diff --git a/.github/actions/base-download/action.yml b/.github/actions/base-download/action.yml index f2f49cc29f..ce9a7d189c 100644 --- a/.github/actions/base-download/action.yml +++ b/.github/actions/base-download/action.yml @@ -19,3 +19,8 @@ runs: uses: ishworkh/docker-image-artifact-download@v1 with: image: "kserve/storage-initializer:${{ github.sha }}" + + - name: Download router image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/router:${{ github.sha }}" diff --git a/.github/workflows/e2e-test.yml b/.github/workflows/e2e-test.yml index 02a77c0b16..079cc73f98 100644 --- a/.github/workflows/e2e-test.yml +++ b/.github/workflows/e2e-test.yml @@ -41,6 +41,11 @@ jobs: with: image: "kserve/storage-initializer:${{ github.sha }}" + - name: Upload router image + uses: ishworkh/docker-image-artifact-upload@v1 + with: + image: "kserve/router:${{ github.sha }}" + poetry-check: runs-on: ubuntu-latest steps: @@ -110,7 +115,7 @@ jobs: uses: ishworkh/docker-image-artifact-upload@v1 with: image: "kserve/custom-image-transformer-grpc:${{ github.sha }}" - + explainer-runtime-build: runs-on: ubuntu-latest needs: [poetry-check] @@ -133,9 +138,33 @@ jobs: with: image: "kserve/art-explainer:${{ github.sha }}" + graph-tests-images-build: + runs-on: ubuntu-latest + needs: [ poetry-check ] + steps: + - uses: actions/checkout@v3 + + - name: Free-up disk space + uses: ./.github/actions/free-up-disk-space + + - name: Build test images needed for graph tests + run: | + ./test/scripts/gh-actions/build-graph-tests-images.sh + docker image ls + + - name: Upload success_200_isvc predictor image + uses: ishworkh/docker-image-artifact-upload@v1 + with: + image: "kserve/success-200-isvc:${{ github.sha }}" + + - name: Upload error_404_isvc predictor image + uses: ishworkh/docker-image-artifact-upload@v1 + with: + image: "kserve/error-404-isvc:${{ github.sha }}" + test-fast: runs-on: ubuntu-latest - needs: [kserve-image-build, predictor-runtime-build, explainer-runtime-build] + needs: [kserve-image-build, predictor-runtime-build, explainer-runtime-build, graph-tests-images-build] steps: - name: Checkout uses: actions/checkout@v3 @@ -187,6 +216,16 @@ jobs: with: image: "kserve/image-transformer:${{ github.sha }}" + - name: Download success_200_isvc predictor image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/success-200-isvc:${{ github.sha }}" + + - name: Download error_404_isvc predictor image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/error-404-isvc:${{ github.sha }}" + - name: Install Poetry and version plugin run: ./test/scripts/gh-actions/setup-poetry.sh @@ -197,13 +236,100 @@ jobs: kubectl get pods -n kserve kubectl describe pods -n kserve - - name: Run E2E tests + - name: Run all E2E tests except graph timeout-minutes: 60 run: | - ./test/scripts/gh-actions/run-e2e-tests.sh "fast or pmml or graph" + ./test/scripts/gh-actions/run-e2e-tests.sh "fast or pmml" kubectl get pods -n kserve + - name: Run E2E tests for graph + timeout-minutes: 120 + run: | + ./test/scripts/gh-actions/run-e2e-tests.sh "graph" "2" + + kubectl get pods -n kserve + + - name: Check system status + if: always() + run: | + ./test/scripts/gh-actions/status-check.sh + + + test-path-based-routing: + runs-on: ubuntu-latest + needs: [ kserve-image-build, predictor-runtime-build, explainer-runtime-build, graph-tests-images-build ] + steps: + - name: Checkout + uses: actions/checkout@v3 + + - name: Setup Go + uses: actions/setup-go@v4 + with: + go-version: '1.20' + + - name: Setup Python + uses: actions/setup-python@v4 + with: + python-version: '3.9' + + - name: Free-up disk space + uses: ./.github/actions/free-up-disk-space + + - name: Setup Minikube + uses: ./.github/actions/minikube-setup + + - name: Download base images + uses: ./.github/actions/base-download + + - name: KServe dependency setup + uses: ./.github/actions/kserve-dep-setup + + - name: Download sklearn server image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/sklearnserver:${{ github.sha }}" + + - name: Download xgb server image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/xgbserver:${{ github.sha }}" + + - name: Download lgb server image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/lgbserver:${{ github.sha }}" + + - name: Download pmml image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/pmmlserver:${{ github.sha }}" + + - name: Download transformer image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/image-transformer:${{ github.sha }}" + + - name: Download success_200_isvc predictor image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/success-200-isvc:${{ github.sha }}" + + - name: Download error_404_isvc predictor image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/error-404-isvc:${{ github.sha }}" + + - name: Install Poetry and version plugin + run: ./test/scripts/gh-actions/setup-poetry.sh + + - name: Install KServe + run: | + ./test/scripts/gh-actions/setup-kserve.sh + + kubectl get pods -n kserve + kubectl describe pods -n kserve + - name: Patch inferenceservice config run : | kubectl patch configmaps -n kserve inferenceservice-config --patch-file config/overlays/test/configmap/inferenceservice-ingress.yaml @@ -587,7 +713,7 @@ jobs: test-kourier: runs-on: ubuntu-latest - needs: [kserve-image-build, predictor-runtime-build] + needs: [kserve-image-build, predictor-runtime-build, graph-tests-images-build] steps: - uses: actions/checkout@v2 - uses: actions/setup-go@v2 @@ -614,6 +740,16 @@ jobs: with: image: "kserve/xgbserver:${{ github.sha }}" + - name: Download success_200_isvc predictor image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/success-200-isvc:${{ github.sha }}" + + - name: Download error_404_isvc predictor image + uses: ishworkh/docker-image-artifact-download@v1 + with: + image: "kserve/error-404-isvc:${{ github.sha }}" + - name: Install Poetry and version plugin run: ./test/scripts/gh-actions/setup-poetry.sh @@ -630,7 +766,7 @@ jobs: kubectl describe configmaps -n kserve inferenceservice-config - name: Run E2E tests - timeout-minutes: 25 + timeout-minutes: 120 run: | export KSERVE_INGRESS_HOST_PORT=$(kubectl get pod -n knative-serving -l "app=3scale-kourier-gateway" \ --output=jsonpath="{.items[0].status.podIP}"):$(kubectl get pod -n knative-serving -l "app=3scale-kourier-gateway" \ diff --git a/Makefile b/Makefile index bee480378e..6492f4b782 100644 --- a/Makefile +++ b/Makefile @@ -26,6 +26,8 @@ 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. ENVTEST_K8S_VERSION = 1.26 +SUCCESS_200_ISVC_IMG ?= success-200-isvc +ERROR_404_ISVC_IMG ?= error-404-isvc ## Location to install dependencies to LOCALBIN ?= $(shell pwd)/bin @@ -76,6 +78,9 @@ deploy: manifests ${KUSTOMIZE} edit remove resource certmanager/certificate.yaml; \ else ${KUSTOMIZE} edit add resource certmanager/certificate.yaml; fi; ${KUSTOMIZE} build config/default | kubectl apply -f - + kubectl wait --for=condition=ready pod -l control-plane=kserve-controller-manager -n kserve --timeout=300s + sleep 2 + ${KUSTOMIZE} build config/runtimes | kubectl apply -f - if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; deploy-dev: manifests @@ -87,6 +92,7 @@ deploy-dev: manifests ${KUSTOMIZE} build config/overlays/development | kubectl apply -f - # 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/runtimes | kubectl apply -f - if [ ${KSERVE_ENABLE_SELF_SIGNED_CA} != false ]; then ./hack/self-signed-ca.sh; fi; @@ -125,17 +131,9 @@ deploy-helm: manifests undeploy: kustomize ${KUSTOMIZE} build config/default | kubectl delete -f - - kubectl delete validatingwebhookconfigurations.admissionregistration.k8s.io inferenceservice.serving.kserve.io - kubectl delete validatingwebhookconfigurations.admissionregistration.k8s.io trainedmodel.serving.kserve.io - kubectl delete validatingwebhookconfigurations.admissionregistration.k8s.io inferencegraph.serving.kserve.io - kubectl delete mutatingwebhookconfigurations.admissionregistration.k8s.io inferenceservice.serving.kserve.io undeploy-dev: kustomize ${KUSTOMIZE} build config/overlays/development | kubectl delete -f - - kubectl delete validatingwebhookconfigurations.admissionregistration.k8s.io inferenceservice.serving.kserve.io - kubectl delete validatingwebhookconfigurations.admissionregistration.k8s.io trainedmodel.serving.kserve.io - kubectl delete validatingwebhookconfigurations.admissionregistration.k8s.io inferencegraph.serving.kserve.io - kubectl delete mutatingwebhookconfigurations.admissionregistration.k8s.io inferenceservice.serving.kserve.io # Generate manifests e.g. CRD, RBAC etc. manifests: controller-gen kustomize @@ -302,6 +300,18 @@ docker-build-qpext: docker-build-push-qpext: docker-build-qpext docker push ${KO_DOCKER_REPO}/${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 . + +docker-push-success-200-isvc: docker-build-success-200-isvc + docker push ${KO_DOCKER_REPO}/${SUCCESS_200_ISVC_IMG} + +docker-build-error-node-404: + cd python && docker buildx build -t ${KO_DOCKER_REPO}/${ERROR_404_ISVC_IMG} -f error_404_isvc.Dockerfile . + +docker-push-error-node-404: docker-build-error-node-404 + docker push ${KO_DOCKER_REPO}/${ERROR_404_ISVC_IMG} + test-qpext: cd qpext && go test -v ./... -cover diff --git a/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml b/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml index 0847b34194..ce243119cf 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_clusterservingruntimes.yaml @@ -1132,6 +1132,10 @@ spec: type: boolean name: type: string + priority: + format: int32 + minimum: 1 + type: integer version: type: string required: diff --git a/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml b/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml index c6361fc7e2..41e71bd24a 100644 --- a/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml +++ b/charts/kserve-crd/templates/serving.kserve.io_servingruntimes.yaml @@ -1132,6 +1132,10 @@ spec: type: boolean name: type: string + priority: + format: int32 + minimum: 1 + type: integer version: type: string required: diff --git a/charts/kserve-resources/templates/clusterservingruntimes.yaml b/charts/kserve-resources/templates/clusterservingruntimes.yaml index 58881a7668..730d22cf8b 100644 --- a/charts/kserve-resources/templates/clusterservingruntimes.yaml +++ b/charts/kserve-resources/templates/clusterservingruntimes.yaml @@ -8,10 +8,12 @@ spec: prometheus.kserve.io/path: "/metrics" supportedModelFormats: - name: lightgbm - version: "2" + version: "3" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: "{{ .Values.kserve.servingruntime.lgbserver.image }}:{{ .Values.kserve.servingruntime.lgbserver.tag }}" @@ -42,15 +44,23 @@ spec: - name: sklearn version: "0" autoSelect: true + priority: 1 + - name: sklearn + version: "1" + autoSelect: true + priority: 2 - name: xgboost version: "1" autoSelect: true + priority: 2 - name: lightgbm version: "3" autoSelect: true + priority: 2 - name: mlflow version: "1" autoSelect: true + priority: 1 protocolVersions: - v2 containers: @@ -86,8 +96,10 @@ spec: - name: paddle version: "2" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: "{{ .Values.kserve.servingruntime.paddleserver.image }}:{{ .Values.kserve.servingruntime.paddleserver.tag }}" @@ -116,11 +128,14 @@ spec: - name: pmml version: "3" autoSelect: true + priority: 1 - name: pmml version: "4" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: "{{ .Values.kserve.servingruntime.pmmlserver.image }}:{{ .Values.kserve.servingruntime.pmmlserver.tag }}" @@ -149,8 +164,10 @@ spec: - name: sklearn version: "1" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: "{{ .Values.kserve.servingruntime.sklearnserver.image }}:{{ .Values.kserve.servingruntime.sklearnserver.tag }}" @@ -179,9 +196,11 @@ spec: - name: tensorflow version: "1" autoSelect: true + priority: 2 - name: tensorflow version: "2" autoSelect: true + priority: 2 protocolVersions: - v1 - grpc-v1 @@ -216,6 +235,7 @@ spec: - name: pytorch version: "1" autoSelect: true + priority: 2 protocolVersions: - v1 - v2 @@ -252,20 +272,25 @@ spec: - name: tensorrt version: "8" autoSelect: true + priority: 1 - name: tensorflow version: "1" autoSelect: true + priority: 1 - name: tensorflow version: "2" autoSelect: true + priority: 1 - name: onnx version: "1" autoSelect: true + priority: 1 - name: pytorch version: "1" - name: triton version: "2" autoSelect: true + priority: 1 protocolVersions: - v2 - grpc-v2 @@ -300,8 +325,10 @@ spec: - name: xgboost version: "1" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: "{{ .Values.kserve.servingruntime.xgbserver.image }}:{{ .Values.kserve.servingruntime.xgbserver.tag }}" diff --git a/charts/kserve-resources/templates/webhookconfiguration.yaml b/charts/kserve-resources/templates/webhookconfiguration.yaml index d6c13ec282..d6c5926b63 100644 --- a/charts/kserve-resources/templates/webhookconfiguration.yaml +++ b/charts/kserve-resources/templates/webhookconfiguration.yaml @@ -138,3 +138,61 @@ webhooks: - UPDATE resources: - inferencegraphs +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + creationTimestamp: null + name: clusterservingruntime.serving.kserve.io + annotations: + cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert +webhooks: + - clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: {{ .Release.Namespace }} + path: /validate-serving-kserve-io-v1alpha1-clusterservingruntime + failurePolicy: Fail + name: clusterservingruntime.kserve-webhook-server.validator + sideEffects: None + admissionReviewVersions: ["v1beta1"] + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - clusterservingruntimes +--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + creationTimestamp: null + name: servingruntime.serving.kserve.io + annotations: + cert-manager.io/inject-ca-from: {{ .Release.Namespace }}/serving-cert +webhooks: + - clientConfig: + caBundle: Cg== + service: + name: kserve-webhook-server-service + namespace: {{ .Release.Namespace }} + path: /validate-serving-kserve-io-v1alpha1-servingruntime + failurePolicy: Fail + name: servingruntime.kserve-webhook-server.validator + sideEffects: None + admissionReviewVersions: ["v1beta1"] + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - servingruntimes diff --git a/cmd/agent/main.go b/cmd/agent/main.go index 34322ce2f4..98d78dcd9b 100644 --- a/cmd/agent/main.go +++ b/cmd/agent/main.go @@ -1,3 +1,19 @@ +/* +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 main import ( diff --git a/cmd/manager/main.go b/cmd/manager/main.go index 5da5bc380a..ab3101a0c0 100644 --- a/cmd/manager/main.go +++ b/cmd/manager/main.go @@ -1,4 +1,5 @@ /* +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. @@ -27,6 +28,7 @@ import ( "github.com/kserve/kserve/pkg/controller/v1alpha1/trainedmodel/reconcilers/modelconfig" v1beta1controller "github.com/kserve/kserve/pkg/controller/v1beta1/inferenceservice" "github.com/kserve/kserve/pkg/webhook/admission/pod" + "github.com/kserve/kserve/pkg/webhook/admission/servingruntime" istio_networking "istio.io/api/networking/v1alpha3" "istio.io/client-go/pkg/apis/networking/v1alpha3" v1 "k8s.io/api/core/v1" @@ -220,6 +222,12 @@ func main() { log.Info("registering webhooks to the webhook server") hookServer.Register("/mutate-pods", &webhook.Admission{Handler: &pod.Mutator{}}) + //log.Info("registering cluster serving runtime validator webhook to the webhook server") + //hookServer.Register("/validate-serving-kserve-io-v1alpha1-clusterservingruntime", &webhook.Admission{Handler: &servingruntime.ClusterServingRuntimeValidator{}}) + + log.Info("registering serving runtime validator webhook to the webhook server") + hookServer.Register("/validate-serving-kserve-io-v1alpha1-servingruntime", &webhook.Admission{Handler: &servingruntime.ServingRuntimeValidator{}}) + if err = ctrl.NewWebhookManagedBy(mgr). For(&v1alpha1.TrainedModel{}). Complete(); err != nil { diff --git a/cmd/manager/main_test.go b/cmd/manager/main_test.go index da784ab41f..829077ac7a 100644 --- a/cmd/manager/main_test.go +++ b/cmd/manager/main_test.go @@ -1,3 +1,19 @@ +/* +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 main import ( diff --git a/cmd/router/main.go b/cmd/router/main.go index d78411d27c..24a96ff339 100644 --- a/cmd/router/main.go +++ b/cmd/router/main.go @@ -20,6 +20,7 @@ import ( "bytes" "encoding/json" "fmt" + "github.com/pkg/errors" "io" "net/http" "os" @@ -41,7 +42,7 @@ import ( var log = logf.Log.WithName("InferenceGraphRouter") -func callService(serviceUrl string, input []byte, headers http.Header) ([]byte, error) { +func callService(serviceUrl string, input []byte, headers http.Header) ([]byte, int, error) { defer timeTrack(time.Now(), "step", serviceUrl) log.Info("Entering callService", "url", serviceUrl) req, err := http.NewRequest("POST", serviceUrl, bytes.NewBuffer(input)) @@ -56,15 +57,15 @@ func callService(serviceUrl string, input []byte, headers http.Header) ([]byte, resp, err := http.DefaultClient.Do(req) if err != nil { - log.Error(err, "An error has occurred from service", "service", serviceUrl) - return nil, err + log.Error(err, "An error has occurred while calling service", "service", serviceUrl) + return nil, 500, err } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { log.Error(err, "error while reading the response") } - return body, err + return body, resp.StatusCode, err } func pickupRoute(routes []v1alpha1.InferenceStep) *v1alpha1.InferenceStep { @@ -98,7 +99,12 @@ func timeTrack(start time.Time, nodeOrStep string, name string) { log.Info("elapsed time", nodeOrStep, name, "time", elapsed) } -func routeStep(nodeName string, graph v1alpha1.InferenceGraphSpec, input []byte, headers http.Header) ([]byte, error) { +type EnsembleStepOutput struct { + StepResponse map[string]interface{} + StepStatusCode int +} + +func routeStep(nodeName string, graph v1alpha1.InferenceGraphSpec, input []byte, headers http.Header) ([]byte, int, error) { defer timeTrack(time.Now(), "node", nodeName) currentNode := graph.Nodes[nodeName] @@ -106,25 +112,54 @@ func routeStep(nodeName string, graph v1alpha1.InferenceGraphSpec, input []byte, return executeStep(pickupRoute(currentNode.Steps), graph, input, headers) } if currentNode.RouterType == v1alpha1.Switch { + var statusCode int + var responseBytes []byte + var err error route := pickupRouteByCondition(input, currentNode.Steps) if route == nil { - return input, nil //TODO maybe should fail in this case? + errorMessage := "None of the routes matched with the switch condition" + log.Error(err, errorMessage) + return nil, 404, errors.New(errorMessage) } - return executeStep(route, graph, input, headers) + stepType := "serviceUrl" + if route.NodeName != "" { + stepType = "node" + } + log.Info("Starting execution of step", "type", stepType, "stepName", route.StepName) + if responseBytes, statusCode, err = executeStep(route, graph, input, headers); err != nil { + return nil, 500, err + } + + if route.Dependency == v1alpha1.Hard { + if !isSuccessFul(statusCode) { + log.Info("This step is a hard dependency and it is unsuccessful", "stepName", route.StepName, "statusCode", statusCode) + // Stop the execution right away if step is hard dep and is unsuccessful + return responseBytes, statusCode, nil + } + } + return responseBytes, statusCode, nil } if currentNode.RouterType == v1alpha1.Ensemble { - ensembleRes := make([]chan map[string]interface{}, len(currentNode.Steps)) + ensembleRes := make([]chan EnsembleStepOutput, len(currentNode.Steps)) errChan := make(chan error) for i := range currentNode.Steps { step := ¤tNode.Steps[i] - resultChan := make(chan map[string]interface{}) + stepType := "serviceUrl" + if step.NodeName != "" { + stepType = "node" + } + log.Info("Starting execution of step", "type", stepType, "stepName", step.StepName) + resultChan := make(chan EnsembleStepOutput) ensembleRes[i] = resultChan go func() { - output, err := executeStep(step, graph, input, headers) + output, statusCode, err := executeStep(step, graph, input, headers) if err == nil { var res map[string]interface{} if err = json.Unmarshal(output, &res); err == nil { - resultChan <- res + resultChan <- EnsembleStepOutput{ + StepResponse: res, + StepStatusCode: statusCode, + } return } } @@ -133,24 +168,41 @@ func routeStep(nodeName string, graph v1alpha1.InferenceGraphSpec, input []byte, } // merge responses from parallel steps response := map[string]interface{}{} + ensembleStepOutput := EnsembleStepOutput{} for i, resultChan := range ensembleRes { key := currentNode.Steps[i].StepName if key == "" { key = strconv.Itoa(i) // Use index if no step name } select { - case response[key] = <-resultChan: + case ensembleStepOutput = <-resultChan: + if !isSuccessFul(ensembleStepOutput.StepStatusCode) && currentNode.Steps[i].Dependency == v1alpha1.Hard { + log.Info("This step is a hard dependency and it is unsuccessful", "stepName", currentNode.Steps[i].StepName, "statusCode", ensembleStepOutput.StepStatusCode) + stepResponse, _ := json.Marshal(ensembleStepOutput.StepResponse) // TODO check if you need err handling for Marshalling + return stepResponse, ensembleStepOutput.StepStatusCode, nil // First failed hard dependency will decide the response and response code for ensemble node + } else { + response[key] = ensembleStepOutput.StepResponse + } case err := <-errChan: - return nil, err + return nil, 500, err } } - return json.Marshal(response) + //return json.Marshal(response) + combinedResponse, _ := json.Marshal(response) // TODO check if you need err handling for Marshalling + return combinedResponse, 200, nil } if currentNode.RouterType == v1alpha1.Sequence { + var statusCode int var responseBytes []byte var err error for i := range currentNode.Steps { step := ¤tNode.Steps[i] + stepType := "serviceUrl" + if step.NodeName != "" { + stepType = "node" + } + log.Info("Starting execution of step", "type", stepType, "stepName", step.StepName) + request := input if step.Data == "$response" && i > 0 { request = responseBytes @@ -158,24 +210,42 @@ func routeStep(nodeName string, graph v1alpha1.InferenceGraphSpec, input []byte, if step.Condition != "" { if !gjson.ValidBytes(responseBytes) { - return nil, fmt.Errorf("invalid response") + return nil, 500, fmt.Errorf("invalid response") } // if the condition does not match for the step in the sequence we stop and return the response if !gjson.GetBytes(responseBytes, step.Condition).Exists() { - return responseBytes, nil + return responseBytes, 500, nil } } - if responseBytes, err = executeStep(step, graph, request, headers); err != nil { - return nil, err + if responseBytes, statusCode, err = executeStep(step, graph, request, headers); err != nil { + return nil, 500, err + } + /* + Only if a step is a hard dependency, we will check for its success. + */ + if step.Dependency == v1alpha1.Hard { + if !isSuccessFul(statusCode) { + log.Info("This step is a hard dependency and it is unsuccessful", "stepName", step.StepName, "statusCode", statusCode) + // Stop the execution right away if step is hard dep and is unsuccessful + return responseBytes, statusCode, nil + } } } - return responseBytes, nil + + return responseBytes, statusCode, nil } log.Error(nil, "invalid route type", "type", currentNode.RouterType) - return nil, fmt.Errorf("invalid route type: %v", currentNode.RouterType) + return nil, 500, fmt.Errorf("invalid route type: %v", currentNode.RouterType) +} + +func isSuccessFul(statusCode int) bool { + if statusCode >= 200 && statusCode <= 299 { + return true + } + return false } -func executeStep(step *v1alpha1.InferenceStep, graph v1alpha1.InferenceGraphSpec, input []byte, headers http.Header) ([]byte, error) { +func executeStep(step *v1alpha1.InferenceStep, graph v1alpha1.InferenceGraphSpec, input []byte, headers http.Header) ([]byte, int, error) { if step.NodeName != "" { // when nodeName is specified make a recursive call for routing to next step return routeStep(step.NodeName, graph, input, headers) @@ -183,19 +253,34 @@ func executeStep(step *v1alpha1.InferenceStep, graph v1alpha1.InferenceGraphSpec return callService(step.ServiceURL, input, headers) } +func prepareErrorResponse(err error, errorMessage string) []byte { + igRoutingErr := &InferenceGraphRoutingError{ + errorMessage, + fmt.Sprintf("%v", err), + } + errorResponseBytes, err := json.Marshal(igRoutingErr) + if err != nil { + log.Error(err, "marshalling error") + } + return errorResponseBytes +} + var inferenceGraph *v1alpha1.InferenceGraphSpec func graphHandler(w http.ResponseWriter, req *http.Request) { inputBytes, _ := io.ReadAll(req.Body) - if response, err := routeStep(v1alpha1.GraphRootNodeName, *inferenceGraph, inputBytes, req.Header); err != nil { + if response, statusCode, err := routeStep(v1alpha1.GraphRootNodeName, *inferenceGraph, inputBytes, req.Header); err != nil { log.Error(err, "failed to process request") - w.WriteHeader(500) //TODO status code tbd - w.Write([]byte(fmt.Sprintf("Failed to process request: %v", err))) + w.Header().Set("Content-Type", "application/json") + w.WriteHeader(statusCode) + w.Write(prepareErrorResponse(err, "Failed to process request")) } else { if json.Valid(response) { w.Header().Set("Content-Type", "application/json") } + w.WriteHeader(statusCode) w.Write(response) + } } diff --git a/cmd/router/main_test.go b/cmd/router/main_test.go index ee9aa0488b..6828b3ea2c 100644 --- a/cmd/router/main_test.go +++ b/cmd/router/main_test.go @@ -1,3 +1,19 @@ +/* +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 main import ( @@ -82,7 +98,7 @@ func TestSimpleModelChainer(t *testing.T) { "Authorization": {"Bearer Token"}, } - res, err := routeStep("root", graphSpec, jsonBytes, headers) + res, _, err := routeStep("root", graphSpec, jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) expectedResponse := map[string]interface{}{ @@ -154,7 +170,7 @@ func TestSimpleModelEnsemble(t *testing.T) { headers := http.Header{ "Authorization": {"Bearer Token"}, } - res, err := routeStep("root", graphSpec, jsonBytes, headers) + res, _, err := routeStep("root", graphSpec, jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) expectedResponse := map[string]interface{}{ @@ -333,7 +349,7 @@ func TestInferenceGraphWithCondition(t *testing.T) { headers := http.Header{ "Authorization": {"Bearer Token"}, } - res, err := routeStep("root", graphSpec, jsonBytes, headers) + res, _, err := routeStep("root", graphSpec, jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) expectedModel3Response := map[string]interface{}{ @@ -397,7 +413,7 @@ func TestCallServiceWhenNoneHeadersToPropagateIsEmpty(t *testing.T) { } // Propagating no header headersToPropagate = []string{} - res, err := callService(model1Url.String(), jsonBytes, headers) + res, _, err := callService(model1Url.String(), jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) expectedResponse := map[string]interface{}{ @@ -442,7 +458,7 @@ func TestCallServiceWhen1HeaderToPropagate(t *testing.T) { } // Propagating only 1 header "Test-Header-Key" headersToPropagate = []string{"Test-Header-Key"} - res, err := callService(model1Url.String(), jsonBytes, headers) + res, _, err := callService(model1Url.String(), jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) expectedResponse := map[string]interface{}{ @@ -488,7 +504,7 @@ func TestCallServiceWhenMultipleHeadersToPropagate(t *testing.T) { } // Propagating multiple headers "Test-Header-Key" headersToPropagate = []string{"Test-Header-Key", "Authorization"} - res, err := callService(model1Url.String(), jsonBytes, headers) + res, _, err := callService(model1Url.String(), jsonBytes, headers) var response map[string]interface{} err = json.Unmarshal(res, &response) expectedResponse := map[string]interface{}{ diff --git a/cmd/router/router_error.go b/cmd/router/router_error.go new file mode 100644 index 0000000000..4dd7f5fd9f --- /dev/null +++ b/cmd/router/router_error.go @@ -0,0 +1,12 @@ +package main + +import "fmt" + +type InferenceGraphRoutingError struct { + ErrorMessage string `json:"error"` + Cause string `json:"cause"` +} + +func (e *InferenceGraphRoutingError) Error() string { + return fmt.Sprintf("%s. %s", e.ErrorMessage, e.Cause) +} diff --git a/cmd/spec-gen/main.go b/cmd/spec-gen/main.go index f43a98d2ae..3310bf65a4 100644 --- a/cmd/spec-gen/main.go +++ b/cmd/spec-gen/main.go @@ -1,4 +1,5 @@ /* +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. diff --git a/config/crd/serving.kserve.io_clusterservingruntimes.yaml b/config/crd/serving.kserve.io_clusterservingruntimes.yaml index 0847b34194..ce243119cf 100644 --- a/config/crd/serving.kserve.io_clusterservingruntimes.yaml +++ b/config/crd/serving.kserve.io_clusterservingruntimes.yaml @@ -1132,6 +1132,10 @@ spec: type: boolean name: type: string + priority: + format: int32 + minimum: 1 + type: integer version: type: string required: diff --git a/config/crd/serving.kserve.io_inferencegraphs.yaml b/config/crd/serving.kserve.io_inferencegraphs.yaml index 5a37537130..49006ff588 100644 --- a/config/crd/serving.kserve.io_inferencegraphs.yaml +++ b/config/crd/serving.kserve.io_inferencegraphs.yaml @@ -420,6 +420,11 @@ spec: type: string data: type: string + dependency: + enum: + - Soft + - Hard + type: string name: type: string nodeName: diff --git a/config/crd/serving.kserve.io_servingruntimes.yaml b/config/crd/serving.kserve.io_servingruntimes.yaml index c6361fc7e2..41e71bd24a 100644 --- a/config/crd/serving.kserve.io_servingruntimes.yaml +++ b/config/crd/serving.kserve.io_servingruntimes.yaml @@ -1132,6 +1132,10 @@ spec: type: boolean name: type: string + priority: + format: int32 + minimum: 1 + type: integer version: type: string required: diff --git a/config/default/clusterservingruntime_validatingwebhook_cainjection_patch.yaml b/config/default/clusterservingruntime_validatingwebhook_cainjection_patch.yaml new file mode 100644 index 0000000000..9967fe4380 --- /dev/null +++ b/config/default/clusterservingruntime_validatingwebhook_cainjection_patch.yaml @@ -0,0 +1,8 @@ +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + name: clusterservingruntime.serving.kserve.io + annotations: + cert-manager.io/inject-ca-from: $(kserveNamespace)/serving-cert +webhooks: + - name: clusterservingruntime.kserve-webhook-server.validator diff --git a/config/default/trainedmodel_mutatingwebhook_cainjection_patch.yaml b/config/default/inferencegraph_validatingwebhook_cainjection_patch.yaml similarity index 100% rename from config/default/trainedmodel_mutatingwebhook_cainjection_patch.yaml rename to config/default/inferencegraph_validatingwebhook_cainjection_patch.yaml diff --git a/config/default/kustomization.yaml b/config/default/kustomization.yaml index 672d67076f..2a0cb42661 100644 --- a/config/default/kustomization.yaml +++ b/config/default/kustomization.yaml @@ -56,6 +56,16 @@ replacements: name: inferencegraph.serving.kserve.io fieldPaths: - webhooks.