log_format: str = args.access_log_format, ): + """KServe ModelServer Constructor + + Args: + http_port: HTTP port. Default: ``8080``. + grpc_port: GRPC port. Default: ``8081``. + workers: Number of uvicorn workers. Default: ``1``. + max_threads: Max number of gRPC processing threads. Default: ``4`` + max_asyncio_workers: Max number of AsyncIO threads. Default: ``None`` + registered_models: Model repository with registered models. + enable_grpc: Whether to turn on grpc server. Default: ``True`` + enable_docs_url: Whether to turn on ``/docs`` Swagger UI. Default: ``False``. + enable_latency_logging: Whether to log latency metric. Default: ``True``. + configure_logging: Whether to configure KServe and Uvicorn logging. Default: ``True``. + log_config: File path or dict containing log config. Default: ``None``. + access_log_format: Format to set for the access log (provided by asgi-logger). Default: ``None`` + """ self.registered_models = registered_models self.http_port = http_port self.grpc_port = grpc_port @@ -143,6 +142,11 @@ def __init__(self, http_port: int = args.http_port, self.access_log_format = access_log_format def start(self, models: Union[List[Model], Dict[str, Deployment]]) -> None: + """ Start the model server with a set of registered models. + + Args: + models: a list of models to register to the model server. + """ if isinstance(models, list): for model in models: if isinstance(model, Model): @@ -217,6 +221,8 @@ async def servers_task(): asyncio.run(servers_task()) async def stop(self, sig: Optional[int] = None): + """ Stop the instances of REST and gRPC model servers. + """ logger.info("Stopping the model server") if self._rest_server: logger.info("Stopping the rest server") diff --git a/python/kserve/kserve/protocol/infer_type.py b/python/kserve/kserve/protocol/infer_type.py index c2a9c6472f..7250345ebc 100644 --- a/python/kserve/kserve/protocol/infer_type.py +++ b/python/kserve/kserve/protocol/infer_type.py @@ -12,17 +12,20 @@ # See the License for the specific language governing permissions and # limitations under the License. -from typing import Optional, List, Dict +from typing import Optional, List, Dict, Union import numpy import numpy as np import pandas as pd import uuid -from tritonclient.utils import raise_error, serialize_byte_tensor + +from google.protobuf.internal.containers import MessageMap +from tritonclient.utils import serialize_byte_tensor from ..constants.constants import GRPC_CONTENT_DATATYPE_MAPPINGS -from ..errors import InvalidInput -from ..protocol.grpc.grpc_predict_v2_pb2 import ModelInferRequest, InferTensorContents, ModelInferResponse +from ..errors import InvalidInput, InferenceError +from ..protocol.grpc.grpc_predict_v2_pb2 import ModelInferRequest, InferTensorContents, ModelInferResponse, \ + InferParameter from ..utils.numpy_codec import to_np_dtype, from_np_dtype @@ -32,21 +35,19 @@ class InferInput: _datatype: str _parameters: Dict - def __init__(self, name, shape, datatype, data=None, parameters=None): - """An object of InferInput class is used to describe - input tensor for an inference request. - Parameters - ---------- - name : str - The name of input whose data will be described by this object - shape : list - The shape of the associated input. - datatype : str - The datatype of the associated input. - data : Union[List, InferTensorContents] - The data of the REST/gRPC input. When data is not set, raw_data is used for gRPC for numpy array bytes. - parameters : dict - The additional server-specific parameters. + def __init__(self, name: str, shape: List[int], datatype: str, + data: Union[List, np.ndarray, InferTensorContents] = None, + parameters: Optional[Union[Dict, MessageMap[str, InferParameter]]] = None): + """An object of InferInput class is used to describe the input tensor of an inference request. + + Args: + name: The name of the inference input whose data will be described by this object. + shape : The shape of the associated inference input. + datatype : The data type of the associated inference input. + data : The data of the inference input. + When data is not set, raw_data is used for gRPC to transmit with numpy array bytes + by using `set_data_from_numpy`. + parameters : The additional inference parameters. """ if parameters is None: parameters = {} @@ -58,65 +59,67 @@ def __init__(self, name, shape, datatype, data=None, parameters=None): self._raw_data = None @property - def name(self): - """Get the name of input associated with this object. - Returns - ------- - str - The name of input + def name(self) -> str: + """Get the name of inference input associated with this object. + + Returns: + The name of the inference input """ return self._name @property - def datatype(self): - """Get the datatype of input associated with this object. - Returns - ------- - str - The datatype of input + def datatype(self) -> str: + """Get the datatype of inference input associated with this object. + + Returns: + The datatype of the inference input. """ return self._datatype @property - def data(self): - """Get the data of InferInput + def data(self) -> Union[List, np.ndarray, InferTensorContents]: + """Get the data of the inference input associated with this object. + Returns: + The data of the inference input. """ return self._data @property - def shape(self): - """Get the shape of input associated with this object. - Returns - ------- - list - The shape of input + def shape(self) -> List[int]: + """Get the shape of inference input associated with this object. + + Returns: + The shape of the inference input. """ return self._shape @property - def parameters(self): - """Get the parameters of input associated with this object. - Returns - ------- - dict - The key, value pair of string and InferParameter + def parameters(self) -> Union[Dict, MessageMap[str, InferParameter]]: + """Get the parameters of the inference input associated with this object. + + Returns: + The additional inference parameters """ return self._parameters - def set_shape(self, shape): - """Set the shape of input. - Parameters - ---------- - shape : list - The shape of the associated input. + def set_shape(self, shape: List[int]): + """Set the shape of inference input. + + Args: + shape : The shape of the associated inference input. """ self._shape = shape def as_numpy(self) -> np.ndarray: + """ Decode the inference input data as numpy array. + + Returns: + A numpy array of the inference input data + """ dtype = to_np_dtype(self.datatype) if dtype is None: - raise InvalidInput("invalid datatype in the input") + raise InvalidInput(f"invalid datatype {dtype} in the input") if self._raw_data is not None: np_array = np.frombuffer(self._raw_data, dtype=dtype) return np_array.reshape(self._shape) @@ -124,29 +127,25 @@ def as_numpy(self) -> np.ndarray: np_array = np.array(self._data, dtype=dtype) return np_array.reshape(self._shape) - def set_data_from_numpy(self, input_tensor, binary_data=True): - """Set the tensor data from the specified numpy array for - input associated with this object. - Parameters - ---------- - input_tensor : numpy array - The tensor data in numpy array format - binary_data : bool - Indicates whether to set data for the input in binary format - or explicit tensor within JSON. The default value is True, - which means the data will be delivered as binary data in the - HTTP body after the JSON object. - Raises - ------ - InferenceServerException - If failed to set data for the tensor. + def set_data_from_numpy(self, input_tensor: np.ndarray, binary_data: bool = True): + """Set the tensor data from the specified numpy array for input associated with this object. + + Args: + input_tensor : The tensor data in numpy array format. + binary_data : Indicates whether to set data for the input in binary format + or explicit tensor within JSON. The default value is True, + which means the data will be delivered as binary data with gRPC or in the + HTTP body after the JSON object for REST. + + Raises: + InferenceError if failed to set data for the tensor. """ if not isinstance(input_tensor, (np.ndarray,)): - raise_error("input_tensor must be a numpy array") + InferenceError("input_tensor must be a numpy array") dtype = from_np_dtype(input_tensor.dtype) if self._datatype != dtype: - raise_error( + InferenceError( "got unexpected datatype {} from numpy array, expected {}".format(dtype, self._datatype)) valid_shape = True if len(self._shape) != len(input_tensor.shape): @@ -156,7 +155,7 @@ def set_data_from_numpy(self, input_tensor, binary_data=True): if self._shape[i] != input_tensor.shape[i]: valid_shape = False if not valid_shape: - raise_error( + InferenceError( "got unexpected numpy array shape [{}], expected [{}]".format( str(input_tensor.shape)[1:-1], str(self._shape)[1:-1])) @@ -184,7 +183,7 @@ def