*.clientConfig.service.name +# - select: +# kind: ValidatingWebhookConfiguration +# name: clusterservingruntime.serving.kserve.io +# fieldPaths: +# - webhooks.*.clientConfig.service.name + - select: + kind: ValidatingWebhookConfiguration + name: servingruntime.serving.kserve.io + fieldPaths: + - webhooks.*.clientConfig.service.name - select: kind: Certificate name: serving-cert @@ -100,6 +110,16 @@ replacements: fieldPaths: - webhooks.*.clientConfig.service.namespace # - select: +# kind: ValidatingWebhookConfiguration +# name: clusterservingruntime.serving.kserve.io +# fieldPaths: +# - webhooks.*.clientConfig.service.namespace + - select: + kind: ValidatingWebhookConfiguration + name: servingruntime.serving.kserve.io + fieldPaths: + - webhooks.*.clientConfig.service.namespace +# - select: # kind: Certificate # name: serving-cert # namespace: kserve @@ -148,6 +168,22 @@ replacements: # - metadata.annotations.[cert-manager.io/inject-ca-from] # options: # delimiter: '/' +# index: 0 +# - select: +# kind: ValidatingWebhookConfiguration +# name: clusterservingruntime.serving.kserve.io +# fieldPaths: +# - metadata.annotations.[cert-manager.io/inject-ca-from] +# options: +# delimiter: '/' +# index: 0 +# - select: +# kind: ValidatingWebhookConfiguration +# name: servingruntime.serving.kserve.io +# fieldPaths: +# - metadata.annotations.[cert-manager.io/inject-ca-from] +# options: +# delimiter: '/' # index: 0 # Protect the /metrics endpoint by putting it behind auth. @@ -164,8 +200,10 @@ patches: #- path: manager_auth_proxy_patch.yaml - path: isvc_mutatingwebhook_cainjection_patch.yaml - path: isvc_validatingwebhook_cainjection_patch.yaml -- path: trainedmodel_mutatingwebhook_cainjection_patch.yaml +- path: inferencegraph_validatingwebhook_cainjection_patch.yaml - path: trainedmodel_validatingwebhook_cainjection_patch.yaml +#- path: clusterservingruntime_validatingwebhook_cainjection_patch.yaml +- path: servingruntime_validationwebhook_cainjection_patch.yaml - path: svc_webhook_cainjection_patch.yaml - path: manager_resources_patch.yaml - path: inferenceservice_conversion_webhook.yaml diff --git a/config/default/servingruntime_validationwebhook_cainjection_patch.yaml b/config/default/servingruntime_validationwebhook_cainjection_patch.yaml new file mode 100644 index 0000000000..c7335123f5 --- /dev/null +++ b/config/default/servingruntime_validationwebhook_cainjection_patch.yaml @@ -0,0 +1,8 @@ +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + name: servingruntime.serving.kserve.io + annotations: + service.beta.openshift.io/inject-cabundle: "true" +webhooks: + - name: servingruntime.kserve-webhook-server.validator diff --git a/config/overlays/test/configmap/inferenceservice.yaml b/config/overlays/test/configmap/inferenceservice.yaml index c45d036a9b..f9ba5fb5d6 100644 --- a/config/overlays/test/configmap/inferenceservice.yaml +++ b/config/overlays/test/configmap/inferenceservice.yaml @@ -72,3 +72,11 @@ data: "enableMetricAggregation": "false", "enablePrometheusScraping" : "false" } + router: |- + { + "image" : "kserve/router:latest", + "memoryRequest": "100Mi", + "memoryLimit": "500Mi", + "cpuRequest": "100m", + "cpuLimit": "100m" + } \ No newline at end of file diff --git a/config/runtimes/kserve-lgbserver.yaml b/config/runtimes/kserve-lgbserver.yaml index a587f087b4..bace0b6800 100644 --- a/config/runtimes/kserve-lgbserver.yaml +++ b/config/runtimes/kserve-lgbserver.yaml @@ -10,8 +10,10 @@ spec: - name: lightgbm version: "3" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: kserve-lgbserver:replace diff --git a/config/runtimes/kserve-mlserver.yaml b/config/runtimes/kserve-mlserver.yaml index 550f2ab098..8b350ec67b 100644 --- a/config/runtimes/kserve-mlserver.yaml +++ b/config/runtimes/kserve-mlserver.yaml @@ -11,15 +11,23 @@ spec: - name: sklearn version: "0" autoSelect: true + priority: 1 + - name: sklearn + version: "1" + autoSelect: true + priority: 2 - name: xgboost version: "1" autoSelect: true + priority: 2 - name: lightgbm version: "3" autoSelect: true + priority: 2 - name: mlflow version: "1" autoSelect: true + priority: 1 protocolVersions: - v2 containers: diff --git a/config/runtimes/kserve-paddleserver.yaml b/config/runtimes/kserve-paddleserver.yaml index 56f53eba6d..925f2ee105 100644 --- a/config/runtimes/kserve-paddleserver.yaml +++ b/config/runtimes/kserve-paddleserver.yaml @@ -10,8 +10,10 @@ spec: - name: paddle version: "2" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: kserve-paddleserver:replace diff --git a/config/runtimes/kserve-pmmlserver.yaml b/config/runtimes/kserve-pmmlserver.yaml index 66cfa81d15..ca949ec08a 100644 --- a/config/runtimes/kserve-pmmlserver.yaml +++ b/config/runtimes/kserve-pmmlserver.yaml @@ -10,11 +10,14 @@ spec: - name: pmml version: "3" autoSelect: true + priority: 1 - name: pmml version: "4" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: kserve-pmmlserver:replace diff --git a/config/runtimes/kserve-sklearnserver.yaml b/config/runtimes/kserve-sklearnserver.yaml index 81f9f9e602..cb52c2c507 100644 --- a/config/runtimes/kserve-sklearnserver.yaml +++ b/config/runtimes/kserve-sklearnserver.yaml @@ -10,8 +10,10 @@ spec: - name: sklearn version: "1" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: kserve-sklearnserver:replace diff --git a/config/runtimes/kserve-tensorflow-serving.yaml b/config/runtimes/kserve-tensorflow-serving.yaml index e295d53972..1975e6c3c4 100644 --- a/config/runtimes/kserve-tensorflow-serving.yaml +++ b/config/runtimes/kserve-tensorflow-serving.yaml @@ -10,9 +10,11 @@ spec: - name: tensorflow version: "1" autoSelect: true + priority: 2 - name: tensorflow version: "2" autoSelect: true + priority: 2 protocolVersions: - v1 - grpc-v1 diff --git a/config/runtimes/kserve-torchserve.yaml b/config/runtimes/kserve-torchserve.yaml index f2edd0e35d..59f59af53e 100644 --- a/config/runtimes/kserve-torchserve.yaml +++ b/config/runtimes/kserve-torchserve.yaml @@ -10,6 +10,7 @@ spec: - name: pytorch version: "1" autoSelect: true + priority: 2 protocolVersions: - v1 - v2 diff --git a/config/runtimes/kserve-tritonserver.yaml b/config/runtimes/kserve-tritonserver.yaml index 52eb3ae4f1..c3f8c5bc78 100644 --- a/config/runtimes/kserve-tritonserver.yaml +++ b/config/runtimes/kserve-tritonserver.yaml @@ -10,20 +10,25 @@ spec: - name: tensorrt version: "8" autoSelect: true + priority: 1 - name: tensorflow version: "1" autoSelect: true + priority: 1 - name: tensorflow version: "2" autoSelect: true + priority: 1 - name: onnx version: "1" autoSelect: true + priority: 1 - name: pytorch version: "1" - name: triton version: "2" autoSelect: true + priority: 1 protocolVersions: - v2 - grpc-v2 diff --git a/config/runtimes/kserve-xgbserver.yaml b/config/runtimes/kserve-xgbserver.yaml index 88f23c856c..29a60c4ac6 100644 --- a/config/runtimes/kserve-xgbserver.yaml +++ b/config/runtimes/kserve-xgbserver.yaml @@ -10,8 +10,10 @@ spec: - name: xgboost version: "1" autoSelect: true + priority: 1 protocolVersions: - v1 + - v2 containers: - name: kserve-container image: kserve-xgbserver:replace diff --git a/config/webhook/manifests.yaml b/config/webhook/manifests.yaml index 84fa4f7ecf..92c00a7941 100644 --- a/config/webhook/manifests.yaml +++ b/config/webhook/manifests.yaml @@ -135,3 +135,57 @@ webhooks: - UPDATE resources: - inferencegraphs +--- +#apiVersion: admissionregistration.k8s.io/v1 +#kind: ValidatingWebhookConfiguration +#metadata: +# creationTimestamp: null +# name: clusterservingruntime.serving.kserve.io +#webhooks: +# - clientConfig: +# caBundle: Cg== +# service: +# name: $(webhookServiceName) +# namespace: $(kserveNamespace) +# path: /validate-serving-kserve-io-v1alpha1-clusterservingruntime +# failurePolicy: Fail +# name: clusterservingruntime.kserve-webhook-server.validator +# sideEffects: None +# admissionReviewVersions: ["v1beta1"] +# rules: +# - apiGroups: +# - serving.kserve.io +# apiVersions: +# - v1alpha1 +# operations: +# - CREATE +# - UPDATE +# resources: +# - clusterservingruntimes +#--- +apiVersion: admissionregistration.k8s.io/v1 +kind: ValidatingWebhookConfiguration +metadata: + creationTimestamp: null + name: servingruntime.serving.kserve.io +webhooks: + - clientConfig: + caBundle: Cg== + service: + name: $(webhookServiceName) + namespace: $(kserveNamespace) + path: /validate-serving-kserve-io-v1alpha1-servingruntime + failurePolicy: Fail + name: servingruntime.kserve-webhook-server.validator + sideEffects: None + admissionReviewVersions: ["v1beta1"] + rules: + - apiGroups: + - serving.kserve.io + apiVersions: + - v1alpha1 + operations: + - CREATE + - UPDATE + resources: + - servingruntimes diff --git a/hack/boilerplate.sh b/hack/boilerplate.sh index cc3edbc1df..b52bd67a7a 100755 --- a/hack/boilerplate.sh +++ b/hack/boilerplate.sh @@ -1,17 +1,33 @@ #!/bin/bash -for i in $(find ./pkg -name '*.go') # or whatever other pattern... +# Copyright 2023 The Kubeflow 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. + +# This script adds copyright to the python and go files. + +while IFS= read -r -d '' file do - if ! grep -q Copyright $i - then - cat hack/boilerplate.go.txt $i >$i.new && mv $i.new $i - fi -done + if ! grep -q Copyright "$file" + then + cat hack/boilerplate.go.txt "$file" > "$file".new && mv "$file".new "$file" + fi +done < <(find ./pkg ./cmd -name '*.go' -print0) -for i in $(find ./python -name '*.py') # or whatever other pattern... +while IFS= read -r -d '' file do - if ! grep -q Copyright $i - then - cat hack/boilerplate.python.txt $i >$i.new && mv $i.new $i - fi -done + if ! grep -q Copyright "$file" + then + cat hack/boilerplate.python.txt "$file" > "$file".new && mv "$file".new "$file" + fi +done < <(find ./python -name '*.py' -print0) diff --git a/hack/python-sdk/client-gen.sh b/hack/python-sdk/client-gen.sh index 71ef50eb03..88543f6a9b 100755 --- a/hack/python-sdk/client-gen.sh +++ b/hack/python-sdk/client-gen.sh @@ -34,11 +34,11 @@ fi echo "Generating Python SDK for KServe ..." java -jar ${SWAGGER_CODEGEN_JAR} generate -i ${SWAGGER_CODEGEN_FILE} -g python -o ${SDK_OUTPUT_PATH} -c ${SWAGGER_CODEGEN_CONF} -# revert following files since they are diveraged from generated ones +# revert following files since they are diverged from generated ones git checkout python/kserve/README.md git checkout python/kserve/kserve/__init__.py -# git checkout python/kserve/setup.py -# git checkout python/kserve/requirements.txt +git clean -f python/kserve/setup.py +git clean -f python/kserve/requirements.txt # Update kubernetes docs link. K8S_IMPORT_LIST=`cat hack/python-sdk/swagger_config.json|grep "V1" | awk -F"\"" '{print $2}'` diff --git a/pkg/apis/serving/v1alpha1/inference_graph.go b/pkg/apis/serving/v1alpha1/inference_graph.go index 4977047e77..744a22c16f 100644 --- a/pkg/apis/serving/v1alpha1/inference_graph.go +++ b/pkg/apis/serving/v1alpha1/inference_graph.go @@ -230,6 +230,20 @@ type InferenceTarget struct { ServiceURL string `json:"serviceUrl,omitempty"` } +// InferenceStepDependencyType constant for inference step dependency +// +k8s:openapi-gen=true +// +kubebuilder:validation:Enum=Soft;Hard +type InferenceStepDependencyType string + +// StepDependency Enum +const ( + // Soft + Soft InferenceStepDependencyType = "Soft" + + // Hard + Hard InferenceStepDependencyType = "Hard" +) + // InferenceStep defines the inference target of the current step with condition, weights and data. // +k8s:openapi-gen=true type InferenceStep struct { @@ -254,6 +268,10 @@ type InferenceStep struct { // routing based on the condition // +optional Condition string `json:"condition,omitempty"` + + // to decide whether a step is a hard or a soft dependency in the Inference Graph + // +optional + Dependency InferenceStepDependencyType `json:"dependency,omitempty"` } // InferenceGraphStatus defines the InferenceGraph conditions and status diff --git a/pkg/apis/serving/v1alpha1/servingruntime_types.go b/pkg/apis/serving/v1alpha1/servingruntime_types.go index aa78ae1e63..6a1199c459 100644 --- a/pkg/apis/serving/v1alpha1/servingruntime_types.go +++ b/pkg/apis/serving/v1alpha1/servingruntime_types.go @@ -36,6 +36,16 @@ type SupportedModelFormat struct { // this model format is specified with no explicit runtime. // +optional AutoSelect *bool `json:"autoSelect,omitempty"` + + // +kubebuilder:validation:Minimum=1 + + // Priority of this serving runtime for auto selection. + // This is used to select the serving runtime if more than one serving runtime supports the same model format. + // The value should be greater than zero. The higher the value, the higher the priority. + // Priority is not considered if AutoSelect is either false or not specified. + // Priority can be overridden by specifying the runtime in the InferenceService. + // +optional + Priority *int32 `json:"priority,omitempty"` } // +k8s:openapi-gen=true @@ -266,3 +276,17 @@ func (srSpec *ServingRuntimeSpec) IsProtocolVersionSupported(modelProtocolVersio } return false } + +// GetPriority returns the priority of the specified model. It returns nil if priority is not set or the model is not found. +func (srSpec *ServingRuntimeSpec) GetPriority(modelName string) *int32 { + for _, model := range srSpec.SupportedModelFormats { + if model.Name == modelName { + return model.Priority + } + } + return nil +} + +func (m *SupportedModelFormat) IsAutoSelectEnabled() bool { + return m.AutoSelect != nil && *m.AutoSelect +} diff --git a/pkg/apis/serving/v1alpha1/servingruntime_types_test.go b/pkg/apis/serving/v1alpha1/servingruntime_types_test.go index ff7b7e1c8a..55e35fac2e 100644 --- a/pkg/apis/serving/v1alpha1/servingruntime_types_test.go +++ b/pkg/apis/serving/v1alpha1/servingruntime_types_test.go @@ -20,6 +20,7 @@ import ( "fmt" "github.com/golang/protobuf/proto" "github.com/kserve/kserve/pkg/constants" + "github.com/onsi/gomega" "testing" v1 "k8s.io/api/core/v1" @@ -451,3 +452,194 @@ func TestServingRuntimeSpec_IsProtocolVersionSupported(t *testing.T) { }) } } + +func TestServingRuntimeSpec_GetPriority(t *testing.T) { + endpoint := "endpoint" + version := "1.0" + + scenarios := map[string]struct { + spec ServingRuntimeSpec + modelFormatName string + expected gomega.OmegaMatcher + }{ + "Priority is provided": { + spec: ServingRuntimeSpec{ + GrpcDataEndpoint: &endpoint, + ServingRuntimePodSpec: ServingRuntimePodSpec{ + Containers: []v1.Container{ + { + Args: []string{"arg1", "arg2"}, + Command: []string{"command", "command2"}, + Env: []v1.EnvVar{ + {Name: "name", Value: "value"}, + { + Name: "fromSecret", + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{Key: "mykey"}, + }, + }, + }, + Image: "image", + Name: "name", + ImagePullPolicy: "IfNotPresent", + Resources: v1.ResourceRequirements{ + Limits: v1.ResourceList{ + v1.ResourceMemory: resource.MustParse("200Mi"), + }, + }, + }, + }, + }, + SupportedModelFormats: []SupportedModelFormat{ + { + Name: "sklearn", + Version: &version, + Priority: proto.Int32(1), + }, + { + Name: "pytorch", + Version: &version, + Priority: proto.Int32(2), + }, + }, + }, + modelFormatName: "pytorch", + expected: gomega.Equal(proto.Int32(2)), + }, + "Priority is not provided": { + spec: ServingRuntimeSpec{ + GrpcDataEndpoint: &endpoint, + ServingRuntimePodSpec: ServingRuntimePodSpec{ + Containers: []v1.Container{ + { + Args: []string{"arg1", "arg2"}, + Command: []string{"command", "command2"}, + Env: []v1.EnvVar{ + {Name: "name", Value: "value"}, + { + Name: "fromSecret", + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{Key: "mykey"}, + }, + }, + }, + Image: "image", + Name: "name", + ImagePullPolicy: "IfNotPresent", + Resources: v1.ResourceRequirements{ + Limits: v1.ResourceList{ + v1.ResourceMemory: resource.MustParse("200Mi"), + }, + }, + }, + }, + }, + SupportedModelFormats: []SupportedModelFormat{ + { + Name: "sklearn", + Version: &version, + }, + { + Name: "pytorch", + Version: &version, + Priority: proto.Int32(2), + }, + }, + }, + modelFormatName: "sklearn", + expected: gomega.BeNil(), + }, + "If provided model format does not exist": { + spec: ServingRuntimeSpec{ + GrpcDataEndpoint: &endpoint, + ServingRuntimePodSpec: ServingRuntimePodSpec{ + Containers: []v1.Container{ + { + Args: []string{"arg1", "arg2"}, + Command: []string{"command", "command2"}, + Env: []v1.EnvVar{ + {Name: "name", Value: "value"}, + { + Name: "fromSecret", + ValueFrom: &v1.EnvVarSource{ + SecretKeyRef: &v1.SecretKeySelector{Key: "mykey"}, + }, + }, + }, + Image: "image", + Name: "name", + ImagePullPolicy: "IfNotPresent", + Resources: v1.ResourceRequirements{ + Limits: v1.ResourceList{ + v1.ResourceMemory: resource.MustParse("200Mi"), + }, + }, + }, + }, + }, + SupportedModelFormats: []SupportedModelFormat{ + { + Name: "sklearn", + Version: &version, + Priority: proto.Int32(1), + }, + { + Name: "pytorch", + Version: &version, + Priority: proto.Int32(2), + }, + }, + }, + modelFormatName: "lightgbm", + expected: gomega.BeNil(), + }, + } + for name, scenario := range scenarios { + t.Run(name, func(t *testing.T) { + g := gomega.NewGomegaWithT(t) + res := scenario.spec.GetPriority(scenario.modelFormatName) + g.Expect(res).To(scenario.expected) + }) + } +} + +func TestSupportedModelFormat_IsAutoSelectEnabled(t *testing.T) { + version := "1.0" + + scenarios := map[string]struct { + modelFormat SupportedModelFormat + res bool + }{ + "default behaviour": { + modelFormat: SupportedModelFormat{ + Name: "name", + Version: &version, + }, + res: false, + }, + "autoselect is set to true": { + modelFormat: SupportedModelFormat{ + Name: "name", + Version: &version, + AutoSelect: proto.Bool(true), + }, + res: true, + }, + "autoselect is set to false": { + modelFormat: SupportedModelFormat{ + Name: "name", + Version: &version, + AutoSelect: proto.Bool(false), + }, + res: false, + }, + } + for name, scenario := range scenarios { + t.Run(name, func(t *testing.T) { + res := scenario.modelFormat.IsAutoSelectEnabled() + if res != scenario.res { + fmt.Println(fmt.Errorf("Expected %t, got %t", scenario.res, res)) + } + }) + } +} diff --git a/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go index c7421b9972..e1b078609c 100644 --- a/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go +++ b/pkg/apis/serving/v1alpha1/zz_generated.deepcopy.go @@ -613,6 +613,11 @@ func (in *SupportedModelFormat) DeepCopyInto(out *SupportedModelFormat) { *out = new(bool) **out = **in } + if in.Priority != nil { + in, out := &in.Priority, &out.Priority + *out = new(int32) + **out = **in + } } // DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SupportedModelFormat. diff --git a/pkg/apis/serving/v1beta1/openapi_generated.go b/pkg/apis/serving/v1beta1/openapi_generated.go index 8aae5fec4f..12b2779c90 100644 --- a/pkg/apis/serving/v1beta1/openapi_generated.go +++ b/pkg/apis/serving/v1beta1/openapi_generated.go @@ -30,67 +30,67 @@ import ( func GetOpenAPIDefinitions(ref common.ReferenceCallback) map[string]common.OpenAPIDefinition { return map[string]common.OpenAPIDefinition{ - "./pkg/apis/serving/v1alpha1.BuiltInAdapter": schema_pkg_apis_serving_v1alpha1_BuiltInAdapter(ref), - "./pkg/apis/serving/v1alpha1.ClusterServingRuntime": schema_pkg_apis_serving_v1alpha1_ClusterServingRuntime(ref), - "./pkg/apis/serving/v1alpha1.ClusterServingRuntimeList": schema_pkg_apis_serving_v1alpha1_ClusterServingRuntimeList(ref), - "./pkg/apis/serving/v1alpha1.InferenceGraph": schema_pkg_apis_serving_v1alpha1_InferenceGraph(ref), - "./pkg/apis/serving/v1alpha1.InferenceGraphList": schema_pkg_apis_serving_v1alpha1_InferenceGraphList(ref), - "./pkg/apis/serving/v1alpha1.InferenceGraphSpec": schema_pkg_apis_serving_v1alpha1_InferenceGraphSpec(ref), - "./pkg/apis/serving/v1alpha1.InferenceGraphStatus": schema_pkg_apis_serving_v1alpha1_InferenceGraphStatus(ref), - "./pkg/apis/serving/v1alpha1.InferenceRouter": schema_pkg_apis_serving_v1alpha1_InferenceRouter(ref), - "./pkg/apis/serving/v1alpha1.InferenceStep": schema_pkg_apis_serving_v1alpha1_InferenceStep(ref), - "./pkg/apis/serving/v1alpha1.InferenceTarget": schema_pkg_apis_serving_v1alpha1_InferenceTarget(ref), - "./pkg/apis/serving/v1alpha1.ModelSpec": schema_pkg_apis_serving_v1alpha1_ModelSpec(ref), - "./pkg/apis/serving/v1alpha1.ServingRuntime": schema_pkg_apis_serving_v1alpha1_ServingRuntime(ref), - "./pkg/apis/serving/v1alpha1.ServingRuntimeList": schema_pkg_apis_serving_v1alpha1_ServingRuntimeList(ref), - "./pkg/apis/serving/v1alpha1.ServingRuntimePodSpec": schema_pkg_apis_serving_v1alpha1_ServingRuntimePodSpec(ref), - "./pkg/apis/serving/v1alpha1.ServingRuntimeSpec": schema_pkg_apis_serving_v1alpha1_ServingRuntimeSpec(ref), - "./pkg/apis/serving/v1alpha1.ServingRuntimeStatus": schema_pkg_apis_serving_v1alpha1_ServingRuntimeStatus(ref), - "./pkg/apis/serving/v1alpha1.StorageHelper": schema_pkg_apis_serving_v1alpha1_StorageHelper(ref), - "./pkg/apis/serving/v1alpha1.SupportedModelFormat": schema_pkg_apis_serving_v1alpha1_SupportedModelFormat(ref), - "./pkg/apis/serving/v1alpha1.TrainedModel": schema_pkg_apis_serving_v1alpha1_TrainedModel(ref), - "./pkg/apis/serving/v1alpha1.TrainedModelList": schema_pkg_apis_serving_v1alpha1_TrainedModelList(ref), - "./pkg/apis/serving/v1alpha1.TrainedModelSpec": schema_pkg_apis_serving_v1alpha1_TrainedModelSpec(ref), - "./pkg/apis/serving/v1beta1.ARTExplainerSpec": schema_pkg_apis_serving_v1beta1_ARTExplainerSpec(ref), - "./pkg/apis/serving/v1beta1.AlibiExplainerSpec": schema_pkg_apis_serving_v1beta1_AlibiExplainerSpec(ref), - "./pkg/apis/serving/v1beta1.Batcher": schema_pkg_apis_serving_v1beta1_Batcher(ref), - "./pkg/apis/serving/v1beta1.ComponentExtensionSpec": schema_pkg_apis_serving_v1beta1_ComponentExtensionSpec(ref), - "./pkg/apis/serving/v1beta1.ComponentStatusSpec": schema_pkg_apis_serving_v1beta1_ComponentStatusSpec(ref), - "./pkg/apis/serving/v1beta1.CustomExplainer": schema_pkg_apis_serving_v1beta1_CustomExplainer(ref), - "./pkg/apis/serving/v1beta1.CustomPredictor": schema_pkg_apis_serving_v1beta1_CustomPredictor(ref), - "./pkg/apis/serving/v1beta1.CustomTransformer": schema_pkg_apis_serving_v1beta1_CustomTransformer(ref), - "./pkg/apis/serving/v1beta1.DeployConfig": schema_pkg_apis_serving_v1beta1_DeployConfig(ref), - "./pkg/apis/serving/v1beta1.ExplainerConfig": schema_pkg_apis_serving_v1beta1_ExplainerConfig(ref), - "./pkg/apis/serving/v1beta1.ExplainerExtensionSpec": schema_pkg_apis_serving_v1beta1_ExplainerExtensionSpec(ref), - "./pkg/apis/serving/v1beta1.ExplainerSpec": schema_pkg_apis_serving_v1beta1_ExplainerSpec(ref), - "./pkg/apis/serving/v1beta1.ExplainersConfig": schema_pkg_apis_serving_v1beta1_ExplainersConfig(ref), - "./pkg/apis/serving/v1beta1.FailureInfo": schema_pkg_apis_serving_v1beta1_FailureInfo(ref), - "./pkg/apis/serving/v1beta1.InferenceService": schema_pkg_apis_serving_v1beta1_InferenceService(ref), - "./pkg/apis/serving/v1beta1.InferenceServiceList": schema_pkg_apis_serving_v1beta1_InferenceServiceList(ref), - "./pkg/apis/serving/v1beta1.InferenceServiceSpec": schema_pkg_apis_serving_v1beta1_InferenceServiceSpec(ref), - "./pkg/apis/serving/v1beta1.InferenceServiceStatus": schema_pkg_apis_serving_v1beta1_InferenceServiceStatus(ref), - "./pkg/apis/serving/v1beta1.InferenceServicesConfig": schema_pkg_apis_serving_v1beta1_InferenceServicesConfig(ref), - "./pkg/apis/serving/v1beta1.IngressConfig": schema_pkg_apis_serving_v1beta1_IngressConfig(ref), - "./pkg/apis/serving/v1beta1.LightGBMSpec": schema_pkg_apis_serving_v1beta1_LightGBMSpec(ref), - "./pkg/apis/serving/v1beta1.LoggerSpec": schema_pkg_apis_serving_v1beta1_LoggerSpec(ref), - "./pkg/apis/serving/v1beta1.ModelCopies": schema_pkg_apis_serving_v1beta1_ModelCopies(ref), - "./pkg/apis/serving/v1beta1.ModelFormat": schema_pkg_apis_serving_v1beta1_ModelFormat(ref), - "./pkg/apis/serving/v1beta1.ModelRevisionStates": schema_pkg_apis_serving_v1beta1_ModelRevisionStates(ref), - "./pkg/apis/serving/v1beta1.ModelSpec": schema_pkg_apis_serving_v1beta1_ModelSpec(ref), - "./pkg/apis/serving/v1beta1.ModelStatus": schema_pkg_apis_serving_v1beta1_ModelStatus(ref), - "./pkg/apis/serving/v1beta1.ONNXRuntimeSpec": schema_pkg_apis_serving_v1beta1_ONNXRuntimeSpec(ref), - "./pkg/apis/serving/v1beta1.PMMLSpec": schema_pkg_apis_serving_v1beta1_PMMLSpec(ref), - "./pkg/apis/serving/v1beta1.PaddleServerSpec": schema_pkg_apis_serving_v1beta1_PaddleServerSpec(ref), - "./pkg/apis/serving/v1beta1.PodSpec": schema_pkg_apis_serving_v1beta1_PodSpec(ref), - "./pkg/apis/serving/v1beta1.PredictorExtensionSpec": schema_pkg_apis_serving_v1beta1_PredictorExtensionSpec(ref), - "./pkg/apis/serving/v1beta1.PredictorSpec": schema_pkg_apis_serving_v1beta1_PredictorSpec(ref), - "./pkg/apis/serving/v1beta1.SKLearnSpec": schema_pkg_apis_serving_v1beta1_SKLearnSpec(ref), - "./pkg/apis/serving/v1beta1.StorageSpec": schema_pkg_apis_serving_v1beta1_StorageSpec(ref), - "./pkg/apis/serving/v1beta1.TFServingSpec": schema_pkg_apis_serving_v1beta1_TFServingSpec(ref), - "./pkg/apis/serving/v1beta1.TorchServeSpec": schema_pkg_apis_serving_v1beta1_TorchServeSpec(ref), - "./pkg/apis/serving/v1beta1.TransformerSpec": schema_pkg_apis_serving_v1beta1_TransformerSpec(ref), - "./pkg/apis/serving/v1beta1.TritonSpec": schema_pkg_apis_serving_v1beta1_TritonSpec(ref), - "./pkg/apis/serving/v1beta1.XGBoostSpec": schema_pkg_apis_serving_v1beta1_XGBoostSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.BuiltInAdapter": schema_pkg_apis_serving_v1alpha1_BuiltInAdapter(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ClusterServingRuntime": schema_pkg_apis_serving_v1alpha1_ClusterServingRuntime(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ClusterServingRuntimeList": schema_pkg_apis_serving_v1alpha1_ClusterServingRuntimeList(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraph": schema_pkg_apis_serving_v1alpha1_InferenceGraph(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraphList": schema_pkg_apis_serving_v1alpha1_InferenceGraphList(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraphSpec": schema_pkg_apis_serving_v1alpha1_InferenceGraphSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraphStatus": schema_pkg_apis_serving_v1alpha1_InferenceGraphStatus(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceRouter": schema_pkg_apis_serving_v1alpha1_InferenceRouter(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceStep": schema_pkg_apis_serving_v1alpha1_InferenceStep(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceTarget": schema_pkg_apis_serving_v1alpha1_InferenceTarget(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ModelSpec": schema_pkg_apis_serving_v1alpha1_ModelSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntime": schema_pkg_apis_serving_v1alpha1_ServingRuntime(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeList": schema_pkg_apis_serving_v1alpha1_ServingRuntimeList(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimePodSpec": schema_pkg_apis_serving_v1alpha1_ServingRuntimePodSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeSpec": schema_pkg_apis_serving_v1alpha1_ServingRuntimeSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeStatus": schema_pkg_apis_serving_v1alpha1_ServingRuntimeStatus(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.StorageHelper": schema_pkg_apis_serving_v1alpha1_StorageHelper(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.SupportedModelFormat": schema_pkg_apis_serving_v1alpha1_SupportedModelFormat(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModel": schema_pkg_apis_serving_v1alpha1_TrainedModel(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModelList": schema_pkg_apis_serving_v1alpha1_TrainedModelList(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModelSpec": schema_pkg_apis_serving_v1alpha1_TrainedModelSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ARTExplainerSpec": schema_pkg_apis_serving_v1beta1_ARTExplainerSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.AlibiExplainerSpec": schema_pkg_apis_serving_v1beta1_AlibiExplainerSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher": schema_pkg_apis_serving_v1beta1_Batcher(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ComponentExtensionSpec": schema_pkg_apis_serving_v1beta1_ComponentExtensionSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ComponentStatusSpec": schema_pkg_apis_serving_v1beta1_ComponentStatusSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.CustomExplainer": schema_pkg_apis_serving_v1beta1_CustomExplainer(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.CustomPredictor": schema_pkg_apis_serving_v1beta1_CustomPredictor(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.CustomTransformer": schema_pkg_apis_serving_v1beta1_CustomTransformer(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.DeployConfig": schema_pkg_apis_serving_v1beta1_DeployConfig(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerConfig": schema_pkg_apis_serving_v1beta1_ExplainerConfig(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerExtensionSpec": schema_pkg_apis_serving_v1beta1_ExplainerExtensionSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerSpec": schema_pkg_apis_serving_v1beta1_ExplainerSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainersConfig": schema_pkg_apis_serving_v1beta1_ExplainersConfig(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.FailureInfo": schema_pkg_apis_serving_v1beta1_FailureInfo(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceService": schema_pkg_apis_serving_v1beta1_InferenceService(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServiceList": schema_pkg_apis_serving_v1beta1_InferenceServiceList(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServiceSpec": schema_pkg_apis_serving_v1beta1_InferenceServiceSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServiceStatus": schema_pkg_apis_serving_v1beta1_InferenceServiceStatus(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServicesConfig": schema_pkg_apis_serving_v1beta1_InferenceServicesConfig(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.IngressConfig": schema_pkg_apis_serving_v1beta1_IngressConfig(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.LightGBMSpec": schema_pkg_apis_serving_v1beta1_LightGBMSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec": schema_pkg_apis_serving_v1beta1_LoggerSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelCopies": schema_pkg_apis_serving_v1beta1_ModelCopies(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelFormat": schema_pkg_apis_serving_v1beta1_ModelFormat(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelRevisionStates": schema_pkg_apis_serving_v1beta1_ModelRevisionStates(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelSpec": schema_pkg_apis_serving_v1beta1_ModelSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelStatus": schema_pkg_apis_serving_v1beta1_ModelStatus(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ONNXRuntimeSpec": schema_pkg_apis_serving_v1beta1_ONNXRuntimeSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PMMLSpec": schema_pkg_apis_serving_v1beta1_PMMLSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PaddleServerSpec": schema_pkg_apis_serving_v1beta1_PaddleServerSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PodSpec": schema_pkg_apis_serving_v1beta1_PodSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PredictorExtensionSpec": schema_pkg_apis_serving_v1beta1_PredictorExtensionSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PredictorSpec": schema_pkg_apis_serving_v1beta1_PredictorSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.SKLearnSpec": schema_pkg_apis_serving_v1beta1_SKLearnSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec": schema_pkg_apis_serving_v1beta1_StorageSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TFServingSpec": schema_pkg_apis_serving_v1beta1_TFServingSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TorchServeSpec": schema_pkg_apis_serving_v1beta1_TorchServeSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TransformerSpec": schema_pkg_apis_serving_v1beta1_TransformerSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TritonSpec": schema_pkg_apis_serving_v1beta1_TritonSpec(ref), + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.XGBoostSpec": schema_pkg_apis_serving_v1beta1_XGBoostSpec(ref), } } @@ -180,20 +180,20 @@ func schema_pkg_apis_serving_v1alpha1_ClusterServingRuntime(ref common.Reference "spec": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.ServingRuntimeSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeSpec"), }, }, "status": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.ServingRuntimeStatus"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeStatus"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.ServingRuntimeSpec", "./pkg/apis/serving/v1alpha1.ServingRuntimeStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeSpec", "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, } } @@ -231,7 +231,7 @@ func schema_pkg_apis_serving_v1alpha1_ClusterServingRuntimeList(ref common.Refer Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.ClusterServingRuntime"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ClusterServingRuntime"), }, }, }, @@ -242,7 +242,7 @@ func schema_pkg_apis_serving_v1alpha1_ClusterServingRuntimeList(ref common.Refer }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.ClusterServingRuntime", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ClusterServingRuntime", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, } } @@ -276,20 +276,20 @@ func schema_pkg_apis_serving_v1alpha1_InferenceGraph(ref common.ReferenceCallbac "spec": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.InferenceGraphSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraphSpec"), }, }, "status": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.InferenceGraphStatus"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraphStatus"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.InferenceGraphSpec", "./pkg/apis/serving/v1alpha1.InferenceGraphStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraphSpec", "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraphStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, } } @@ -332,7 +332,7 @@ func schema_pkg_apis_serving_v1alpha1_InferenceGraphList(ref common.ReferenceCal Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.InferenceGraph"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraph"), }, }, }, @@ -343,7 +343,7 @@ func schema_pkg_apis_serving_v1alpha1_InferenceGraphList(ref common.ReferenceCal }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.InferenceGraph", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceGraph", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, } } @@ -363,7 +363,7 @@ func schema_pkg_apis_serving_v1alpha1_InferenceGraphSpec(ref common.ReferenceCal Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.InferenceRouter"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceRouter"), }, }, }, @@ -385,7 +385,7 @@ func schema_pkg_apis_serving_v1alpha1_InferenceGraphSpec(ref common.ReferenceCal }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.InferenceRouter", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.ResourceRequirements"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceRouter", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.ResourceRequirements"}, } } @@ -476,7 +476,7 @@ func schema_pkg_apis_serving_v1alpha1_InferenceRouter(ref common.ReferenceCallba Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.InferenceStep"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceStep"), }, }, }, @@ -487,7 +487,7 @@ func schema_pkg_apis_serving_v1alpha1_InferenceRouter(ref common.ReferenceCallba }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.InferenceStep"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.InferenceStep"}, } } @@ -656,20 +656,20 @@ func schema_pkg_apis_serving_v1alpha1_ServingRuntime(ref common.ReferenceCallbac "spec": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.ServingRuntimeSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeSpec"), }, }, "status": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.ServingRuntimeStatus"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeStatus"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.ServingRuntimeSpec", "./pkg/apis/serving/v1alpha1.ServingRuntimeStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeSpec", "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntimeStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, } } @@ -707,7 +707,7 @@ func schema_pkg_apis_serving_v1alpha1_ServingRuntimeList(ref common.ReferenceCal Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.ServingRuntime"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntime"), }, }, }, @@ -718,7 +718,7 @@ func schema_pkg_apis_serving_v1alpha1_ServingRuntimeList(ref common.ReferenceCal }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.ServingRuntime", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ServingRuntime", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, } } @@ -880,7 +880,7 @@ func schema_pkg_apis_serving_v1alpha1_ServingRuntimeSpec(ref common.ReferenceCal Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.SupportedModelFormat"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.SupportedModelFormat"), }, }, }, @@ -1074,13 +1074,13 @@ func schema_pkg_apis_serving_v1alpha1_ServingRuntimeSpec(ref common.ReferenceCal "storageHelper": { SchemaProps: spec.SchemaProps{ Description: "Configuration for this runtime's use of the storage helper (model puller) It is enabled unless explicitly disabled", - Ref: ref("./pkg/apis/serving/v1alpha1.StorageHelper"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.StorageHelper"), }, }, "builtInAdapter": { SchemaProps: spec.SchemaProps{ Description: "Provide the details about built-in runtime adapter", - Ref: ref("./pkg/apis/serving/v1alpha1.BuiltInAdapter"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.BuiltInAdapter"), }, }, }, @@ -1088,7 +1088,7 @@ func schema_pkg_apis_serving_v1alpha1_ServingRuntimeSpec(ref common.ReferenceCal }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.BuiltInAdapter", "./pkg/apis/serving/v1alpha1.StorageHelper", "./pkg/apis/serving/v1alpha1.SupportedModelFormat", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.Volume"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.BuiltInAdapter", "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.StorageHelper", "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.SupportedModelFormat", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.Volume"}, } } @@ -1149,6 +1149,13 @@ func schema_pkg_apis_serving_v1alpha1_SupportedModelFormat(ref common.ReferenceC Format: "", }, }, + "priority": { + SchemaProps: spec.SchemaProps{ + Description: "Priority of this serving runtime for auto selection. This is used to select the serving runtime if more than one serving runtime supports the same model format. The value should be greater than zero. The higher the value, the higher the priority. Priority is not considered if AutoSelect is either false or not specified. Priority can be overridden by specifying the runtime in the InferenceService.", + Type: []string{"integer"}, + Format: "int32", + }, + }, }, }, }, @@ -1185,20 +1192,20 @@ func schema_pkg_apis_serving_v1alpha1_TrainedModel(ref common.ReferenceCallback) "spec": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.TrainedModelSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModelSpec"), }, }, "status": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.TrainedModelStatus"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModelStatus"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.TrainedModelSpec", "./pkg/apis/serving/v1alpha1.TrainedModelStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModelSpec", "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModelStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, } } @@ -1241,7 +1248,7 @@ func schema_pkg_apis_serving_v1alpha1_TrainedModelList(ref common.ReferenceCallb Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.TrainedModel"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModel"), }, }, }, @@ -1252,7 +1259,7 @@ func schema_pkg_apis_serving_v1alpha1_TrainedModelList(ref common.ReferenceCallb }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.TrainedModel", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.TrainedModel", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, } } @@ -1275,7 +1282,7 @@ func schema_pkg_apis_serving_v1alpha1_TrainedModelSpec(ref common.ReferenceCallb SchemaProps: spec.SchemaProps{ Description: "Predictor model spec", Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1alpha1.ModelSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ModelSpec"), }, }, }, @@ -1283,7 +1290,7 @@ func schema_pkg_apis_serving_v1alpha1_TrainedModelSpec(ref common.ReferenceCallb }, }, Dependencies: []string{ - "./pkg/apis/serving/v1alpha1.ModelSpec"}, + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1.ModelSpec"}, } } @@ -1565,7 +1572,7 @@ func schema_pkg_apis_serving_v1beta1_ARTExplainerSpec(ref common.ReferenceCallba "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, @@ -1573,7 +1580,7 @@ func schema_pkg_apis_serving_v1beta1_ARTExplainerSpec(ref common.ReferenceCallba }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -1855,7 +1862,7 @@ func schema_pkg_apis_serving_v1beta1_AlibiExplainerSpec(ref common.ReferenceCall "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, @@ -1863,7 +1870,7 @@ func schema_pkg_apis_serving_v1beta1_AlibiExplainerSpec(ref common.ReferenceCall }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -1960,13 +1967,13 @@ func schema_pkg_apis_serving_v1beta1_ComponentExtensionSpec(ref common.Reference "logger": { SchemaProps: spec.SchemaProps{ Description: "Activate request/response logging and logger configurations", - Ref: ref("./pkg/apis/serving/v1beta1.LoggerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec"), }, }, "batcher": { SchemaProps: spec.SchemaProps{ Description: "Activate request batching and batching configurations", - Ref: ref("./pkg/apis/serving/v1beta1.Batcher"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher"), }, }, "labels": { @@ -2005,7 +2012,7 @@ func schema_pkg_apis_serving_v1beta1_ComponentExtensionSpec(ref common.Reference }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.Batcher", "./pkg/apis/serving/v1beta1.LoggerSpec"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec"}, } } @@ -3760,14 +3767,14 @@ func schema_pkg_apis_serving_v1beta1_ExplainerExtensionSpec(ref common.Reference "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -3781,13 +3788,13 @@ func schema_pkg_apis_serving_v1beta1_ExplainerSpec(ref common.ReferenceCallback) "alibi": { SchemaProps: spec.SchemaProps{ Description: "Spec for alibi explainer", - Ref: ref("./pkg/apis/serving/v1beta1.AlibiExplainerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.AlibiExplainerSpec"), }, }, "art": { SchemaProps: spec.SchemaProps{ Description: "Spec for ART explainer", - Ref: ref("./pkg/apis/serving/v1beta1.ARTExplainerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ARTExplainerSpec"), }, }, "volumes": { @@ -4277,13 +4284,13 @@ func schema_pkg_apis_serving_v1beta1_ExplainerSpec(ref common.ReferenceCallback) "logger": { SchemaProps: spec.SchemaProps{ Description: "Activate request/response logging and logger configurations", - Ref: ref("./pkg/apis/serving/v1beta1.LoggerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec"), }, }, "batcher": { SchemaProps: spec.SchemaProps{ Description: "Activate request batching and batching configurations", - Ref: ref("./pkg/apis/serving/v1beta1.Batcher"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher"), }, }, "labels": { @@ -4322,7 +4329,7 @@ func schema_pkg_apis_serving_v1beta1_ExplainerSpec(ref common.ReferenceCallback) }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.ARTExplainerSpec", "./pkg/apis/serving/v1beta1.AlibiExplainerSpec", "./pkg/apis/serving/v1beta1.Batcher", "./pkg/apis/serving/v1beta1.LoggerSpec", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.EphemeralContainer", "k8s.io/api/core/v1.HostAlias", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodOS", "k8s.io/api/core/v1.PodReadinessGate", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSchedulingGate", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.TopologySpreadConstraint", "k8s.io/api/core/v1.Volume", "k8s.io/apimachinery/pkg/api/resource.Quantity"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ARTExplainerSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.AlibiExplainerSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.EphemeralContainer", "k8s.io/api/core/v1.HostAlias", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodOS", "k8s.io/api/core/v1.PodReadinessGate", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSchedulingGate", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.TopologySpreadConstraint", "k8s.io/api/core/v1.Volume", "k8s.io/apimachinery/pkg/api/resource.Quantity"}, } } @@ -4335,20 +4342,20 @@ func schema_pkg_apis_serving_v1beta1_ExplainersConfig(ref common.ReferenceCallba "alibi": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.ExplainerConfig"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerConfig"), }, }, "art": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.ExplainerConfig"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerConfig"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.ExplainerConfig"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerConfig"}, } } @@ -4437,20 +4444,20 @@ func schema_pkg_apis_serving_v1beta1_InferenceService(ref common.ReferenceCallba "spec": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.InferenceServiceSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServiceSpec"), }, }, "status": { SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.InferenceServiceStatus"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServiceStatus"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.InferenceServiceSpec", "./pkg/apis/serving/v1beta1.InferenceServiceStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServiceSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceServiceStatus", "k8s.io/apimachinery/pkg/apis/meta/v1.ObjectMeta"}, } } @@ -4493,7 +4500,7 @@ func schema_pkg_apis_serving_v1beta1_InferenceServiceList(ref common.ReferenceCa Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.InferenceService"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceService"), }, }, }, @@ -4504,7 +4511,7 @@ func schema_pkg_apis_serving_v1beta1_InferenceServiceList(ref common.ReferenceCa }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.InferenceService", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.InferenceService", "k8s.io/apimachinery/pkg/apis/meta/v1.ListMeta"}, } } @@ -4519,19 +4526,19 @@ func schema_pkg_apis_serving_v1beta1_InferenceServiceSpec(ref common.ReferenceCa SchemaProps: spec.SchemaProps{ Description: "Predictor defines the model serving spec", Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.PredictorSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.PredictorSpec"), }, }, "explainer": { SchemaProps: spec.SchemaProps{ Description: "Explainer defines the model explanation service spec, explainer service calls to predictor or transformer if it is specified.", - Ref: ref("./pkg/apis/serving/v1beta1.ExplainerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerSpec"), }, }, "transformer": { SchemaProps: spec.SchemaProps{ Description: "Transformer defines the pre/post processing before and after the predictor call, transformer service calls to predictor service.", - Ref: ref("./pkg/apis/serving/v1beta1.TransformerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.TransformerSpec"), }, }, }, @@ -4539,7 +4546,7 @@ func schema_pkg_apis_serving_v1beta1_InferenceServiceSpec(ref common.ReferenceCa }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.ExplainerSpec", "./pkg/apis/serving/v1beta1.PredictorSpec", "./pkg/apis/serving/v1beta1.TransformerSpec"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainerSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PredictorSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TransformerSpec"}, } } @@ -4614,7 +4621,7 @@ func schema_pkg_apis_serving_v1beta1_InferenceServiceStatus(ref common.Reference Schema: &spec.Schema{ SchemaProps: spec.SchemaProps{ Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.ComponentStatusSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ComponentStatusSpec"), }, }, }, @@ -4624,14 +4631,14 @@ func schema_pkg_apis_serving_v1beta1_InferenceServiceStatus(ref common.Reference SchemaProps: spec.SchemaProps{ Description: "Model related statuses", Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.ModelStatus"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelStatus"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.ComponentStatusSpec", "./pkg/apis/serving/v1beta1.ModelStatus", "knative.dev/pkg/apis.Condition", "knative.dev/pkg/apis.URL", "knative.dev/pkg/apis/duck/v1.Addressable"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ComponentStatusSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelStatus", "knative.dev/pkg/apis.Condition", "knative.dev/pkg/apis.URL", "knative.dev/pkg/apis/duck/v1.Addressable"}, } } @@ -4645,7 +4652,7 @@ func schema_pkg_apis_serving_v1beta1_InferenceServicesConfig(ref common.Referenc SchemaProps: spec.SchemaProps{ Description: "Explainer configurations", Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.ExplainersConfig"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainersConfig"), }, }, }, @@ -4653,7 +4660,7 @@ func schema_pkg_apis_serving_v1beta1_InferenceServicesConfig(ref common.Referenc }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.ExplainersConfig"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ExplainersConfig"}, } } @@ -4990,14 +4997,14 @@ func schema_pkg_apis_serving_v1beta1_LightGBMSpec(ref common.ReferenceCallback) "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -5120,7 +5127,7 @@ func schema_pkg_apis_serving_v1beta1_ModelSpec(ref common.ReferenceCallback) com SchemaProps: spec.SchemaProps{ Description: "ModelFormat being served.", Default: map[string]interface{}{}, - Ref: ref("./pkg/apis/serving/v1beta1.ModelFormat"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelFormat"), }, }, "runtime": { @@ -5384,7 +5391,7 @@ func schema_pkg_apis_serving_v1beta1_ModelSpec(ref common.ReferenceCallback) com "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, @@ -5392,7 +5399,7 @@ func schema_pkg_apis_serving_v1beta1_ModelSpec(ref common.ReferenceCallback) com }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.ModelFormat", "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelFormat", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -5413,19 +5420,19 @@ func schema_pkg_apis_serving_v1beta1_ModelStatus(ref common.ReferenceCallback) c "states": { SchemaProps: spec.SchemaProps{ Description: "State information of the predictor's model.", - Ref: ref("./pkg/apis/serving/v1beta1.ModelRevisionStates"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelRevisionStates"), }, }, "lastFailureInfo": { SchemaProps: spec.SchemaProps{ Description: "Details of last failure, when load of target model is failed or blocked.", - Ref: ref("./pkg/apis/serving/v1beta1.FailureInfo"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.FailureInfo"), }, }, "copies": { SchemaProps: spec.SchemaProps{ Description: "Model copy information of the predictor's model.", - Ref: ref("./pkg/apis/serving/v1beta1.ModelCopies"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelCopies"), }, }, }, @@ -5433,7 +5440,7 @@ func schema_pkg_apis_serving_v1beta1_ModelStatus(ref common.ReferenceCallback) c }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.FailureInfo", "./pkg/apis/serving/v1beta1.ModelCopies", "./pkg/apis/serving/v1beta1.ModelRevisionStates"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.FailureInfo", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelCopies", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelRevisionStates"}, } } @@ -5698,14 +5705,14 @@ func schema_pkg_apis_serving_v1beta1_ONNXRuntimeSpec(ref common.ReferenceCallbac "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -5970,14 +5977,14 @@ func schema_pkg_apis_serving_v1beta1_PMMLSpec(ref common.ReferenceCallback) comm "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -6241,14 +6248,14 @@ func schema_pkg_apis_serving_v1beta1_PaddleServerSpec(ref common.ReferenceCallba "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -6963,14 +6970,14 @@ func schema_pkg_apis_serving_v1beta1_PredictorExtensionSpec(ref common.Reference "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -6984,61 +6991,61 @@ func schema_pkg_apis_serving_v1beta1_PredictorSpec(ref common.ReferenceCallback) "sklearn": { SchemaProps: spec.SchemaProps{ Description: "Spec for SKLearn model server", - Ref: ref("./pkg/apis/serving/v1beta1.SKLearnSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.SKLearnSpec"), }, }, "xgboost": { SchemaProps: spec.SchemaProps{ Description: "Spec for XGBoost model server", - Ref: ref("./pkg/apis/serving/v1beta1.XGBoostSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.XGBoostSpec"), }, }, "tensorflow": { SchemaProps: spec.SchemaProps{ Description: "Spec for TFServing (https://github.com/tensorflow/serving)", - Ref: ref("./pkg/apis/serving/v1beta1.TFServingSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.TFServingSpec"), }, }, "pytorch": { SchemaProps: spec.SchemaProps{ Description: "Spec for TorchServe (https://pytorch.org/serve)", - Ref: ref("./pkg/apis/serving/v1beta1.TorchServeSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.TorchServeSpec"), }, }, "triton": { SchemaProps: spec.SchemaProps{ Description: "Spec for Triton Inference Server (https://github.com/triton-inference-server/server)", - Ref: ref("./pkg/apis/serving/v1beta1.TritonSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.TritonSpec"), }, }, "onnx": { SchemaProps: spec.SchemaProps{ Description: "Spec for ONNX runtime (https://github.com/microsoft/onnxruntime)", - Ref: ref("./pkg/apis/serving/v1beta1.ONNXRuntimeSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ONNXRuntimeSpec"), }, }, "pmml": { SchemaProps: spec.SchemaProps{ Description: "Spec for PMML (http://dmg.org/pmml/v4-1/GeneralStructure.html)", - Ref: ref("./pkg/apis/serving/v1beta1.PMMLSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.PMMLSpec"), }, }, "lightgbm": { SchemaProps: spec.SchemaProps{ Description: "Spec for LightGBM model server", - Ref: ref("./pkg/apis/serving/v1beta1.LightGBMSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.LightGBMSpec"), }, }, "paddle": { SchemaProps: spec.SchemaProps{ Description: "Spec for Paddle model server (https://github.com/PaddlePaddle/Serving)", - Ref: ref("./pkg/apis/serving/v1beta1.PaddleServerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.PaddleServerSpec"), }, }, "model": { SchemaProps: spec.SchemaProps{ Description: "Model spec for any arbitrary framework.", - Ref: ref("./pkg/apis/serving/v1beta1.ModelSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelSpec"), }, }, "volumes": { @@ -7528,13 +7535,13 @@ func schema_pkg_apis_serving_v1beta1_PredictorSpec(ref common.ReferenceCallback) "logger": { SchemaProps: spec.SchemaProps{ Description: "Activate request/response logging and logger configurations", - Ref: ref("./pkg/apis/serving/v1beta1.LoggerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec"), }, }, "batcher": { SchemaProps: spec.SchemaProps{ Description: "Activate request batching and batching configurations", - Ref: ref("./pkg/apis/serving/v1beta1.Batcher"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher"), }, }, "labels": { @@ -7573,7 +7580,7 @@ func schema_pkg_apis_serving_v1beta1_PredictorSpec(ref common.ReferenceCallback) }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.Batcher", "./pkg/apis/serving/v1beta1.LightGBMSpec", "./pkg/apis/serving/v1beta1.LoggerSpec", "./pkg/apis/serving/v1beta1.ModelSpec", "./pkg/apis/serving/v1beta1.ONNXRuntimeSpec", "./pkg/apis/serving/v1beta1.PMMLSpec", "./pkg/apis/serving/v1beta1.PaddleServerSpec", "./pkg/apis/serving/v1beta1.SKLearnSpec", "./pkg/apis/serving/v1beta1.TFServingSpec", "./pkg/apis/serving/v1beta1.TorchServeSpec", "./pkg/apis/serving/v1beta1.TritonSpec", "./pkg/apis/serving/v1beta1.XGBoostSpec", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.EphemeralContainer", "k8s.io/api/core/v1.HostAlias", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodOS", "k8s.io/api/core/v1.PodReadinessGate", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSchedulingGate", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.TopologySpreadConstraint", "k8s.io/api/core/v1.Volume", "k8s.io/apimachinery/pkg/api/resource.Quantity"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.LightGBMSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ModelSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.ONNXRuntimeSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PMMLSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.PaddleServerSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.SKLearnSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TFServingSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TorchServeSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.TritonSpec", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.XGBoostSpec", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.EphemeralContainer", "k8s.io/api/core/v1.HostAlias", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodOS", "k8s.io/api/core/v1.PodReadinessGate", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSchedulingGate", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.TopologySpreadConstraint", "k8s.io/api/core/v1.Volume", "k8s.io/apimachinery/pkg/api/resource.Quantity"}, } } @@ -7838,14 +7845,14 @@ func schema_pkg_apis_serving_v1beta1_SKLearnSpec(ref common.ReferenceCallback) c "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -8159,14 +8166,14 @@ func schema_pkg_apis_serving_v1beta1_TFServingSpec(ref common.ReferenceCallback) "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -8431,14 +8438,14 @@ func schema_pkg_apis_serving_v1beta1_TorchServeSpec(ref common.ReferenceCallback "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -8936,13 +8943,13 @@ func schema_pkg_apis_serving_v1beta1_TransformerSpec(ref common.ReferenceCallbac "logger": { SchemaProps: spec.SchemaProps{ Description: "Activate request/response logging and logger configurations", - Ref: ref("./pkg/apis/serving/v1beta1.LoggerSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec"), }, }, "batcher": { SchemaProps: spec.SchemaProps{ Description: "Activate request batching and batching configurations", - Ref: ref("./pkg/apis/serving/v1beta1.Batcher"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher"), }, }, "labels": { @@ -8981,7 +8988,7 @@ func schema_pkg_apis_serving_v1beta1_TransformerSpec(ref common.ReferenceCallbac }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.Batcher", "./pkg/apis/serving/v1beta1.LoggerSpec", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.EphemeralContainer", "k8s.io/api/core/v1.HostAlias", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodOS", "k8s.io/api/core/v1.PodReadinessGate", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSchedulingGate", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.TopologySpreadConstraint", "k8s.io/api/core/v1.Volume", "k8s.io/apimachinery/pkg/api/resource.Quantity"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.Batcher", "github.com/kserve/kserve/pkg/apis/serving/v1beta1.LoggerSpec", "k8s.io/api/core/v1.Affinity", "k8s.io/api/core/v1.Container", "k8s.io/api/core/v1.EphemeralContainer", "k8s.io/api/core/v1.HostAlias", "k8s.io/api/core/v1.LocalObjectReference", "k8s.io/api/core/v1.PodDNSConfig", "k8s.io/api/core/v1.PodOS", "k8s.io/api/core/v1.PodReadinessGate", "k8s.io/api/core/v1.PodResourceClaim", "k8s.io/api/core/v1.PodSchedulingGate", "k8s.io/api/core/v1.PodSecurityContext", "k8s.io/api/core/v1.Toleration", "k8s.io/api/core/v1.TopologySpreadConstraint", "k8s.io/api/core/v1.Volume", "k8s.io/apimachinery/pkg/api/resource.Quantity"}, } } @@ -9246,14 +9253,14 @@ func schema_pkg_apis_serving_v1beta1_TritonSpec(ref common.ReferenceCallback) co "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } @@ -9518,13 +9525,13 @@ func schema_pkg_apis_serving_v1beta1_XGBoostSpec(ref common.ReferenceCallback) c "storage": { SchemaProps: spec.SchemaProps{ Description: "Storage Spec for model location", - Ref: ref("./pkg/apis/serving/v1beta1.StorageSpec"), + Ref: ref("github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec"), }, }, }, }, }, Dependencies: []string{ - "./pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, + "github.com/kserve/kserve/pkg/apis/serving/v1beta1.StorageSpec", "k8s.io/api/core/v1.ContainerPort", "k8s.io/api/core/v1.EnvFromSource", "k8s.io/api/core/v1.EnvVar", "k8s.io/api/core/v1.Lifecycle", "k8s.io/api/core/v1.Probe", "k8s.io/api/core/v1.ResourceRequirements", "k8s.io/api/core/v1.SecurityContext", "k8s.io/api/core/v1.VolumeDevice", "k8s.io/api/core/v1.VolumeMount"}, } } diff --git a/pkg/apis/serving/v1beta1/predictor_model.go b/pkg/apis/serving/v1beta1/predictor_model.go index 4ebd879a40..2d5167bfc1 100644 --- a/pkg/apis/serving/v1beta1/predictor_model.go +++ b/pkg/apis/serving/v1beta1/predictor_model.go @@ -85,11 +85,7 @@ func (ss stringSet) contains(s string) bool { // support the given model. If the `isMMS` argument is true, this function will only return ServingRuntimes that are // ModelMesh compatible, otherwise only single-model serving compatible runtimes will be returned. func (m *ModelSpec) GetSupportingRuntimes(cl client.Client, namespace string, isMMS bool) ([]v1alpha1.SupportedRuntime, error) { - - var modelProtcolVersion constants.InferenceServiceProtocol - if m.ProtocolVersion != nil { - modelProtcolVersion = *m.ProtocolVersion - } + modelProtocolVersion := m.GetProtocol() // List all namespace-scoped runtimes. runtimes := &v1alpha1.ServingRuntimeList{} @@ -109,21 +105,24 @@ func (m *ModelSpec) GetSupportingRuntimes(cl client.Client, namespace string, is //sortClusterServingRuntimeList(clusterRuntimes) srSpecs := []v1alpha1.SupportedRuntime{} + //var clusterSrSpecs []v1alpha1.SupportedRuntime for i := range runtimes.Items { rt := &runtimes.Items[i] if !rt.Spec.IsDisabled() && rt.Spec.IsMultiModelRuntime() == isMMS && - m.RuntimeSupportsModel(&rt.Spec) && rt.Spec.IsProtocolVersionSupported(modelProtcolVersion) { + m.RuntimeSupportsModel(&rt.Spec) && rt.Spec.IsProtocolVersionSupported(modelProtocolVersion) { srSpecs = append(srSpecs, v1alpha1.SupportedRuntime{Name: rt.GetName(), Spec: rt.Spec}) } } - + sortSupportedRuntimeByPriority(srSpecs, m.ModelFormat) //for i := range clusterRuntimes.Items { // crt := &clusterRuntimes.Items[i] // if !crt.Spec.IsDisabled() && crt.Spec.IsMultiModelRuntime() == isMMS && - // m.RuntimeSupportsModel(&crt.Spec) && crt.Spec.IsProtocolVersionSupported(modelProtcolVersion) { - // srSpecs = append(srSpecs, v1alpha1.SupportedRuntime{Name: crt.GetName(), Spec: crt.Spec}) + // m.RuntimeSupportsModel(&crt.Spec) && crt.Spec.IsProtocolVersionSupported(modelProtocolVersion) { + // clusterSrSpecs = append(clusterSrSpecs, v1alpha1.SupportedRuntime{Name: crt.GetName(), Spec: crt.Spec}) // } //} + //sortSupportedRuntimeByPriority(clusterSrSpecs, m.ModelFormat) + //srSpecs = append(srSpecs, clusterSrSpecs...) return srSpecs, nil } @@ -200,6 +199,22 @@ func sortClusterServingRuntimeList(runtimes *v1alpha1.ClusterServingRuntimeList) }) } +func sortSupportedRuntimeByPriority(runtimes []v1alpha1.SupportedRuntime, modelFormat ModelFormat) { + sort.Slice(runtimes, func(i, j int) bool { + p1 := runtimes[i].Spec.GetPriority(modelFormat.Name) + p2 := runtimes[j].Spec.GetPriority(modelFormat.Name) + + if p1 == nil && p2 == nil { // if both runtimes does not specify the priority, the order is kept. + return false + } else if p1 == nil && p2 != nil { // runtime with priority specified takes precedence + return false + } else if p1 != nil && p2 == nil { + return true + } + return *p1 > *p2 + }) +} + func GetProtocolVersionPriority(protocols []constants.InferenceServiceProtocol) int { if protocols == nil || len(protocols) == 0 { return int(constants.Unknown) diff --git a/pkg/apis/serving/v1beta1/predictor_model_test.go b/pkg/apis/serving/v1beta1/predictor_model_test.go index 7d757a4208..6c4d264587 100644 --- a/pkg/apis/serving/v1beta1/predictor_model_test.go +++ b/pkg/apis/serving/v1beta1/predictor_model_test.go @@ -37,9 +37,12 @@ func TestGetSupportingRuntimes(t *testing.T) { tfRuntime := "tf-runtime" sklearnRuntime := "sklearn-runtime" pmmlRuntime := "pmml-runtime" + mlserverRuntimeMMS := "mlserver-runtime-mms" mlserverRuntime := "mlserver-runtime" xgboostRuntime := "xgboost-runtime" //clusterServingRuntimePrefix := "cluster-" + tritonRuntime := "triton-runtime" + testRuntime := "test-runtime" protocolV2 := constants.ProtocolV2 protocolV1 := constants.ProtocolV1 @@ -51,9 +54,10 @@ func TestGetSupportingRuntimes(t *testing.T) { Name: "tensorflow", Version: proto.String("1"), AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), }, }, - ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV1}, + ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV1, constants.ProtocolV2}, ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ Containers: []v1.Container{ { @@ -70,9 +74,10 @@ func TestGetSupportingRuntimes(t *testing.T) { Name: "sklearn", Version: proto.String("0"), AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), }, }, - ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV1}, + ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV1, constants.ProtocolV2}, ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ Containers: []v1.Container{ { @@ -86,11 +91,12 @@ func TestGetSupportingRuntimes(t *testing.T) { pmmlRuntime: { SupportedModelFormats: []v1alpha1.SupportedModelFormat{ { - Name: "pmml", - Version: proto.String("4"), + Name: "pmml", + Version: proto.String("4"), + Priority: proto.Int32(1), }, }, - ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV1}, + ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV1, constants.ProtocolV2}, ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ Containers: []v1.Container{ { @@ -101,22 +107,25 @@ func TestGetSupportingRuntimes(t *testing.T) { }, Disabled: proto.Bool(true), }, - mlserverRuntime: { + mlserverRuntimeMMS: { SupportedModelFormats: []v1alpha1.SupportedModelFormat{ { Name: "sklearn", Version: proto.String("0"), AutoSelect: proto.Bool(true), + Priority: proto.Int32(2), }, { Name: "xgboost", Version: proto.String("1"), AutoSelect: proto.Bool(true), + Priority: proto.Int32(2), }, { Name: "lightgbm", Version: proto.String("3"), AutoSelect: proto.Bool(true), + Priority: proto.Int32(2), }, }, ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV2}, @@ -132,12 +141,40 @@ func TestGetSupportingRuntimes(t *testing.T) { Disabled: proto.Bool(false), MultiModel: proto.Bool(true), }, + mlserverRuntime: { + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("0"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(2), + }, + { + Name: "lightgbm", + Version: proto.String("3"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(2), + }, + }, + ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV2}, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []v1.Container{ + { + Name: "kserve-container", + Image: mlserverRuntime + "-image:latest", + }, + }, + }, + Disabled: proto.Bool(false), + MultiModel: proto.Bool(false), + }, xgboostRuntime: { SupportedModelFormats: []v1alpha1.SupportedModelFormat{ { Name: "xgboost", Version: proto.String("0"), AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), }, }, ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV2}, @@ -151,6 +188,57 @@ func TestGetSupportingRuntimes(t *testing.T) { }, Disabled: proto.Bool(false), }, + tritonRuntime: { + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("0"), + AutoSelect: proto.Bool(true), + }, + { + Name: "triton", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + { + Name: "lightgbm", + Version: proto.String("3"), + AutoSelect: proto.Bool(true), + }, + }, + ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV2}, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []v1.Container{ + { + Name: "kserve-container", + Image: mlserverRuntime + "-image:latest", + }, + }, + }, + Disabled: proto.Bool(false), + MultiModel: proto.Bool(false), + }, + testRuntime: { + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("0"), + AutoSelect: proto.Bool(true), + }, + }, + ProtocolVersions: []constants.InferenceServiceProtocol{constants.ProtocolV2}, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []v1.Container{ + { + Name: "kserve-container", + Image: mlserverRuntime + "-image:latest", + }, + }, + }, + Disabled: proto.Bool(false), + MultiModel: proto.Bool(false), + }, } runtimes := &v1alpha1.ServingRuntimeList{ @@ -176,6 +264,27 @@ func TestGetSupportingRuntimes(t *testing.T) { }, Spec: servingRuntimeSpecs[pmmlRuntime], }, + { + ObjectMeta: metav1.ObjectMeta{ + Name: mlserverRuntime, + Namespace: namespace, + }, + Spec: servingRuntimeSpecs[mlserverRuntime], + }, + { + ObjectMeta: metav1.ObjectMeta{ + Name: tritonRuntime, + Namespace: namespace, + }, + Spec: servingRuntimeSpecs[tritonRuntime], + }, + { + ObjectMeta: metav1.ObjectMeta{ + Name: testRuntime, + Namespace: namespace, + }, + Spec: servingRuntimeSpecs[testRuntime], + }, }, } @@ -184,9 +293,9 @@ func TestGetSupportingRuntimes(t *testing.T) { // Items: []v1alpha1.ClusterServingRuntime{ // { // ObjectMeta: metav1.ObjectMeta{ - // Name: clusterServingRuntimePrefix + mlserverRuntime, + // Name: clusterServingRuntimePrefix + mlserverRuntimeMMS, // }, - // Spec: servingRuntimeSpecs[mlserverRuntime], + // Spec: servingRuntimeSpecs[mlserverRuntimeMMS], // }, // { // ObjectMeta: metav1.ObjectMeta{ @@ -256,7 +365,7 @@ func TestGetSupportingRuntimes(t *testing.T) { }, }, isMMS: true, - expected: []v1alpha1.SupportedRuntime{ /*{Name: clusterServingRuntimePrefix + mlserverRuntime, Spec: servingRuntimeSpecs[mlserverRuntime]}*/ }, + expected: []v1alpha1.SupportedRuntime{ /*{Name: clusterServingRuntimePrefix + mlserverRuntimeMMS, Spec: servingRuntimeSpecs[mlserverRuntimeMMS]}*/ }, }, "SMSRuntimeModelFormatSpecified": { spec: &ModelSpec{ @@ -296,6 +405,24 @@ func TestGetSupportingRuntimes(t *testing.T) { isMMS: false, expected: []v1alpha1.SupportedRuntime{}, }, + "MultipleRuntimeSupportsModelFormatSpecified": { + spec: &ModelSpec{ + ModelFormat: ModelFormat{ + Name: "sklearn", + }, + PredictorExtensionSpec: PredictorExtensionSpec{ + ProtocolVersion: &protocolV2, + StorageURI: &storageUri, + }, + }, + isMMS: false, + expected: []v1alpha1.SupportedRuntime{ + {Name: mlserverRuntime, Spec: servingRuntimeSpecs[mlserverRuntime]}, + {Name: sklearnRuntime, Spec: servingRuntimeSpecs[sklearnRuntime]}, + {Name: testRuntime, Spec: servingRuntimeSpecs[testRuntime]}, + {Name: tritonRuntime, Spec: servingRuntimeSpecs[tritonRuntime]}, + }, + }, } s := runtime.NewScheme() diff --git a/pkg/apis/serving/v1beta1/swagger.json b/pkg/apis/serving/v1beta1/swagger.json index ed6cab074b..4374c16cc4 100644 --- a/pkg/apis/serving/v1beta1/swagger.json +++ b/pkg/apis/serving/v1beta1/swagger.json @@ -582,6 +582,11 @@ "type": "string", "default": "" }, + "priority": { + "description": "Priority of this serving runtime for auto selection. This is used to select the serving runtime if more than one serving runtime supports the same model format. The value should be greater than zero. The higher the value, the higher the priority. Priority is not considered if AutoSelect is either false or not specified. Priority can be overridden by specifying the runtime in the InferenceService.", + "type": "integer", + "format": "int32" + }, "version": { "description": "Version of the model format. Used in validating that a predictor is supported by a runtime. Can be \"major\", \"major.minor\" or \"major.minor.patch\".", "type": "string" diff --git a/pkg/client/clientset/versioned/clientset.go b/pkg/client/clientset/versioned/clientset.go index 7ce6fd31ec..24bda1b3eb 100644 --- a/pkg/client/clientset/versioned/clientset.go +++ b/pkg/client/clientset/versioned/clientset.go @@ -33,8 +33,7 @@ type Interface interface { ServingV1beta1() servingv1beta1.ServingV1beta1Interface } -// Clientset contains the clients for groups. Each group has exactly one -// version included in a Clientset. +// Clientset contains the clients for groups. type Clientset struct { *discovery.DiscoveryClient servingV1beta1 *servingv1beta1.ServingV1beta1Client diff --git a/pkg/client/informers/externalversions/factory.go b/pkg/client/informers/externalversions/factory.go index 868ee570ed..311ba5db9c 100644 --- a/pkg/client/informers/externalversions/factory.go +++ b/pkg/client/informers/externalversions/factory.go @@ -47,6 +47,11 @@ type sharedInformerFactory struct { // startedInformers is used for tracking which informers have been started. // This allows Start() to be called multiple times safely. startedInformers map[reflect.Type]bool + // wg tracks how many goroutines were started. + wg sync.WaitGroup + // shuttingDown is true when Shutdown has been called. It may still be running + // because it needs to wait for goroutines. + shuttingDown bool } // WithCustomResyncConfig sets a custom resync period for the specified informer types. @@ -107,20 +112,39 @@ func NewSharedInformerFactoryWithOptions(client versioned.Interface, defaultResy return factory } -// Start initializes all requested informers. func (f *sharedInformerFactory) Start(stopCh <-chan struct{}) { f.lock.Lock() defer f.lock.Unlock() + if f.shuttingDown { + return + } + for informerType, informer := range f.informers { if !f.startedInformers[informerType] { - go informer.Run(stopCh) + f.wg.Add(1) + // We need a new variable in each loop iteration, + // otherwise the goroutine would use the loop variable + // and that keeps changing. + informer := informer + go func() { + defer f.wg.Done() + informer.Run(stopCh) + }() f.startedInformers[informerType] = true } } } -// WaitForCacheSync waits for all started informers' cache were synced. +func (f *sharedInformerFactory) Shutdown() { + f.lock.Lock() + f.shuttingDown = true + f.lock.Unlock() + + // Will return immediately if there is nothing to wait for. + f.wg.Wait() +} + func (f *sharedInformerFactory) WaitForCacheSync(stopCh <-chan struct{}) map[reflect.Type]bool { informers := func() map[reflect.Type]cache.SharedIndexInformer { f.lock.Lock() @@ -167,11 +191,58 @@ func (f *sharedInformerFactory) InformerFor(obj runtime.Object, newFunc internal // SharedInformerFactory provides shared informers for resources in all known // API group versions. +// +// It is typically used like this: +// +// ctx, cancel := context.Background() +// defer cancel() +// factory := NewSharedInformerFactory(client, resyncPeriod) +// defer factory.WaitForStop() // Returns immediately if nothing was started. +// genericInformer := factory.ForResource(resource) +// typedInformer := factory.SomeAPIGroup().V1().SomeType() +// factory.Start(ctx.Done()) // Start processing these informers. +// synced := factory.WaitForCacheSync(ctx.Done()) +// for v, ok := range synced { +// if !ok { +// fmt.Fprintf(os.Stderr, "caches failed to sync: %v", v) +// return +// } +// } +// +// // Creating informers can also be created after Start, but then +// // Start must be called again: +// anotherGenericInformer := factory.ForResource(resource) +// factory.Start(ctx.Done()) type SharedInformerFactory interface { internalinterfaces.SharedInformerFactory - ForResource(resource schema.GroupVersionResource) (GenericInformer, error) + + // Start initializes all requested informers. They are handled in goroutines + // which run until the stop channel gets closed. + Start(stopCh <-chan struct{}) + + // Shutdown marks a factory as shutting down. At that point no new + // informers can be started anymore and Start will return without + // doing anything. + // + // In addition, Shutdown blocks until all goroutines have terminated. For that + // to happen, the close channel(s) that they were started with must be closed, + // either before Shutdown gets called or while it is waiting. + // + // Shutdown may be called multiple times, even concurrently. All such calls will + // block until all goroutines have terminated. + Shutdown() + + // WaitForCacheSync blocks until all started informers' caches were synced + // or the stop channel gets closed. WaitForCacheSync(stopCh <-chan struct{}) map[reflect.Type]bool + // ForResource gives generic access to a shared informer of the matching type. + ForResource(resource schema.GroupVersionResource) (GenericInformer, error) + + // InternalInformerFor returns the SharedIndexInformer for obj using an internal + // client. + InformerFor(obj runtime.Object, newFunc internalinterfaces.NewInformerFunc) cache.SharedIndexInformer + Serving() serving.Interface } diff --git a/pkg/clientv1alpha1/clientset/versioned/clientset.go b/pkg/clientv1alpha1/clientset/versioned/clientset.go index 8f9cec4091..bb4fa4e407 100644 --- a/pkg/clientv1alpha1/clientset/versioned/clientset.go +++ b/pkg/clientv1alpha1/clientset/versioned/clientset.go @@ -33,8 +33,7 @@ type Interface interface { ServingV1alpha1() servingv1alpha1.ServingV1alpha1Interface } -// Clientset contains the clients for groups. Each group has exactly one -// version included in a Clientset. +// Clientset contains the clients for groups. type Clientset struct { *discovery.DiscoveryClient servingV1alpha1 *servingv1alpha1.ServingV1alpha1Client diff --git a/pkg/clientv1alpha1/informers/externalversions/factory.go b/pkg/clientv1alpha1/informers/externalversions/factory.go index 98332a6247..38e562bfca 100644 --- a/pkg/clientv1alpha1/informers/externalversions/factory.go +++ b/pkg/clientv1alpha1/informers/externalversions/factory.go @@ -47,6 +47,11 @@ type sharedInformerFactory struct { // startedInformers is used for tracking which informers have been started. // This allows Start() to be called multiple times safely. startedInformers map[reflect.Type]bool + // wg tracks how many goroutines were started. + wg sync.WaitGroup + // shuttingDown is true when Shutdown has been called. It may still be running + // because it needs to wait for goroutines. + shuttingDown bool } // WithCustomResyncConfig sets a custom resync period for the specified informer types. @@ -107,20 +112,39 @@ func NewSharedInformerFactoryWithOptions(client versioned.Interface, defaultResy return factory } -// Start initializes all requested informers. func (f *sharedInformerFactory) Start(stopCh <-chan struct{}) { f.lock.Lock() defer f.lock.Unlock() + if f.shuttingDown { + return + } + for informerType, informer := range f.informers { if !f.startedInformers[informerType] { - go informer.Run(stopCh) + f.wg.Add(1) + // We need a new variable in each loop iteration, + // otherwise the goroutine would use the loop variable + // and that keeps changing. + informer := informer + go func() { + defer f.wg.Done() + informer.Run(stopCh) + }() f.startedInformers[informerType] = true } } } -// WaitForCacheSync waits for all started informers' cache were synced. +func (f *sharedInformerFactory) Shutdown() { + f.lock.Lock() + f.shuttingDown = true + f.lock.Unlock() + + // Will return immediately if there is nothing to wait for. + f.wg.Wait() +} + func (f *sharedInformerFactory) WaitForCacheSync(stopCh <-chan struct{}) map[reflect.Type]bool { informers := func() map[reflect.Type]cache.SharedIndexInformer { f.lock.Lock() @@ -167,11 +191,58 @@ func (f *sharedInformerFactory) InformerFor(obj runtime.Object, newFunc internal // SharedInformerFactory provides shared informers for resources in all known // API group versions. +// +// It is typically used like this: +// +// ctx, cancel := context.Background() +// defer cancel() +// factory := NewSharedInformerFactory(client, resyncPeriod) +// defer factory.WaitForStop() // Returns immediately if nothing was started. +// genericInformer := factory.ForResource(resource) +// typedInformer := factory.SomeAPIGroup().V1().SomeType() +// factory.Start(ctx.Done()) // Start processing these informers. +// synced := factory.WaitForCacheSync(ctx.Done()) +// for v, ok := range synced { +// if !ok { +// fmt.Fprintf(os.Stderr, "caches failed to sync: %v", v) +// return +// } +// } +// +// // Creating informers can also be created after Start, but then +// // Start must be called again: +// anotherGenericInformer := factory.ForResource(resource) +// factory.Start(ctx.Done()) type SharedInformerFactory interface { internalinterfaces.SharedInformerFactory - ForResource(resource schema.GroupVersionResource) (GenericInformer, error) + + // Start initializes all requested informers. They are handled in goroutines + // which run until the stop channel gets closed. + Start(stopCh <-chan struct{}) + + // Shutdown marks a factory as shutting down. At that point no new + // informers can be started anymore and Start will return without + // doing anything. + // + // In addition, Shutdown blocks until all goroutines have terminated. For that + // to happen, the close channel(s) that they were started with must be closed, + // either before Shutdown gets called or while it is waiting. + // + // Shutdown may be called multiple times, even concurrently. All such calls will + // block until all goroutines have terminated. + Shutdown() + + // WaitForCacheSync blocks until all started informers' caches were synced + // or the stop channel gets closed. WaitForCacheSync(stopCh <-chan struct{}) map[reflect.Type]bool + // ForResource gives generic access to a shared informer of the matching type. + ForResource(resource schema.GroupVersionResource) (GenericInformer, error) + + // InternalInformerFor returns the SharedIndexInformer for obj using an internal + // client. + InformerFor(obj runtime.Object, newFunc internalinterfaces.NewInformerFunc) cache.SharedIndexInformer + Serving() serving.Interface } diff --git a/pkg/constants/constants.go b/pkg/constants/constants.go index 9f9b3ad9bd..740e1ac436 100644 --- a/pkg/constants/constants.go +++ b/pkg/constants/constants.go @@ -191,7 +191,8 @@ var ( // Webhook Constants var ( - PodMutatorWebhookName = KServeName + "-pod-mutator-webhook" + PodMutatorWebhookName = KServeName + "-pod-mutator-webhook" + ServingRuntimeValidatorWebhookName = KServeName + "-servingRuntime-validator-webhook" ) // GPU Constants diff --git a/pkg/webhook/admission/servingruntime/servingruntime_webhook.go b/pkg/webhook/admission/servingruntime/servingruntime_webhook.go new file mode 100644 index 0000000000..c1165ef95b --- /dev/null +++ b/pkg/webhook/admission/servingruntime/servingruntime_webhook.go @@ -0,0 +1,182 @@ +/* +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 servingruntime + +import ( + "context" + "errors" + "fmt" + "github.com/kserve/kserve/pkg/constants" + "net/http" + "sigs.k8s.io/controller-runtime/pkg/client" + logf "sigs.k8s.io/controller-runtime/pkg/log" + "strings" + + "github.com/kserve/kserve/pkg/apis/serving/v1alpha1" + + "sigs.k8s.io/controller-runtime/pkg/webhook/admission" +) + +var log = logf.Log.WithName(constants.ServingRuntimeValidatorWebhookName) + +const ( + InvalidPriorityError = "Same priority assigned for the model format %s" + InvalidPriorityServingRuntimeError = "%s in the servingruntimes %s and %s in namespace %s" + //InvalidPriorityClusterServingRuntimeError = "%s in the clusterservingruntimes %s and %s" +) + +//// kubebuilder:webhook:verbs=create;update,path=/validate-serving-kserve-io-v1alpha1-clusterservingruntime,mutating=false,failurePolicy=fail,groups=serving.kserve.io,resources=clusterservingruntimes,versions=v1alpha1,name=clusterservingruntime.kserve-webhook-server.validator +// +//type ClusterServingRuntimeValidator struct { +// Client client.Client +// Decoder *admission.Decoder +//} + +// +kubebuilder:webhook:verbs=create;update,path=/validate-serving-kserve-io-v1alpha1-servingruntime,mutating=false,failurePolicy=fail,groups=serving.kserve.io,resources=servingruntimes,versions=v1alpha1,name=servingruntime.kserve-webhook-server.validator + +type ServingRuntimeValidator struct { + Client client.Client + Decoder *admission.Decoder +} + +func (sr *ServingRuntimeValidator) Handle(ctx context.Context, req admission.Request) admission.Response { + servingRuntime := &v1alpha1.ServingRuntime{} + if err := sr.Decoder.Decode(req, servingRuntime); err != nil { + log.Error(err, "Failed to decode serving runtime", "name", servingRuntime.Name, "namespace", servingRuntime.Namespace) + return admission.Errored(http.StatusBadRequest, err) + } + + ExistingRuntimes := &v1alpha1.ServingRuntimeList{} + if err := sr.Client.List(context.TODO(), ExistingRuntimes, client.InNamespace(servingRuntime.Namespace)); err != nil { + log.Error(err, "Failed to get serving runtime list", "namespace", servingRuntime.Namespace) + return admission.Errored(http.StatusInternalServerError, err) + } + + // Only validate for priority if the new serving runtime is not disabled + if servingRuntime.Spec.IsDisabled() { + return admission.Allowed("") + } + + for i := range ExistingRuntimes.Items { + if err := validateServingRuntimePriority(&servingRuntime.Spec, &ExistingRuntimes.Items[i].Spec, servingRuntime.Name, ExistingRuntimes.Items[i].Name); err != nil { + return admission.Denied(fmt.Sprintf(InvalidPriorityServingRuntimeError, err.Error(), ExistingRuntimes.Items[i].Name, servingRuntime.Name, servingRuntime.Namespace)) + } + } + return admission.Allowed("") +} + +//// Handle validates the incoming request +//func (csr *ClusterServingRuntimeValidator) Handle(ctx context.Context, req admission.Request) admission.Response { +// clusterServingRuntime := &v1alpha1.ClusterServingRuntime{} +// if err := csr.Decoder.Decode(req, clusterServingRuntime); err != nil { +// log.Error(err, "Failed to decode cluster serving runtime", "name", clusterServingRuntime.Name) +// return admission.Errored(http.StatusBadRequest, err) +// } +// +// ExistingRuntimes := &v1alpha1.ClusterServingRuntimeList{} +// if err := csr.Client.List(context.TODO(), ExistingRuntimes); err != nil { +// log.Error(err, "Failed to get cluster serving runtime list") +// return admission.Errored(http.StatusInternalServerError, err) +// } +// +// // Only validate for priority if the new cluster serving runtime is not disabled +// if clusterServingRuntime.Spec.IsDisabled() { +// return admission.Allowed("") +// } +// +// for i := range ExistingRuntimes.Items { +// if err := validateServingRuntimePriority(&clusterServingRuntime.Spec, &ExistingRuntimes.Items[i].Spec, clusterServingRuntime.Name, ExistingRuntimes.Items[i].Name); err != nil { +// return admission.Denied(fmt.Sprintf(InvalidPriorityClusterServingRuntimeError, err.Error(), ExistingRuntimes.Items[i].Name, clusterServingRuntime.Name)) +// } +// } +// return admission.Allowed("") +//} + +func areSupportedModelFormatsEqual(m1 v1alpha1.SupportedModelFormat, m2 v1alpha1.SupportedModelFormat) bool { + if strings.EqualFold(m1.Name, m2.Name) && ((m1.Version == nil && m2.Version == nil) || + (m1.Version != nil && m2.Version != nil && *m1.Version == *m2.Version)) { + return true + } + return false +} + +func validateServingRuntimePriority(newSpec *v1alpha1.ServingRuntimeSpec, existingSpec *v1alpha1.ServingRuntimeSpec, existingRuntimeName string, newRuntimeName string) error { + // Skip the runtime if it is disabled or both are not multi model runtime and in update scenario skip the existing runtime if it is same as the new runtime + if (newSpec.IsMultiModelRuntime() != existingSpec.IsMultiModelRuntime()) || (existingSpec.IsDisabled()) || (existingRuntimeName == newRuntimeName) { + return nil + } + // Only validate for priority if both servingruntimes supports the same protocol version + isTheProtocolSame := false + for _, protocolVersion := range existingSpec.ProtocolVersions { + if contains(newSpec.ProtocolVersions, protocolVersion) { + isTheProtocolSame = true + break + } + } + if isTheProtocolSame { + for _, existingModelFormat := range existingSpec.SupportedModelFormats { + for _, newModelFormat := range newSpec.SupportedModelFormats { + // Only validate priority if autoselect is ture + if existingModelFormat.IsAutoSelectEnabled() && newModelFormat.IsAutoSelectEnabled() && areSupportedModelFormatsEqual(existingModelFormat, newModelFormat) { + if existingModelFormat.Priority != nil && newModelFormat.Priority != nil && *existingModelFormat.Priority == *newModelFormat.Priority { + return errors.New(fmt.Sprintf(InvalidPriorityError, newModelFormat.Name)) + } + } + } + } + } + return nil +} + +func contains[T comparable](slice []T, element T) bool { + for _, v := range slice { + if v == element { + return true + } + } + return false +} + +//// InjectClient injects the client. +//func (csr *ClusterServingRuntimeValidator) InjectClient(c client.Client) error { +// csr.Client = c +// return nil +//} + +// ClusterServingRuntimeValidator implements admission.DecoderInjector. +// A decoder will be automatically injected. + +//// InjectDecoder injects the decoder. +//func (csr *ClusterServingRuntimeValidator) InjectDecoder(d *admission.Decoder) error { +// csr.Decoder = d +// return nil +//} + +// InjectClient injects the client. +func (sr *ServingRuntimeValidator) InjectClient(c client.Client) error { + sr.Client = c + return nil +} + +// ServingRuntimeValidator implements admission.DecoderInjector. +// A decoder will be automatically injected. + +// InjectDecoder injects the decoder. +func (sr *ServingRuntimeValidator) InjectDecoder(d *admission.Decoder) error { + sr.Decoder = d + return nil +} diff --git a/pkg/webhook/admission/servingruntime/servingruntime_webhook_test.go b/pkg/webhook/admission/servingruntime/servingruntime_webhook_test.go new file mode 100644 index 0000000000..34d511cf0f --- /dev/null +++ b/pkg/webhook/admission/servingruntime/servingruntime_webhook_test.go @@ -0,0 +1,1348 @@ +/* +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 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" + corev1 "k8s.io/api/core/v1" + metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" + "testing" +) + +func TestValidateServingRuntimePriority(t *testing.T) { + scenarios := map[string]struct { + name string + newServingRuntime *v1alpha1.ServingRuntime + existingServingRuntime *v1alpha1.ServingRuntime + expected gomega.OmegaMatcher + }{ + "When both serving runtimes are not MMS it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "new-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "existing-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(true), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When priority is same for model format in multi model serving runtime then it should return error": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "new-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(true), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "existing-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(true), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.3.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.Equal(fmt.Errorf(InvalidPriorityError, "sklearn")), + }, + "When existing serving runtime is disabled it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "new-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "existing-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(true), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When new serving runtime and existing runtime are same it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When model format is same and supported protocol version is different it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When model format is different it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "lightgbm", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When autoselect is false in the new serving runtime it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(false), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When autoselect is not specified in the new serving runtime it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When autoselect is false in the existing serving runtime it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(false), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When model version is nil in both serving runtime and priority is same then it should return error": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.Equal(fmt.Errorf(InvalidPriorityError, "sklearn")), + }, + "When model version is nil in both serving runtime and priority is not same then it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + AutoSelect: proto.Bool(true), + Priority: proto.Int32(2), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When model version is nil in new serving runtime and priority is same then it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When model version is nil in existing serving runtime and priority is same then it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When model version is same in both serving runtime and priority is same then it should return error": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.Equal(fmt.Errorf(InvalidPriorityError, "sklearn")), + }, + "When model version is different but priority is same then it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1.3"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1.0"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When priority is nil in both serving runtime then it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When priority is nil in new serving runtime and priority is specified in existing serving runtime then it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + "When priority is nil in existing serving runtime and priority is specified in new serving runtime then it should return nil": { + newServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-1", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + Priority: proto.Int32(1), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "kserve/sklearnserver:latest", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + existingServingRuntime: &v1alpha1.ServingRuntime{ + ObjectMeta: metav1.ObjectMeta{ + Name: "example-runtime-2", + Namespace: "test", + }, + Spec: v1alpha1.ServingRuntimeSpec{ + SupportedModelFormats: []v1alpha1.SupportedModelFormat{ + { + Name: "sklearn", + Version: proto.String("1"), + AutoSelect: proto.Bool(true), + }, + }, + MultiModel: proto.Bool(false), + Disabled: proto.Bool(false), + ProtocolVersions: []constants.InferenceServiceProtocol{ + constants.ProtocolV1, + constants.ProtocolV2, + }, + ServingRuntimePodSpec: v1alpha1.ServingRuntimePodSpec{ + Containers: []corev1.Container{ + { + Name: constants.InferenceServiceContainerName, + Image: "seldonio/mlserver:1.2.0", + Args: []string{ + "--model_name={{.Name}}", + "--model_dir=/mnt/models", + "--http_port=8080", + }, + }, + }, + }, + }, + }, + expected: gomega.BeNil(), + }, + } + + for name, scenario := range scenarios { + t.Run(name, func(t *testing.T) { + g := gomega.NewGomegaWithT(t) + err := validateServingRuntimePriority(&scenario.newServingRuntime.Spec, &scenario.existingServingRuntime.Spec, + scenario.newServingRuntime.Name, scenario.existingServingRuntime.Name) + g.Expect(err).To(scenario.expected) + }) + } +} diff --git a/python/error_404_isvc.Dockerfile b/python/error_404_isvc.Dockerfile new file mode 100644 index 0000000000..8f406ab8b2 --- /dev/null +++ b/python/error_404_isvc.Dockerfile @@ -0,0 +1,51 @@ +ARG PYTHON_VERSION=3.9 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG VENV_PATH=/prod_venv + +FROM ${BASE_IMAGE} as builder + +RUN apt-get update && apt-get install -y gcc python3-dev + +# Install Poetry +ARG POETRY_HOME=/opt/poetry +ARG POETRY_VERSION=1.4.0 + +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 + +RUN echo $(pwd) +RUN echo $(ls) +COPY test_resources/graph/error_404_isvc/pyproject.toml test_resources/graph/error_404_isvc/poetry.lock error_404_isvc/ +RUN cd error_404_isvc && poetry install --no-root --no-interaction --no-cache +COPY test_resources/graph/error_404_isvc error_404_isvc +RUN cd error_404_isvc && 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 error_404_isvc error_404_isvc + +USER 1000 +ENTRYPOINT ["python", "-m", "error_404_isvc.model"] diff --git a/python/kserve/docs/V1alpha1BuiltInAdapter.md b/python/kserve/docs/V1alpha1BuiltInAdapter.md index afe50ffe74..09dc36f111 100644 --- a/python/kserve/docs/V1alpha1BuiltInAdapter.md +++ b/python/kserve/docs/V1alpha1BuiltInAdapter.md @@ -3,11 +3,11 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | Environment variables used to control other aspects of the built-in adapter's behaviour (uncommon) | [optional] -**mem_buffer_bytes** | **int** | Fixed memory overhead to subtract from runtime container's memory allocation to determine model capacity | [optional] -**model_loading_timeout_millis** | **int** | Timeout for model loading operations in milliseconds | [optional] -**runtime_management_port** | **int** | Port which the runtime server listens for model management requests | [optional] -**server_type** | **str** | ServerType must be one of the supported built-in types such as \"triton\" or \"mlserver\", and the runtime's container must have the same name | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | Environment variables used to control other aspects of the built-in adapter's behaviour (uncommon) | [optional] +**mem_buffer_bytes** | **int** | Fixed memory overhead to subtract from runtime container's memory allocation to determine model capacity | [optional] +**model_loading_timeout_millis** | **int** | Timeout for model loading operations in milliseconds | [optional] +**runtime_management_port** | **int** | Port which the runtime server listens for model management requests | [optional] +**server_type** | **str** | ServerType must be one of the supported built-in types such as \"triton\" or \"mlserver\", and the runtime's container must have the same name | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1ClusterServingRuntime.md b/python/kserve/docs/V1alpha1ClusterServingRuntime.md index 42600a9a15..6ad4ff351c 100644 --- a/python/kserve/docs/V1alpha1ClusterServingRuntime.md +++ b/python/kserve/docs/V1alpha1ClusterServingRuntime.md @@ -4,11 +4,11 @@ ClusterServingRuntime is the Schema for the servingruntimes API ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] -**spec** | [**V1alpha1ServingRuntimeSpec**](V1alpha1ServingRuntimeSpec.md) | | [optional] -**status** | [**object**](.md) | ServingRuntimeStatus defines the observed state of ServingRuntime | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] +**spec** | [**V1alpha1ServingRuntimeSpec**](V1alpha1ServingRuntimeSpec.md) | | [optional] +**status** | [**object**](.md) | ServingRuntimeStatus defines the observed state of ServingRuntime | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1ClusterServingRuntimeList.md b/python/kserve/docs/V1alpha1ClusterServingRuntimeList.md index 4fd6ce0314..c0f36c6bc1 100644 --- a/python/kserve/docs/V1alpha1ClusterServingRuntimeList.md +++ b/python/kserve/docs/V1alpha1ClusterServingRuntimeList.md @@ -4,10 +4,10 @@ ServingRuntimeList contains a list of ServingRuntime ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] **items** | [**list[V1alpha1ClusterServingRuntime]**](V1alpha1ClusterServingRuntime.md) | | -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1InferenceGraph.md b/python/kserve/docs/V1alpha1InferenceGraph.md index 7a3ea4819c..7073d97152 100644 --- a/python/kserve/docs/V1alpha1InferenceGraph.md +++ b/python/kserve/docs/V1alpha1InferenceGraph.md @@ -4,11 +4,11 @@ InferenceGraph is the Schema for the InferenceGraph API for multiple models ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] -**spec** | [**V1alpha1InferenceGraphSpec**](V1alpha1InferenceGraphSpec.md) | | [optional] -**status** | [**V1alpha1InferenceGraphStatus**](V1alpha1InferenceGraphStatus.md) | | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] +**spec** | [**V1alpha1InferenceGraphSpec**](V1alpha1InferenceGraphSpec.md) | | [optional] +**status** | [**V1alpha1InferenceGraphStatus**](V1alpha1InferenceGraphStatus.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1InferenceGraphList.md b/python/kserve/docs/V1alpha1InferenceGraphList.md index 378495546c..a3d9faeea3 100644 --- a/python/kserve/docs/V1alpha1InferenceGraphList.md +++ b/python/kserve/docs/V1alpha1InferenceGraphList.md @@ -4,10 +4,10 @@ InferenceGraphList contains a list of InferenceGraph ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] **items** | [**list[V1alpha1InferenceGraph]**](V1alpha1InferenceGraph.md) | | -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1InferenceGraphSpec.md b/python/kserve/docs/V1alpha1InferenceGraphSpec.md index 1177078591..eeaf611151 100644 --- a/python/kserve/docs/V1alpha1InferenceGraphSpec.md +++ b/python/kserve/docs/V1alpha1InferenceGraphSpec.md @@ -4,9 +4,9 @@ InferenceGraphSpec defines the InferenceGraph spec ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] **nodes** | [**dict(str, V1alpha1InferenceRouter)**](V1alpha1InferenceRouter.md) | Map of InferenceGraph router nodes Each node defines the router which can be different routing types | -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1InferenceGraphStatus.md b/python/kserve/docs/V1alpha1InferenceGraphStatus.md index 7a9447aa36..74f45ac660 100644 --- a/python/kserve/docs/V1alpha1InferenceGraphStatus.md +++ b/python/kserve/docs/V1alpha1InferenceGraphStatus.md @@ -4,10 +4,10 @@ InferenceGraphStatus defines the InferenceGraph conditions and status ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**annotations** | **dict(str, str)** | Annotations is additional Status fields for the Resource to save some additional State as well as convey more information to the user. This is roughly akin to Annotations on any k8s resource, just the reconciler conveying richer information outwards. | [optional] -**conditions** | [**list[KnativeCondition]**](KnativeCondition.md) | Conditions the latest available observations of a resource's current state. | [optional] -**observed_generation** | **int** | ObservedGeneration is the 'Generation' of the Service that was last processed by the controller. | [optional] -**url** | [**KnativeURL**](KnativeURL.md) | | [optional] +**annotations** | **dict(str, str)** | Annotations is additional Status fields for the Resource to save some additional State as well as convey more information to the user. This is roughly akin to Annotations on any k8s resource, just the reconciler conveying richer information outwards. | [optional] +**conditions** | [**list[KnativeCondition]**](KnativeCondition.md) | Conditions the latest available observations of a resource's current state. | [optional] +**observed_generation** | **int** | ObservedGeneration is the 'Generation' of the Service that was last processed by the controller. | [optional] +**url** | [**KnativeURL**](KnativeURL.