set_data_from_numpy(self, input_tensor, binary_data=True): self._data.append( str(obj.item(), encoding='utf-8')) except UnicodeDecodeError: - raise_error( + InferenceError( f'Failed to encode "{obj.item()}" using UTF-8. Please use binary_data=True, if' ' you want to pass a byte array.') else: @@ -224,16 +223,6 @@ def get_content(datatype: str, data: InferTensorContents): class InferRequest: - """InferenceRequest Model - - $inference_request = - { - "id" : $string #optional, - "parameters" : $parameters #optional, - "inputs" : [ $request_input, ... ], - "outputs" : [ $request_output, ... ] #optional - } - """ id: Optional[str] model_name: str parameters: Optional[Dict] @@ -241,7 +230,20 @@ class InferRequest: from_grpc: bool def __init__(self, model_name: str, infer_inputs: List[InferInput], - request_id=None, raw_inputs=None, from_grpc=False, parameters=None): + request_id: Optional[str] = None, + raw_inputs=None, + from_grpc: Optional[bool] = False, + parameters: Optional[Union[Dict, MessageMap[str, InferParameter]]] = None): + """InferRequest Data Model. + + Args: + model_name: The model name. + infer_inputs: The inference inputs for the model. + request_id: The id for the inference request. + raw_inputs: The binary data for the inference inputs. + from_grpc: Indicate if the data model is constructed from gRPC request. + parameters: The additional inference parameters. + """ if parameters is None: parameters = {} self.id = request_id @@ -255,6 +257,9 @@ def __init__(self, model_name: str, infer_inputs: List[InferInput], @classmethod def from_grpc(cls, request: ModelInferRequest): + """ The class method to construct the InferRequest from a ModelInferRequest + + """ infer_inputs = [InferInput(name=input_tensor.name, shape=list(input_tensor.shape), datatype=input_tensor.datatype, data=get_content(input_tensor.datatype, input_tensor.contents), @@ -264,9 +269,11 @@ def from_grpc(cls, request: ModelInferRequest): raw_inputs=request.raw_input_contents, from_grpc=True, parameters=request.parameters) def to_rest(self) -> Dict: - """ Converts the InferRequest object to v2 REST InferenceRequest message + """ Converts the InferRequest object to v2 REST InferRequest Dict. - """ + Returns: + The InferRequest Dict converted from InferRequest object. + """ infer_inputs = [] for infer_input in self.inputs: infer_input_dict = { @@ -287,8 +294,10 @@ def to_rest(self) -> Dict: return infer_request def to_grpc(self) -> ModelInferRequest: - """ Converts the InferRequest object to gRPC ModelInferRequest message + """ Converts the InferRequest object to gRPC ModelInferRequest type. + Returns: + The ModelInferResponse gRPC type converted from InferRequest object. """ infer_inputs = [] raw_input_contents = [] @@ -320,8 +329,10 @@ def to_grpc(self) -> ModelInferRequest: raw_input_contents=raw_input_contents) def as_dataframe(self) -> pd.DataFrame: - """ - Decode the tensor inputs as pandas dataframe + """ Decode the tensor inputs as pandas dataframe. + + Returns: + The inference input data as pandas dataframe """ dfs = [] for input in self.inputs: @@ -334,21 +345,18 @@ def as_dataframe(self) -> pd.DataFrame: class InferOutput: - def __init__(self, name, shape, datatype, data=None, parameters=None): - """An object of InferOutput class is used to describe - input tensor for an inference request. - Parameters - ---------- - name : str - The name of input whose data will be described by this object - shape : list - The shape of the associated input. - datatype : str - The datatype of the associated input. - data : Union[List, InferTensorContents] - The data of the REST/gRPC input. When data is not set, raw_data is used for gRPC for numpy array bytes. - parameters : dict - The additional server-specific parameters. + def __init__(self, name: str, shape: List[int], datatype: str, + data: Union[List, np.ndarray, InferTensorContents] = None, + parameters: Optional[Union[Dict, MessageMap[str, InferParameter]]] = None): + """An object of InferOutput class is used to describe the output tensor for an inference response. + + Args: + name : The name of inference output whose data will be described by this object. + shape : The shape of the associated inference output. + datatype : The data type of the associated inference output. + data : The data of the inference output. When data is not set, + raw_data is used for gRPC with numpy array bytes by calling set_data_from_numpy. + parameters : The additional inference parameters. """ if parameters is None: parameters = {} @@ -360,64 +368,63 @@ def __init__(self, name, shape, datatype, data=None, parameters=None): self._raw_data = None @property - def name(self): - """Get the name of input associated with this object. - Returns - ------- - str - The name of input + def name(self) -> str: + """Get the name of inference output associated with this object. + + Returns: + The name of inference output. """ return self._name @property - def datatype(self): - """Get the datatype of input associated with this object. - Returns - ------- - str - The datatype of input + def datatype(self) -> str: + """Get the data type of inference output associated with this object. + + Returns: + The data type of inference output. """ return self._datatype @property - def data(self): - """Get the data of InferOutput + def data(self) -> Union[List, np.ndarray, InferTensorContents]: + """Get the data of inference output associated with this object. + Returns: + The data of inference output. """ return self._data @property - def shape(self): - """Get the shape of input associated with this object. - Returns - ------- - list - The shape of input + def shape(self) -> List[int]: + """Get the shape of inference output associated with this object. + + Returns: + The shape of inference output """ return self._shape @property - def parameters(self): - """Get the parameters of input associated with this object. - Returns - ------- - dict - The key, value pair of string and InferParameter + def parameters(self) -> Union[Dict, MessageMap[str, InferParameter]]: + """Get the parameters of inference output associated with this object. + + Returns: + The additional inference parameters associated with the inference output. """ return self._parameters - def set_shape(self, shape): - """Set the shape of input. - Parameters - ---------- - shape : list - The shape of the associated input. + def set_shape(self, shape: List[int]): + """Set the shape of inference output. + + Args: + shape: The shape of the associated inference output. """ self._shape = shape def as_numpy(self) -> numpy.ndarray: - """ - Decode the tensor data as numpy array + """ Decode the tensor output data as numpy array. + + Returns: + The numpy array of the associated inference output data. """ dtype = to_np_dtype(self.datatype) if dtype is None: @@ -429,41 +436,37 @@ def as_numpy(self) -> numpy.ndarray: np_array = np.array(self._data, dtype=dtype) return np_array.reshape(self._shape) - def set_data_from_numpy(self, input_tensor, binary_data=True): - """Set the tensor data from the specified numpy array for - input associated with this object. - Parameters - ---------- - input_tensor : numpy array - The tensor data in numpy array format - binary_data : bool - Indicates whether to set data for the input in binary format - or explicit tensor within JSON. The default value is True, - which means the data will be delivered as binary data in the - HTTP body after the JSON object. - Raises - ------ - InferenceServerException - If failed to set data for the tensor. + def set_data_from_numpy(self, output_tensor: np.ndarray, binary_data: bool = True): + """Set the tensor data from the specified numpy array for the inference output associated with this object. + + Args: + output_tensor : The tensor data in numpy array format. + binary_data : Indicates whether to set data for the input in binary format + or explicit tensor within JSON. The default value is True, + which means the data will be delivered as binary data with gRPC or in the + HTTP body after the JSON object for REST. + + Raises: + InferenceError if failed to set data for the output tensor. """ - if not isinstance(input_tensor, (np.ndarray,)): - raise_error("input_tensor must be a numpy array") + if not isinstance(output_tensor, (np.ndarray,)): + InferenceError("input_tensor must be a numpy array") - dtype = from_np_dtype(input_tensor.dtype) + dtype = from_np_dtype(output_tensor.dtype) if self._datatype != dtype: - raise_error( + InferenceError( "got unexpected datatype {} from numpy array, expected {}".format(dtype, self._datatype)) valid_shape = True - if len(self._shape) != len(input_tensor.shape): + if len(self._shape) != len(output_tensor.shape): valid_shape = False else: for i in range(len(self._shape)): - if self._shape[i] != input_tensor.shape[i]: + if self._shape[i] != output_tensor.shape[i]: valid_shape = False if not valid_shape: - raise_error( + InferenceError( "got unexpected numpy array shape [{}], expected [{}]".format( - str(input_tensor.shape)[1:-1], + str(output_tensor.shape)[1:-1], str(self._shape)[1:-1])) if not binary_data: @@ -472,14 +475,14 @@ def set_data_from_numpy(self, input_tensor, binary_data=True): if self._datatype == "BYTES": self._data = [] try: - if input_tensor.size > 0: - for obj in np.nditer(input_tensor, + if output_tensor.size > 0: + for obj in np.nditer(output_tensor, flags=["refs_ok"], order='C'): # We need to convert the object to string using utf-8, # if we want to use the binary_data=False. JSON requires # the input to be a UTF-8 string. - if input_tensor.dtype == np.object_: + if output_tensor.dtype == np.object_: if type(obj.item()) == bytes: self._data.append( str(obj.item(), encoding='utf-8')) @@ -489,36 +492,25 @@ def set_data_from_numpy(self, input_tensor, binary_data=True): self._data.append( str(obj.item(), encoding='utf-8')) except UnicodeDecodeError: - raise_error( + InferenceError( f'Failed to encode "{obj.item()}" using UTF-8. Please use binary_data=True, if' ' you want to pass a byte array.') else: - self._data = [val.item() for val in input_tensor.flatten()] + self._data = [val.item() for val in output_tensor.flatten()] else: self._data = None if self._datatype == "BYTES": - serialized_output = serialize_byte_tensor(input_tensor) + serialized_output = serialize_byte_tensor(output_tensor) if serialized_output.size > 0: self._raw_data = serialized_output.item() else: self._raw_data = b'' else: - self._raw_data = input_tensor.tobytes() + self._raw_data = output_tensor.tobytes() self._parameters['binary_data_size'] = len(self._raw_data) class InferResponse: - """InferenceResponse - - $inference_response = - { - "model_name" : $string, - "model_version" : $string #optional, - "id" : $string, - "parameters" : $parameters #optional, - "outputs" : [ $response_output, ... ] - } - """ id: str model_name: str parameters: Optional[Dict] @@ -526,7 +518,18 @@ class InferResponse: from_grpc: bool def __init__(self, response_id: str, model_name: str, infer_outputs: List[InferOutput], - raw_outputs=None, from_grpc=False, parameters=None): + raw_outputs=None, from_grpc: Optional[bool] = False, + parameters: Optional[Union[Dict, MessageMap[str, InferParameter]]] = None): + """The InferResponse Data Model + + Args: + response_id: The id of the inference response. + model_name: The name of the model. + infer_outputs: The inference outputs of the inference response. + raw_outputs: The raw binary data of the inference outputs. + from_grpc: Indicate if the InferResponse is constructed from a gRPC response. + parameters: The additional inference parameters. + """ if parameters is None: parameters = {} self.id = response_id @@ -540,6 +543,8 @@ def __init__(self, response_id: str, model_name: str, infer_outputs: List[InferO @classmethod def from_grpc(cls, response: ModelInferResponse) -> 'InferResponse': + """ The class method to construct the InferResponse object from gRPC message type. + """ infer_outputs = [InferOutput(name=output.name, shape=list(output.shape), datatype=output.datatype, data=get_content(output.datatype, output.contents), @@ -550,6 +555,9 @@ def from_grpc(cls, response: ModelInferResponse) -> 'InferResponse': @classmethod def from_rest(cls, model_name: str, response: Dict) -> 'InferResponse': + """ The class method to construct the InferResponse object from REST message type. + + """ infer_outputs = [InferOutput(name=output['name'], shape=list(output['shape']), datatype=output['datatype'], @@ -562,8 +570,10 @@ def from_rest(cls, model_name: str, response: Dict) -> 'InferResponse': infer_outputs=infer_outputs) def to_rest(self) -> Dict: - """ Converts the InferResponse object to v2 REST InferenceRequest message + """ Converts the InferResponse object to v2 REST InferResponse dict. + Returns: + The InferResponse Dict. """ infer_outputs = [] for i, infer_output in enumerate(self.outputs): @@ -588,8 +598,10 @@ def to_rest(self) -> Dict: return res def to_grpc(self) -> ModelInferResponse: - """ Converts the InferResponse object to gRPC ModelInferRequest message + """ Converts the InferResponse object to gRPC ModelInferResponse type. + Returns: + The ModelInferResponse gRPC message. """ infer_outputs = [] raw_output_contents = []