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1InferenceRouter.md b/python/kserve/docs/V1alpha1InferenceRouter.md index aa1772ba03..c4beab0a87 100644 --- a/python/kserve/docs/V1alpha1InferenceRouter.md +++ b/python/kserve/docs/V1alpha1InferenceRouter.md @@ -5,7 +5,7 @@ InferenceRouter defines the router for each InferenceGraph node with one or mult Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- **router_type** | **str** | RouterType - `Sequence:` chain multiple inference steps with input/output from previous step - `Splitter:` randomly routes to the target service according to the weight - `Ensemble:` routes the request to multiple models and then merge the responses - `Switch:` routes the request to one of the steps based on condition | [default to ''] -**steps** | [**list[V1alpha1InferenceStep]**](V1alpha1InferenceStep.md) | Steps defines destinations for the current router node | [optional] +**steps** | [**list[V1alpha1InferenceStep]**](V1alpha1InferenceStep.md) | Steps defines destinations for the current router node | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1InferenceStep.md b/python/kserve/docs/V1alpha1InferenceStep.md index 76544f0f10..1d9853df26 100644 --- a/python/kserve/docs/V1alpha1InferenceStep.md +++ b/python/kserve/docs/V1alpha1InferenceStep.md @@ -4,13 +4,13 @@ InferenceStep defines the inference target of the current step with condition, w ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**condition** | **str** | routing based on the condition | [optional] -**data** | **str** | request data sent to the next route with input/output from the previous step $request $response.predictions | [optional] -**name** | **str** | Unique name for the step within this node | [optional] -**node_name** | **str** | The node name for routing as next step | [optional] -**service_name** | **str** | named reference for InferenceService | [optional] -**service_url** | **str** | InferenceService URL, mutually exclusive with ServiceName | [optional] -**weight** | **int** | the weight for split of the traffic, only used for Split Router when weight is specified all the routing targets should be sum to 100 | [optional] +**condition** | **str** | routing based on the condition | [optional] +**data** | **str** | request data sent to the next route with input/output from the previous step $request $response.predictions | [optional] +**name** | **str** | Unique name for the step within this node | [optional] +**node_name** | **str** | The node name for routing as next step | [optional] +**service_name** | **str** | named reference for InferenceService | [optional] +**service_url** | **str** | InferenceService URL, mutually exclusive with ServiceName | [optional] +**weight** | **int** | the weight for split of the traffic, only used for Split Router when weight is specified all the routing targets should be sum to 100 | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1InferenceTarget.md b/python/kserve/docs/V1alpha1InferenceTarget.md index 4d51b4ff4a..137ca25b74 100644 --- a/python/kserve/docs/V1alpha1InferenceTarget.md +++ b/python/kserve/docs/V1alpha1InferenceTarget.md @@ -4,9 +4,9 @@ Exactly one InferenceTarget field must be specified ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**node_name** | **str** | The node name for routing as next step | [optional] -**service_name** | **str** | named reference for InferenceService | [optional] -**service_url** | **str** | InferenceService URL, mutually exclusive with ServiceName | [optional] +**node_name** | **str** | The node name for routing as next step | [optional] +**service_name** | **str** | named reference for InferenceService | [optional] +**service_url** | **str** | InferenceService URL, mutually exclusive with ServiceName | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1ServingRuntime.md b/python/kserve/docs/V1alpha1ServingRuntime.md index 66f4d851f0..935e6ef6f4 100644 --- a/python/kserve/docs/V1alpha1ServingRuntime.md +++ b/python/kserve/docs/V1alpha1ServingRuntime.md @@ -4,11 +4,11 @@ ServingRuntime is the Schema for the servingruntimes API ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] -**spec** | [**V1alpha1ServingRuntimeSpec**](V1alpha1ServingRuntimeSpec.md) | | [optional] -**status** | [**object**](.md) | ServingRuntimeStatus defines the observed state of ServingRuntime | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] +**spec** | [**V1alpha1ServingRuntimeSpec**](V1alpha1ServingRuntimeSpec.md) | | [optional] +**status** | [**object**](.md) | ServingRuntimeStatus defines the observed state of ServingRuntime | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1ServingRuntimeList.md b/python/kserve/docs/V1alpha1ServingRuntimeList.md index c71c946be0..0b93cc3298 100644 --- a/python/kserve/docs/V1alpha1ServingRuntimeList.md +++ b/python/kserve/docs/V1alpha1ServingRuntimeList.md @@ -4,10 +4,10 @@ ServingRuntimeList contains a list of ServingRuntime ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] **items** | [**list[V1alpha1ServingRuntime]**](V1alpha1ServingRuntime.md) | | -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1ServingRuntimePodSpec.md b/python/kserve/docs/V1alpha1ServingRuntimePodSpec.md index 69e824332a..31f81d73db 100644 --- a/python/kserve/docs/V1alpha1ServingRuntimePodSpec.md +++ b/python/kserve/docs/V1alpha1ServingRuntimePodSpec.md @@ -3,14 +3,14 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**annotations** | **dict(str, str)** | Annotations that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**annotations** | **dict(str, str)** | Annotations that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] **containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**labels** | **dict(str, str)** | Labels that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**labels** | **dict(str, str)** | Labels that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1ServingRuntimeSpec.md b/python/kserve/docs/V1alpha1ServingRuntimeSpec.md index 64ae5d864d..fd6aad2fae 100644 --- a/python/kserve/docs/V1alpha1ServingRuntimeSpec.md +++ b/python/kserve/docs/V1alpha1ServingRuntimeSpec.md @@ -4,24 +4,24 @@ ServingRuntimeSpec defines the desired state of ServingRuntime. This spec is cur ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**annotations** | **dict(str, str)** | Annotations that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] -**built_in_adapter** | [**V1alpha1BuiltInAdapter**](V1alpha1BuiltInAdapter.md) | | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**annotations** | **dict(str, str)** | Annotations that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] +**built_in_adapter** | [**V1alpha1BuiltInAdapter**](V1alpha1BuiltInAdapter.md) | | [optional] **containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | -**disabled** | **bool** | Set to true to disable use of this runtime | [optional] -**grpc_data_endpoint** | **str** | Grpc endpoint for inferencing | [optional] -**grpc_endpoint** | **str** | Grpc endpoint for internal model-management (implementing mmesh.ModelRuntime gRPC service) Assumed to be single-model runtime if omitted | [optional] -**http_data_endpoint** | **str** | HTTP endpoint for inferencing | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**labels** | **dict(str, str)** | Labels that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] -**multi_model** | **bool** | Whether this ServingRuntime is intended for multi-model usage or not. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**protocol_versions** | **list[str]** | Supported protocol versions (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**replicas** | **int** | Configure the number of replicas in the Deployment generated by this ServingRuntime If specified, this overrides the podsPerRuntime configuration value | [optional] -**storage_helper** | [**V1alpha1StorageHelper**](V1alpha1StorageHelper.md) | | [optional] -**supported_model_formats** | [**list[V1alpha1SupportedModelFormat]**](V1alpha1SupportedModelFormat.md) | Model formats and version supported by this runtime | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**disabled** | **bool** | Set to true to disable use of this runtime | [optional] +**grpc_data_endpoint** | **str** | Grpc endpoint for inferencing | [optional] +**grpc_endpoint** | **str** | Grpc endpoint for internal model-management (implementing mmesh.ModelRuntime gRPC service) Assumed to be single-model runtime if omitted | [optional] +**http_data_endpoint** | **str** | HTTP endpoint for inferencing | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**labels** | **dict(str, str)** | Labels that will be add to the pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] +**multi_model** | **bool** | Whether this ServingRuntime is intended for multi-model usage or not. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**protocol_versions** | **list[str]** | Supported protocol versions (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**replicas** | **int** | Configure the number of replicas in the Deployment generated by this ServingRuntime If specified, this overrides the podsPerRuntime configuration value | [optional] +**storage_helper** | [**V1alpha1StorageHelper**](V1alpha1StorageHelper.md) | | [optional] +**supported_model_formats** | [**list[V1alpha1SupportedModelFormat]**](V1alpha1SupportedModelFormat.md) | Model formats and version supported by this runtime | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1StorageHelper.md b/python/kserve/docs/V1alpha1StorageHelper.md index 94d87cdd80..57294a686c 100644 --- a/python/kserve/docs/V1alpha1StorageHelper.md +++ b/python/kserve/docs/V1alpha1StorageHelper.md @@ -3,7 +3,7 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**disabled** | **bool** | | [optional] +**disabled** | **bool** | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1SupportedModelFormat.md b/python/kserve/docs/V1alpha1SupportedModelFormat.md index f52831d87f..b7fc266d8b 100644 --- a/python/kserve/docs/V1alpha1SupportedModelFormat.md +++ b/python/kserve/docs/V1alpha1SupportedModelFormat.md @@ -3,9 +3,10 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**auto_select** | **bool** | Set to true to allow the ServingRuntime to be used for automatic model placement if this model format is specified with no explicit runtime. | [optional] -**name** | **str** | Name of the model format. | [optional][default to ''] -**version** | **str** | Version of the model format. Used in validating that a predictor is supported by a runtime. Can be \"major\", \"major.minor\" or \"major.minor.patch\". | [optional] +**auto_select** | **bool** | Set to true to allow the ServingRuntime to be used for automatic model placement if this model format is specified with no explicit runtime. | [optional] +**name** | **str** | Name of the model format. | [optional] [default to ''] +**priority** | **int** | Priority of this serving runtime for auto selection. This is used to select the serving runtime if more than one serving runtime supports the same model format. The value should be greater than zero. The higher the value, the higher the priority. Priority is not considered if AutoSelect is either false or not specified. Priority can be overridden by specifying the runtime in the InferenceService. | [optional] +**version** | **str** | Version of the model format. Used in validating that a predictor is supported by a runtime. Can be \"major\", \"major.minor\" or \"major.minor.patch\". | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1TrainedModel.md b/python/kserve/docs/V1alpha1TrainedModel.md index 1011068e34..3b2bc86076 100644 --- a/python/kserve/docs/V1alpha1TrainedModel.md +++ b/python/kserve/docs/V1alpha1TrainedModel.md @@ -4,11 +4,11 @@ TrainedModel is the Schema for the TrainedModel API ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] -**spec** | [**V1alpha1TrainedModelSpec**](V1alpha1TrainedModelSpec.md) | | [optional] -**status** | [**V1alpha1TrainedModelStatus**](V1alpha1TrainedModelStatus.md) | | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] +**spec** | [**V1alpha1TrainedModelSpec**](V1alpha1TrainedModelSpec.md) | | [optional] +**status** | [**V1alpha1TrainedModelStatus**](V1alpha1TrainedModelStatus.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1alpha1TrainedModelList.md b/python/kserve/docs/V1alpha1TrainedModelList.md index 48fd52d988..4cb93713a3 100644 --- a/python/kserve/docs/V1alpha1TrainedModelList.md +++ b/python/kserve/docs/V1alpha1TrainedModelList.md @@ -4,10 +4,10 @@ TrainedModelList contains a list of TrainedModel ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] **items** | [**list[V1alpha1TrainedModel]**](V1alpha1TrainedModel.md) | | -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ARTExplainerSpec.md b/python/kserve/docs/V1beta1ARTExplainerSpec.md index 1b5db4b45a..b2cdcf096a 100644 --- a/python/kserve/docs/V1beta1ARTExplainerSpec.md +++ b/python/kserve/docs/V1beta1ARTExplainerSpec.md @@ -4,33 +4,33 @@ ARTExplainerType defines the arguments for configuring an ART Explanation Server ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**config** | **dict(str, str)** | Inline custom parameter settings for explainer | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**config** | **dict(str, str)** | Inline custom parameter settings for explainer | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] **name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Defaults to latest Explainer Version | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | The location of a trained explanation model | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Defaults to latest Explainer Version | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | The location of a trained explanation model | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] **type** | **str** | The type of ART explainer | [default to ''] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1AlibiExplainerSpec.md b/python/kserve/docs/V1beta1AlibiExplainerSpec.md index 0491eb5401..275180bad1 100644 --- a/python/kserve/docs/V1beta1AlibiExplainerSpec.md +++ b/python/kserve/docs/V1beta1AlibiExplainerSpec.md @@ -4,33 +4,33 @@ AlibiExplainerSpec defines the arguments for configuring an Alibi Explanation Se ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**config** | **dict(str, str)** | Inline custom parameter settings for explainer | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**config** | **dict(str, str)** | Inline custom parameter settings for explainer | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] **name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Defaults to latest Explainer Version | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | The location of a trained explanation model | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Defaults to latest Explainer Version | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | The location of a trained explanation model | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] **type** | **str** | The type of Alibi explainer <br /> Valid values are: <br /> - \"AnchorTabular\"; <br /> - \"AnchorImages\"; <br /> - \"AnchorText\"; <br /> - \"Counterfactuals\"; <br /> - \"Contrastive\"; <br /> | [default to ''] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1Batcher.md b/python/kserve/docs/V1beta1Batcher.md index a050c027ca..fcb1da653e 100644 --- a/python/kserve/docs/V1beta1Batcher.md +++ b/python/kserve/docs/V1beta1Batcher.md @@ -4,9 +4,9 @@ Batcher specifies optional payload batching available for all components ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**max_batch_size** | **int** | Specifies the max number of requests to trigger a batch | [optional] -**max_latency** | **int** | Specifies the max latency to trigger a batch | [optional] -**timeout** | **int** | Specifies the timeout of a batch | [optional] +**max_batch_size** | **int** | Specifies the max number of requests to trigger a batch | [optional] +**max_latency** | **int** | Specifies the max latency to trigger a batch | [optional] +**timeout** | **int** | Specifies the timeout of a batch | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ComponentExtensionSpec.md b/python/kserve/docs/V1beta1ComponentExtensionSpec.md index 4e9275185b..a44bc4bcc8 100644 --- a/python/kserve/docs/V1beta1ComponentExtensionSpec.md +++ b/python/kserve/docs/V1beta1ComponentExtensionSpec.md @@ -4,17 +4,17 @@ ComponentExtensionSpec defines the deployment configuration for a given Inferenc ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] -**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] -**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] -**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] -**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] -**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] -**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] -**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] -**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] -**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] -**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] +**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] +**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] +**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] +**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] +**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] +**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] +**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] +**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] +**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] +**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] +**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ComponentStatusSpec.md b/python/kserve/docs/V1beta1ComponentStatusSpec.md index 44f225ab6e..923e284359 100644 --- a/python/kserve/docs/V1beta1ComponentStatusSpec.md +++ b/python/kserve/docs/V1beta1ComponentStatusSpec.md @@ -4,15 +4,15 @@ ComponentStatusSpec describes the state of the component ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**address** | [**KnativeAddressable**](KnativeAddressable.md) | | [optional] -**grpc_url** | [**KnativeURL**](KnativeURL.md) | | [optional] -**latest_created_revision** | **str** | Latest revision name that is created | [optional] -**latest_ready_revision** | **str** | Latest revision name that is in ready state | [optional] -**latest_rolledout_revision** | **str** | Latest revision name that is rolled out with 100 percent traffic | [optional] -**previous_rolledout_revision** | **str** | Previous revision name that is rolled out with 100 percent traffic | [optional] -**rest_url** | [**KnativeURL**](KnativeURL.md) | | [optional] -**traffic** | [**list[KnativeDevServingPkgApisServingV1TrafficTarget]**](KnativeDevServingPkgApisServingV1TrafficTarget.md) | Traffic holds the configured traffic distribution for latest ready revision and previous rolled out revision. | [optional] -**url** | [**KnativeURL**](KnativeURL.md) | | [optional] +**address** | [**KnativeAddressable**](KnativeAddressable.md) | | [optional] +**grpc_url** | [**KnativeURL**](KnativeURL.md) | | [optional] +**latest_created_revision** | **str** | Latest revision name that is created | [optional] +**latest_ready_revision** | **str** | Latest revision name that is in ready state | [optional] +**latest_rolledout_revision** | **str** | Latest revision name that is rolled out with 100 percent traffic | [optional] +**previous_rolledout_revision** | **str** | Previous revision name that is rolled out with 100 percent traffic | [optional] +**rest_url** | [**KnativeURL**](KnativeURL.md) | | [optional] +**traffic** | [**list[KnativeDevServingPkgApisServingV1TrafficTarget]**](KnativeDevServingPkgApisServingV1TrafficTarget.md) | Traffic holds the configured traffic distribution for latest ready revision and previous rolled out revision. | [optional] +**url** | [**KnativeURL**](KnativeURL.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1CustomExplainer.md b/python/kserve/docs/V1beta1CustomExplainer.md index de622dc135..4c5f6cd719 100644 --- a/python/kserve/docs/V1beta1CustomExplainer.md +++ b/python/kserve/docs/V1beta1CustomExplainer.md @@ -4,45 +4,45 @@ CustomExplainer defines arguments for configuring a custom explainer. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] +**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] **containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | -**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] -**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] -**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] -**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. | [optional] -**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] -**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] -**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] -**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] -**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] -**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] -**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**os** | [**V1PodOS**](V1PodOS.md) | | [optional] -**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md | [optional] -**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. | [optional] -**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] -**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] -**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] -**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] -**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] -**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class | [optional] -**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] -**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. More info: https://git.k8s.io/enhancements/keps/sig-scheduling/3521-pod-scheduling-readiness. This is an alpha-level feature enabled by PodSchedulingReadiness feature gate. | [optional] -**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] -**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] -**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] -**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] -**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] -**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] -**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] +**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] +**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] +**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. | [optional] +**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] +**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] +**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] +**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] +**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] +**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] +**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**os** | [**V1PodOS**](V1PodOS.md) | | [optional] +**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md | [optional] +**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. | [optional] +**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] +**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] +**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] +**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] +**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] +**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class | [optional] +**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] +**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. More info: https://git.k8s.io/enhancements/keps/sig-scheduling/3521-pod-scheduling-readiness. This is an alpha-level feature enabled by PodSchedulingReadiness feature gate. | [optional] +**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] +**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] +**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] +**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] +**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] +**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] +**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1CustomPredictor.md b/python/kserve/docs/V1beta1CustomPredictor.md index 5cf5417534..a8fdb2bc3a 100644 --- a/python/kserve/docs/V1beta1CustomPredictor.md +++ b/python/kserve/docs/V1beta1CustomPredictor.md @@ -4,45 +4,45 @@ CustomPredictor defines arguments for configuring a custom server. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] +**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] **containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | -**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] -**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] -**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] -**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. | [optional] -**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] -**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] -**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] -**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] -**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] -**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] -**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**os** | [**V1PodOS**](V1PodOS.md) | | [optional] -**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md | [optional] -**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. | [optional] -**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] -**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] -**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] -**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] -**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] -**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class | [optional] -**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] -**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. More info: https://git.k8s.io/enhancements/keps/sig-scheduling/3521-pod-scheduling-readiness. This is an alpha-level feature enabled by PodSchedulingReadiness feature gate. | [optional] -**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] -**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] -**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] -**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] -**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] -**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] -**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] +**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] +**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] +**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. | [optional] +**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] +**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] +**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] +**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] +**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] +**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] +**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**os** | [**V1PodOS**](V1PodOS.md) | | [optional] +**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md | [optional] +**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. | [optional] +**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] +**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] +**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] +**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] +**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] +**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class | [optional] +**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] +**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. More info: https://git.k8s.io/enhancements/keps/sig-scheduling/3521-pod-scheduling-readiness. This is an alpha-level feature enabled by PodSchedulingReadiness feature gate. | [optional] +**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] +**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] +**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] +**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] +**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] +**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] +**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1CustomTransformer.md b/python/kserve/docs/V1beta1CustomTransformer.md index 1cf89be995..6821f45c70 100644 --- a/python/kserve/docs/V1beta1CustomTransformer.md +++ b/python/kserve/docs/V1beta1CustomTransformer.md @@ -4,45 +4,45 @@ CustomTransformer defines arguments for configuring a custom transformer. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] +**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] **containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | -**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] -**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] -**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] -**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. | [optional] -**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] -**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] -**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] -**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] -**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] -**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] -**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**os** | [**V1PodOS**](V1PodOS.md) | | [optional] -**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md | [optional] -**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. | [optional] -**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] -**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] -**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] -**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] -**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] -**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class | [optional] -**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] -**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. More info: https://git.k8s.io/enhancements/keps/sig-scheduling/3521-pod-scheduling-readiness. This is an alpha-level feature enabled by PodSchedulingReadiness feature gate. | [optional] -**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] -**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] -**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] -**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] -**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] -**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] -**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] +**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] +**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] +**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. | [optional] +**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] +**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] +**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] +**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] +**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] +**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] +**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**os** | [**V1PodOS**](V1PodOS.md) | | [optional] +**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md | [optional] +**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. | [optional] +**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] +**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] +**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] +**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] +**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] +**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class | [optional] +**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] +**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. More info: https://git.k8s.io/enhancements/keps/sig-scheduling/3521-pod-scheduling-readiness. This is an alpha-level feature enabled by PodSchedulingReadiness feature gate. | [optional] +**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] +**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] +**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] +**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] +**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] +**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] +**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1DeployConfig.md b/python/kserve/docs/V1beta1DeployConfig.md index c5f27ba320..9b1d3341b7 100644 --- a/python/kserve/docs/V1beta1DeployConfig.md +++ b/python/kserve/docs/V1beta1DeployConfig.md @@ -3,7 +3,7 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**default_deployment_mode** | **str** | | [optional] +**default_deployment_mode** | **str** | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ExplainerExtensionSpec.md b/python/kserve/docs/V1beta1ExplainerExtensionSpec.md index e2f1f73771..b6d9b30f2a 100644 --- a/python/kserve/docs/V1beta1ExplainerExtensionSpec.md +++ b/python/kserve/docs/V1beta1ExplainerExtensionSpec.md @@ -4,32 +4,32 @@ ExplainerExtensionSpec defines configuration shared across all explainer framewo ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**config** | **dict(str, str)** | Inline custom parameter settings for explainer | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Defaults to latest Explainer Version | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | The location of a trained explanation model | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**config** | **dict(str, str)** | Inline custom parameter settings for explainer | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Defaults to latest Explainer Version | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | The location of a trained explanation model | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ExplainerSpec.md b/python/kserve/docs/V1beta1ExplainerSpec.md index 0c2a51227f..45809ed85e 100644 --- a/python/kserve/docs/V1beta1ExplainerSpec.md +++ b/python/kserve/docs/V1beta1ExplainerSpec.md @@ -4,58 +4,58 @@ ExplainerSpec defines the container spec for a model explanation server, The fol ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**alibi** | [**V1beta1AlibiExplainerSpec**](V1beta1AlibiExplainerSpec.md) | | [optional] -**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] -**art** | [**V1beta1ARTExplainerSpec**](V1beta1ARTExplainerSpec.md) | | [optional] -**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] -**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] -**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] -**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] -**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] -**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] -**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] -**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] -**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] -**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] -**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] -**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] -**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] -**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] -**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] -**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] -**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] -**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] -**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] -**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**os** | [**V1PodOS**](V1PodOS.md) | | [optional] -**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] -**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] -**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] -**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] -**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] -**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] -**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] -**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] -**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] -**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] -**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] -**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] -**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] -**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] -**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] -**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] -**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] -**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] -**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] -**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**alibi** | [**V1beta1AlibiExplainerSpec**](V1beta1AlibiExplainerSpec.md) | | [optional] +**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] +**art** | [**V1beta1ARTExplainerSpec**](V1beta1ARTExplainerSpec.md) | | [optional] +**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] +**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] +**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] +**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] +**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] +**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] +**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] +**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] +**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] +**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] +**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] +**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] +**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] +**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] +**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] +**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] +**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] +**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] +**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] +**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**os** | [**V1PodOS**](V1PodOS.md) | | [optional] +**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] +**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] +**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] +**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] +**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] +**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] +**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] +**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] +**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] +**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] +**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] +**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] +**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] +**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] +**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] +**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] +**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] +**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] +**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] +**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ExplainersConfig.md b/python/kserve/docs/V1beta1ExplainersConfig.md index a12e9be25c..be675d0a4d 100644 --- a/python/kserve/docs/V1beta1ExplainersConfig.md +++ b/python/kserve/docs/V1beta1ExplainersConfig.md @@ -3,8 +3,8 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**alibi** | [**V1beta1ExplainerConfig**](V1beta1ExplainerConfig.md) | | [optional] -**art** | [**V1beta1ExplainerConfig**](V1beta1ExplainerConfig.md) | | [optional] +**alibi** | [**V1beta1ExplainerConfig**](V1beta1ExplainerConfig.md) | | [optional] +**art** | [**V1beta1ExplainerConfig**](V1beta1ExplainerConfig.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1FailureInfo.md b/python/kserve/docs/V1beta1FailureInfo.md index 7985cadf36..176fa7bf74 100644 --- a/python/kserve/docs/V1beta1FailureInfo.md +++ b/python/kserve/docs/V1beta1FailureInfo.md @@ -3,12 +3,12 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**exit_code** | **int** | Exit status from the last termination of the container | [optional] -**location** | **str** | Name of component to which the failure relates (usually Pod name) | [optional] -**message** | **str** | Detailed error message | [optional] -**model_revision_name** | **str** | Internal Revision/ID of model, tied to specific Spec contents | [optional] -**reason** | **str** | High level class of failure | [optional] -**time** | [**V1Time**](V1Time.md) | | [optional] +**exit_code** | **int** | Exit status from the last termination of the container | [optional] +**location** | **str** | Name of component to which the failure relates (usually Pod name) | [optional] +**message** | **str** | Detailed error message | [optional] +**model_revision_name** | **str** | Internal Revision/ID of model, tied to specific Spec contents | [optional] +**reason** | **str** | High level class of failure | [optional] +**time** | [**V1Time**](V1Time.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1InferenceService.md b/python/kserve/docs/V1beta1InferenceService.md index eccc727254..d989ef643d 100644 --- a/python/kserve/docs/V1beta1InferenceService.md +++ b/python/kserve/docs/V1beta1InferenceService.md @@ -4,11 +4,11 @@ InferenceService is the Schema for the InferenceServices API ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] -**spec** | [**V1beta1InferenceServiceSpec**](V1beta1InferenceServiceSpec.md) | | [optional] -**status** | [**V1beta1InferenceServiceStatus**](V1beta1InferenceServiceStatus.md) | | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ObjectMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ObjectMeta.md) | | [optional] +**spec** | [**V1beta1InferenceServiceSpec**](V1beta1InferenceServiceSpec.md) | | [optional] +**status** | [**V1beta1InferenceServiceStatus**](V1beta1InferenceServiceStatus.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1InferenceServiceList.md b/python/kserve/docs/V1beta1InferenceServiceList.md index e653842141..b89969df09 100644 --- a/python/kserve/docs/V1beta1InferenceServiceList.md +++ b/python/kserve/docs/V1beta1InferenceServiceList.md @@ -4,10 +4,10 @@ InferenceServiceList contains a list of Service ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] +**api_version** | **str** | APIVersion defines the versioned schema of this representation of an object. Servers should convert recognized schemas to the latest internal value, and may reject unrecognized values. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#resources | [optional] **items** | [**list[V1beta1InferenceService]**](V1beta1InferenceService.md) | | -**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] -**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] +**kind** | **str** | Kind is a string value representing the REST resource this object represents. Servers may infer this from the endpoint the client submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/community/contributors/devel/sig-architecture/api-conventions.md#types-kinds | [optional] +**metadata** | [**V1ListMeta**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ListMeta.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1InferenceServiceSpec.md b/python/kserve/docs/V1beta1InferenceServiceSpec.md index e43b2ce0f2..b186333bd1 100644 --- a/python/kserve/docs/V1beta1InferenceServiceSpec.md +++ b/python/kserve/docs/V1beta1InferenceServiceSpec.md @@ -4,9 +4,9 @@ InferenceServiceSpec is the top level type for this resource ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**explainer** | [**V1beta1ExplainerSpec**](V1beta1ExplainerSpec.md) | | [optional] +**explainer** | [**V1beta1ExplainerSpec**](V1beta1ExplainerSpec.md) | | [optional] **predictor** | [**V1beta1PredictorSpec**](V1beta1PredictorSpec.md) | | -**transformer** | [**V1beta1TransformerSpec**](V1beta1TransformerSpec.md) | | [optional] +**transformer** | [**V1beta1TransformerSpec**](V1beta1TransformerSpec.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1InferenceServiceStatus.md b/python/kserve/docs/V1beta1InferenceServiceStatus.md index 81a820ed91..e841d69c05 100644 --- a/python/kserve/docs/V1beta1InferenceServiceStatus.md +++ b/python/kserve/docs/V1beta1InferenceServiceStatus.md @@ -4,13 +4,13 @@ InferenceServiceStatus defines the observed state of InferenceService ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**address** | [**KnativeAddressable**](KnativeAddressable.md) | | [optional] -**annotations** | **dict(str, str)** | Annotations is additional Status fields for the Resource to save some additional State as well as convey more information to the user. This is roughly akin to Annotations on any k8s resource, just the reconciler conveying richer information outwards. | [optional] -**components** | [**dict(str, V1beta1ComponentStatusSpec)**](V1beta1ComponentStatusSpec.md) | Statuses for the components of the InferenceService | [optional] -**conditions** | [**list[KnativeCondition]**](KnativeCondition.md) | Conditions the latest available observations of a resource's current state. | [optional] -**model_status** | [**V1beta1ModelStatus**](V1beta1ModelStatus.md) | | [optional] -**observed_generation** | **int** | ObservedGeneration is the 'Generation' of the Service that was last processed by the controller. | [optional] -**url** | [**KnativeURL**](KnativeURL.md) | | [optional] +**address** | [**KnativeAddressable**](KnativeAddressable.md) | | [optional] +**annotations** | **dict(str, str)** | Annotations is additional Status fields for the Resource to save some additional State as well as convey more information to the user. This is roughly akin to Annotations on any k8s resource, just the reconciler conveying richer information outwards. | [optional] +**components** | [**dict(str, V1beta1ComponentStatusSpec)**](V1beta1ComponentStatusSpec.md) | Statuses for the components of the InferenceService | [optional] +**conditions** | [**list[KnativeCondition]**](KnativeCondition.md) | Conditions the latest available observations of a resource's current state. | [optional] +**model_status** | [**V1beta1ModelStatus**](V1beta1ModelStatus.md) | | [optional] +**observed_generation** | **int** | ObservedGeneration is the 'Generation' of the Service that was last processed by the controller. | [optional] +**url** | [**KnativeURL**](KnativeURL.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1IngressConfig.md b/python/kserve/docs/V1beta1IngressConfig.md index d838d441c6..b5071ef905 100644 --- a/python/kserve/docs/V1beta1IngressConfig.md +++ b/python/kserve/docs/V1beta1IngressConfig.md @@ -3,16 +3,16 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**disable_istio_virtual_host** | **bool** | | [optional] -**domain_template** | **str** | | [optional] -**ingress_class_name** | **str** | | [optional] -**ingress_domain** | **str** | | [optional] -**ingress_gateway** | **str** | | [optional] -**ingress_service** | **str** | | [optional] -**local_gateway** | **str** | | [optional] -**local_gateway_service** | **str** | | [optional] -**path_template** | **str** | | [optional] -**url_scheme** | **str** | | [optional] +**disable_istio_virtual_host** | **bool** | | [optional] +**domain_template** | **str** | | [optional] +**ingress_class_name** | **str** | | [optional] +**ingress_domain** | **str** | | [optional] +**ingress_gateway** | **str** | | [optional] +**ingress_service** | **str** | | [optional] +**local_gateway** | **str** | | [optional] +**local_gateway_service** | **str** | | [optional] +**path_template** | **str** | | [optional] +**url_scheme** | **str** | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1LightGBMSpec.md b/python/kserve/docs/V1beta1LightGBMSpec.md index ca93578b5f..8da098d41f 100644 --- a/python/kserve/docs/V1beta1LightGBMSpec.md +++ b/python/kserve/docs/V1beta1LightGBMSpec.md @@ -4,32 +4,32 @@ LightGBMSpec defines arguments for configuring LightGBMSpec model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1LoggerSpec.md b/python/kserve/docs/V1beta1LoggerSpec.md index 42ee8a0cf8..4a98586b7a 100644 --- a/python/kserve/docs/V1beta1LoggerSpec.md +++ b/python/kserve/docs/V1beta1LoggerSpec.md @@ -4,8 +4,8 @@ LoggerSpec specifies optional payload logging available for all components ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**mode** | **str** | Specifies the scope of the loggers. <br /> Valid values are: <br /> - \"all\" (default): log both request and response; <br /> - \"request\": log only request; <br /> - \"response\": log only response <br /> | [optional] -**url** | **str** | URL to send logging events | [optional] +**mode** | **str** | Specifies the scope of the loggers. <br /> Valid values are: <br /> - \"all\" (default): log both request and response; <br /> - \"request\": log only request; <br /> - \"response\": log only response <br /> | [optional] +**url** | **str** | URL to send logging events | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ModelCopies.md b/python/kserve/docs/V1beta1ModelCopies.md index acb380303d..4da822ff85 100644 --- a/python/kserve/docs/V1beta1ModelCopies.md +++ b/python/kserve/docs/V1beta1ModelCopies.md @@ -4,7 +4,7 @@ Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- **failed_copies** | **int** | How many copies of this predictor's models failed to load recently | [default to 0] -**total_copies** | **int** | Total number copies of this predictor's models that are currently loaded | [optional] +**total_copies** | **int** | Total number copies of this predictor's models that are currently loaded | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ModelFormat.md b/python/kserve/docs/V1beta1ModelFormat.md index ef1ec9c4d3..41203fce92 100644 --- a/python/kserve/docs/V1beta1ModelFormat.md +++ b/python/kserve/docs/V1beta1ModelFormat.md @@ -3,8 +3,8 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**name** | **str** | Name of the model format. | [optional][default to ''] -**version** | **str** | Version of the model format. Used in validating that a predictor is supported by a runtime. Can be \"major\", \"major.minor\" or \"major.minor.patch\". | [optional] +**name** | **str** | Name of the model format. | [optional] [default to ''] +**version** | **str** | Version of the model format. Used in validating that a predictor is supported by a runtime. Can be \"major\", \"major.minor\" or \"major.minor.patch\". | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ModelRevisionStates.md b/python/kserve/docs/V1beta1ModelRevisionStates.md index 5469ff1a59..de314976e1 100644 --- a/python/kserve/docs/V1beta1ModelRevisionStates.md +++ b/python/kserve/docs/V1beta1ModelRevisionStates.md @@ -4,7 +4,7 @@ Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- **active_model_state** | **str** | High level state string: Pending, Standby, Loading, Loaded, FailedToLoad | [default to ''] -**target_model_state** | **str** | | [optional] +**target_model_state** | **str** | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ModelSpec.md b/python/kserve/docs/V1beta1ModelSpec.md index 7c2a41e8ff..cdfea15545 100644 --- a/python/kserve/docs/V1beta1ModelSpec.md +++ b/python/kserve/docs/V1beta1ModelSpec.md @@ -3,34 +3,34 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] **model_format** | [**V1beta1ModelFormat**](V1beta1ModelFormat.md) | | -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime** | **str** | Specific ClusterServingRuntime/ServingRuntime name to use for deployment. | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime** | **str** | Specific ClusterServingRuntime/ServingRuntime name to use for deployment. | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ModelStatus.md b/python/kserve/docs/V1beta1ModelStatus.md index 00bb0bb003..4c0b718c69 100644 --- a/python/kserve/docs/V1beta1ModelStatus.md +++ b/python/kserve/docs/V1beta1ModelStatus.md @@ -3,9 +3,9 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**copies** | [**V1beta1ModelCopies**](V1beta1ModelCopies.md) | | [optional] -**last_failure_info** | [**V1beta1FailureInfo**](V1beta1FailureInfo.md) | | [optional] -**states** | [**V1beta1ModelRevisionStates**](V1beta1ModelRevisionStates.md) | | [optional] +**copies** | [**V1beta1ModelCopies**](V1beta1ModelCopies.md) | | [optional] +**last_failure_info** | [**V1beta1FailureInfo**](V1beta1FailureInfo.md) | | [optional] +**states** | [**V1beta1ModelRevisionStates**](V1beta1ModelRevisionStates.md) | | [optional] **transition_status** | **str** | Whether the available predictor endpoints reflect the current Spec or is in transition | [default to ''] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1ONNXRuntimeSpec.md b/python/kserve/docs/V1beta1ONNXRuntimeSpec.md index 8c33674cbc..b0b5bf9e73 100644 --- a/python/kserve/docs/V1beta1ONNXRuntimeSpec.md +++ b/python/kserve/docs/V1beta1ONNXRuntimeSpec.md @@ -4,32 +4,32 @@ ONNXRuntimeSpec defines arguments for configuring ONNX model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1PMMLSpec.md b/python/kserve/docs/V1beta1PMMLSpec.md index 2eeef9e48b..d969f10b5e 100644 --- a/python/kserve/docs/V1beta1PMMLSpec.md +++ b/python/kserve/docs/V1beta1PMMLSpec.md @@ -4,32 +4,32 @@ PMMLSpec defines arguments for configuring PMML model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1PaddleServerSpec.md b/python/kserve/docs/V1beta1PaddleServerSpec.md index 7190525156..87dc7ed105 100644 --- a/python/kserve/docs/V1beta1PaddleServerSpec.md +++ b/python/kserve/docs/V1beta1PaddleServerSpec.md @@ -3,32 +3,32 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1PodSpec.md b/python/kserve/docs/V1beta1PodSpec.md index 7dc4d8cf99..6a732b0bea 100644 --- a/python/kserve/docs/V1beta1PodSpec.md +++ b/python/kserve/docs/V1beta1PodSpec.md @@ -4,45 +4,45 @@ PodSpec is a description of a pod. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] -**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] -**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] -**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] -**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] -**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] -**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] -**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] -**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] -**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] -**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] -**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] -**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**os** | [**V1PodOS**](V1PodOS.md) | | [optional] -**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] -**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] -**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] -**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] -**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] -**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] -**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] -**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] -**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] -**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] -**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] -**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] -**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] -**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] -**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] -**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] -**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] +**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] +**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] +**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] +**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] +**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] +**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] +**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] +**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] +**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] +**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] +**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] +**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**os** | [**V1PodOS**](V1PodOS.md) | | [optional] +**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] +**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] +**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] +**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] +**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] +**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] +**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] +**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] +**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] +**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] +**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] +**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] +**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] +**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] +**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] +**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] +**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1PredictorExtensionSpec.md b/python/kserve/docs/V1beta1PredictorExtensionSpec.md index d82bc9690b..561152a621 100644 --- a/python/kserve/docs/V1beta1PredictorExtensionSpec.md +++ b/python/kserve/docs/V1beta1PredictorExtensionSpec.md @@ -4,32 +4,32 @@ PredictorExtensionSpec defines configuration shared across all predictor framewo ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1PredictorSpec.md b/python/kserve/docs/V1beta1PredictorSpec.md index 0dba8b8918..9c8fff3766 100644 --- a/python/kserve/docs/V1beta1PredictorSpec.md +++ b/python/kserve/docs/V1beta1PredictorSpec.md @@ -4,66 +4,66 @@ PredictorSpec defines the configuration for a predictor, The following fields fo ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] -**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] -**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] -**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] -**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] -**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] -**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] -**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] -**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] -**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] -**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] -**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] -**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] -**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] -**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] -**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] -**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] -**lightgbm** | [**V1beta1LightGBMSpec**](V1beta1LightGBMSpec.md) | | [optional] -**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] -**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] -**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] -**model** | [**V1beta1ModelSpec**](V1beta1ModelSpec.md) | | [optional] -**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**onnx** | [**V1beta1ONNXRuntimeSpec**](V1beta1ONNXRuntimeSpec.md) | | [optional] -**os** | [**V1PodOS**](V1PodOS.md) | | [optional] -**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] -**paddle** | [**V1beta1PaddleServerSpec**](V1beta1PaddleServerSpec.md) | | [optional] -**pmml** | [**V1beta1PMMLSpec**](V1beta1PMMLSpec.md) | | [optional] -**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] -**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] -**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] -**pytorch** | [**V1beta1TorchServeSpec**](V1beta1TorchServeSpec.md) | | [optional] -**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] -**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] -**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] -**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] -**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] -**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] -**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] -**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] -**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] -**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] -**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] -**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] -**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] -**sklearn** | [**V1beta1SKLearnSpec**](V1beta1SKLearnSpec.md) | | [optional] -**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] -**tensorflow** | [**V1beta1TFServingSpec**](V1beta1TFServingSpec.md) | | [optional] -**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] -**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] -**triton** | [**V1beta1TritonSpec**](V1beta1TritonSpec.md) | | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] -**xgboost** | [**V1beta1XGBoostSpec**](V1beta1XGBoostSpec.md) | | [optional] +**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] +**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] +**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] +**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] +**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] +**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] +**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] +**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] +**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] +**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] +**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] +**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] +**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] +**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] +**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] +**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] +**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] +**lightgbm** | [**V1beta1LightGBMSpec**](V1beta1LightGBMSpec.md) | | [optional] +**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] +**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] +**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] +**model** | [**V1beta1ModelSpec**](V1beta1ModelSpec.md) | | [optional] +**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**onnx** | [**V1beta1ONNXRuntimeSpec**](V1beta1ONNXRuntimeSpec.md) | | [optional] +**os** | [**V1PodOS**](V1PodOS.md) | | [optional] +**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] +**paddle** | [**V1beta1PaddleServerSpec**](V1beta1PaddleServerSpec.md) | | [optional] +**pmml** | [**V1beta1PMMLSpec**](V1beta1PMMLSpec.md) | | [optional] +**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] +**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] +**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] +**pytorch** | [**V1beta1TorchServeSpec**](V1beta1TorchServeSpec.md) | | [optional] +**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] +**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] +**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] +**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] +**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] +**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] +**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] +**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] +**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] +**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] +**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] +**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] +**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] +**sklearn** | [**V1beta1SKLearnSpec**](V1beta1SKLearnSpec.md) | | [optional] +**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] +**tensorflow** | [**V1beta1TFServingSpec**](V1beta1TFServingSpec.md) | | [optional] +**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] +**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] +**triton** | [**V1beta1TritonSpec**](V1beta1TritonSpec.md) | | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**xgboost** | [**V1beta1XGBoostSpec**](V1beta1XGBoostSpec.md) | | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1SKLearnSpec.md b/python/kserve/docs/V1beta1SKLearnSpec.md index f62db2a725..537bd8aeea 100644 --- a/python/kserve/docs/V1beta1SKLearnSpec.md +++ b/python/kserve/docs/V1beta1SKLearnSpec.md @@ -4,32 +4,32 @@ SKLearnSpec defines arguments for configuring SKLearn model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1StorageSpec.md b/python/kserve/docs/V1beta1StorageSpec.md index 41e2414026..4460f8cb68 100644 --- a/python/kserve/docs/V1beta1StorageSpec.md +++ b/python/kserve/docs/V1beta1StorageSpec.md @@ -3,10 +3,10 @@ ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**key** | **str** | The Storage Key in the secret for this model. | [optional] -**parameters** | **dict(str, str)** | Parameters to override the default storage credentials and config. | [optional] -**path** | **str** | The path to the model object in the storage. It cannot co-exist with the storageURI. | [optional] -**schema_path** | **str** | The path to the model schema file in the storage. | [optional] +**key** | **str** | The Storage Key in the secret for this model. | [optional] +**parameters** | **dict(str, str)** | Parameters to override the default storage credentials and config. | [optional] +**path** | **str** | The path to the model object in the storage. It cannot co-exist with the storageURI. | [optional] +**schema_path** | **str** | The path to the model schema file in the storage. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1TFServingSpec.md b/python/kserve/docs/V1beta1TFServingSpec.md index 8f5ae10d3d..9f7b077053 100644 --- a/python/kserve/docs/V1beta1TFServingSpec.md +++ b/python/kserve/docs/V1beta1TFServingSpec.md @@ -4,32 +4,32 @@ TFServingSpec defines arguments for configuring Tensorflow model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1TorchServeSpec.md b/python/kserve/docs/V1beta1TorchServeSpec.md index f5d3101707..a98c00da34 100644 --- a/python/kserve/docs/V1beta1TorchServeSpec.md +++ b/python/kserve/docs/V1beta1TorchServeSpec.md @@ -4,32 +4,32 @@ TorchServeSpec defines arguments for configuring PyTorch model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1TransformerSpec.md b/python/kserve/docs/V1beta1TransformerSpec.md index ecd10f106d..47fa9aa151 100644 --- a/python/kserve/docs/V1beta1TransformerSpec.md +++ b/python/kserve/docs/V1beta1TransformerSpec.md @@ -4,56 +4,56 @@ TransformerSpec defines transformer service for pre/post processing ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] -**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] -**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] -**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] -**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] -**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] -**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] -**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] -**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] -**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] -**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] -**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] -**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] -**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] -**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] -**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] -**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] -**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] -**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] -**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] -**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] -**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] -**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] -**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] -**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] -**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] -**os** | [**V1PodOS**](V1PodOS.md) | | [optional] -**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] -**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] -**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] -**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] -**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] -**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] -**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] -**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] -**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] -**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] -**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] -**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] -**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] -**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] -**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] -**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] -**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] -**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] -**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] -**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] -**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] -**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] -**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] +**active_deadline_seconds** | **int** | Optional duration in seconds the pod may be active on the node relative to StartTime before the system will actively try to mark it failed and kill associated containers. Value must be a positive integer. | [optional] +**affinity** | [**V1Affinity**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Affinity.md) | | [optional] +**annotations** | **dict(str, str)** | Annotations that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/annotations | [optional] +**automount_service_account_token** | **bool** | AutomountServiceAccountToken indicates whether a service account token should be automatically mounted. | [optional] +**batcher** | [**V1beta1Batcher**](V1beta1Batcher.md) | | [optional] +**canary_traffic_percent** | **int** | CanaryTrafficPercent defines the traffic split percentage between the candidate revision and the last ready revision | [optional] +**container_concurrency** | **int** | ContainerConcurrency specifies how many requests can be processed concurrently, this sets the hard limit of the container concurrency(https://knative.dev/docs/serving/autoscaling/concurrency). | [optional] +**containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of containers belonging to the pod. Containers cannot currently be added or removed. There must be at least one container in a Pod. Cannot be updated. | [optional] +**dns_config** | [**V1PodDNSConfig**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodDNSConfig.md) | | [optional] +**dns_policy** | **str** | Set DNS policy for the pod. Defaults to \"ClusterFirst\". Valid values are 'ClusterFirstWithHostNet', 'ClusterFirst', 'Default' or 'None'. DNS parameters given in DNSConfig will be merged with the policy selected with DNSPolicy. To have DNS options set along with hostNetwork, you have to specify DNS policy explicitly to 'ClusterFirstWithHostNet'. | [optional] +**enable_service_links** | **bool** | EnableServiceLinks indicates whether information about services should be injected into pod's environment variables, matching the syntax of Docker links. Optional: Defaults to true. | [optional] +**ephemeral_containers** | [**list[V1EphemeralContainer]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EphemeralContainer.md) | List of ephemeral containers run in this pod. Ephemeral containers may be run in an existing pod to perform user-initiated actions such as debugging. This list cannot be specified when creating a pod, and it cannot be modified by updating the pod spec. In order to add an ephemeral container to an existing pod, use the pod's ephemeralcontainers subresource. This field is beta-level and available on clusters that haven't disabled the EphemeralContainers feature gate. | [optional] +**host_aliases** | [**list[V1HostAlias]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1HostAlias.md) | HostAliases is an optional list of hosts and IPs that will be injected into the pod's hosts file if specified. This is only valid for non-hostNetwork pods. | [optional] +**host_ipc** | **bool** | Use the host's ipc namespace. Optional: Default to false. | [optional] +**host_network** | **bool** | Host networking requested for this pod. Use the host's network namespace. If this option is set, the ports that will be used must be specified. Default to false. | [optional] +**host_pid** | **bool** | Use the host's pid namespace. Optional: Default to false. | [optional] +**host_users** | **bool** | Use the host's user namespace. Optional: Default to true. If set to true or not present, the pod will be run in the host user namespace, useful for when the pod needs a feature only available to the host user namespace, such as loading a kernel module with CAP_SYS_MODULE. When set to false, a new userns is created for the pod. Setting false is useful for mitigating container breakout vulnerabilities even allowing users to run their containers as root without actually having root privileges on the host. This field is alpha-level and is only honored by servers that enable the UserNamespacesSupport feature. | [optional] +**hostname** | **str** | Specifies the hostname of the Pod If not specified, the pod's hostname will be set to a system-defined value. | [optional] +**image_pull_secrets** | [**list[V1LocalObjectReference]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1LocalObjectReference.md) | ImagePullSecrets is an optional list of references to secrets in the same namespace to use for pulling any of the images used by this PodSpec. If specified, these secrets will be passed to individual puller implementations for them to use. For example, in the case of docker, only DockerConfig type secrets are honored. More info: https://kubernetes.io/docs/concepts/containers/images#specifying-imagepullsecrets-on-a-pod | [optional] +**init_containers** | [**list[V1Container]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Container.md) | List of initialization containers belonging to the pod. Init containers are executed in order prior to containers being started. If any init container fails, the pod is considered to have failed and is handled according to its restartPolicy. The name for an init container or normal container must be unique among all containers. Init containers may not have Lifecycle actions, Readiness probes, Liveness probes, or Startup probes. The resourceRequirements of an init container are taken into account during scheduling by finding the highest request/limit for each resource type, and then using the max of of that value or the sum of the normal containers. Limits are applied to init containers in a similar fashion. Init containers cannot currently be added or removed. Cannot be updated. More info: https://kubernetes.io/docs/concepts/workloads/pods/init-containers/ | [optional] +**labels** | **dict(str, str)** | Labels that will be add to the component pod. More info: http://kubernetes.io/docs/user-guide/labels | [optional] +**logger** | [**V1beta1LoggerSpec**](V1beta1LoggerSpec.md) | | [optional] +**max_replicas** | **int** | Maximum number of replicas for autoscaling. | [optional] +**min_replicas** | **int** | Minimum number of replicas, defaults to 1 but can be set to 0 to enable scale-to-zero. | [optional] +**node_name** | **str** | NodeName is a request to schedule this pod onto a specific node. If it is non-empty, the scheduler simply schedules this pod onto that node, assuming that it fits resource requirements. | [optional] +**node_selector** | **dict(str, str)** | NodeSelector is a selector which must be true for the pod to fit on a node. Selector which must match a node's labels for the pod to be scheduled on that node. More info: https://kubernetes.io/docs/concepts/configuration/assign-pod-node/ | [optional] +**os** | [**V1PodOS**](V1PodOS.md) | | [optional] +**overhead** | [**dict(str, ResourceQuantity)**](ResourceQuantity.md) | Overhead represents the resource overhead associated with running a pod for a given RuntimeClass. This field will be autopopulated at admission time by the RuntimeClass admission controller. If the RuntimeClass admission controller is enabled, overhead must not be set in Pod create requests. The RuntimeClass admission controller will reject Pod create requests which have the overhead already set. If RuntimeClass is configured and selected in the PodSpec, Overhead will be set to the value defined in the corresponding RuntimeClass, otherwise it will remain unset and treated as zero. More info: https://git.k8s.io/enhancements/keps/sig-node/688-pod-overhead/README.md This field is beta-level as of Kubernetes v1.18, and is only honored by servers that enable the PodOverhead feature. | [optional] +**preemption_policy** | **str** | PreemptionPolicy is the Policy for preempting pods with lower priority. One of Never, PreemptLowerPriority. Defaults to PreemptLowerPriority if unset. This field is beta-level, gated by the NonPreemptingPriority feature-gate. | [optional] +**priority** | **int** | The priority value. Various system components use this field to find the priority of the pod. When Priority Admission Controller is enabled, it prevents users from setting this field. The admission controller populates this field from PriorityClassName. The higher the value, the higher the priority. | [optional] +**priority_class_name** | **str** | If specified, indicates the pod's priority. \"system-node-critical\" and \"system-cluster-critical\" are two special keywords which indicate the highest priorities with the former being the highest priority. Any other name must be defined by creating a PriorityClass object with that name. If not specified, the pod priority will be default or zero if there is no default. | [optional] +**readiness_gates** | [**list[V1PodReadinessGate]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodReadinessGate.md) | If specified, all readiness gates will be evaluated for pod readiness. A pod is ready when all its containers are ready AND all conditions specified in the readiness gates have status equal to \"True\" More info: https://git.k8s.io/enhancements/keps/sig-network/580-pod-readiness-gates | [optional] +**resource_claims** | [**list[V1PodResourceClaim]**](V1PodResourceClaim.md) | ResourceClaims defines which ResourceClaims must be allocated and reserved before the Pod is allowed to start. The resources will be made available to those containers which consume them by name. This is an alpha field and requires enabling the DynamicResourceAllocation feature gate. This field is immutable. | [optional] +**restart_policy** | **str** | Restart policy for all containers within the pod. One of Always, OnFailure, Never. Default to Always. More info: https://kubernetes.io/docs/concepts/workloads/pods/pod-lifecycle/#restart-policy | [optional] +**runtime_class_name** | **str** | RuntimeClassName refers to a RuntimeClass object in the node.k8s.io group, which should be used to run this pod. If no RuntimeClass resource matches the named class, the pod will not be run. If unset or empty, the \"legacy\" RuntimeClass will be used, which is an implicit class with an empty definition that uses the default runtime handler. More info: https://git.k8s.io/enhancements/keps/sig-node/585-runtime-class This is a beta feature as of Kubernetes v1.14. | [optional] +**scale_metric** | **str** | ScaleMetric defines the scaling metric type watched by autoscaler possible values are concurrency, rps, cpu, memory. concurrency, rps are supported via Knative Pod Autoscaler(https://knative.dev/docs/serving/autoscaling/autoscaling-metrics). | [optional] +**scale_target** | **int** | ScaleTarget specifies the integer target value of the metric type the Autoscaler watches for. concurrency and rps targets are supported by Knative Pod Autoscaler (https://knative.dev/docs/serving/autoscaling/autoscaling-targets/). | [optional] +**scheduler_name** | **str** | If specified, the pod will be dispatched by specified scheduler. If not specified, the pod will be dispatched by default scheduler. | [optional] +**scheduling_gates** | [**list[V1PodSchedulingGate]**](V1PodSchedulingGate.md) | SchedulingGates is an opaque list of values that if specified will block scheduling the pod. If schedulingGates is not empty, the pod will stay in the SchedulingGated state and the scheduler will not attempt to schedule the pod. SchedulingGates can only be set at pod creation time, and be removed only afterwards. This is a beta feature enabled by the PodSchedulingReadiness feature gate. | [optional] +**security_context** | [**V1PodSecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1PodSecurityContext.md) | | [optional] +**service_account** | **str** | DeprecatedServiceAccount is a depreciated alias for ServiceAccountName. Deprecated: Use serviceAccountName instead. | [optional] +**service_account_name** | **str** | ServiceAccountName is the name of the ServiceAccount to use to run this pod. More info: https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/ | [optional] +**set_hostname_as_fqdn** | **bool** | If true the pod's hostname will be configured as the pod's FQDN, rather than the leaf name (the default). In Linux containers, this means setting the FQDN in the hostname field of the kernel (the nodename field of struct utsname). In Windows containers, this means setting the registry value of hostname for the registry key HKEY_LOCAL_MACHINE\\SYSTEM\\CurrentControlSet\\Services\\Tcpip\\Parameters to FQDN. If a pod does not have FQDN, this has no effect. Default to false. | [optional] +**share_process_namespace** | **bool** | Share a single process namespace between all of the containers in a pod. When this is set containers will be able to view and signal processes from other containers in the same pod, and the first process in each container will not be assigned PID 1. HostPID and ShareProcessNamespace cannot both be set. Optional: Default to false. | [optional] +**subdomain** | **str** | If specified, the fully qualified Pod hostname will be \"<hostname>.<subdomain>.<pod namespace>.svc.<cluster domain>\". If not specified, the pod will not have a domainname at all. | [optional] +**termination_grace_period_seconds** | **int** | Optional duration in seconds the pod needs to terminate gracefully. May be decreased in delete request. Value must be non-negative integer. The value zero indicates stop immediately via the kill signal (no opportunity to shut down). If this value is nil, the default grace period will be used instead. The grace period is the duration in seconds after the processes running in the pod are sent a termination signal and the time when the processes are forcibly halted with a kill signal. Set this value longer than the expected cleanup time for your process. Defaults to 30 seconds. | [optional] +**timeout** | **int** | TimeoutSeconds specifies the number of seconds to wait before timing out a request to the component. | [optional] +**tolerations** | [**list[V1Toleration]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Toleration.md) | If specified, the pod's tolerations. | [optional] +**topology_spread_constraints** | [**list[V1TopologySpreadConstraint]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1TopologySpreadConstraint.md) | TopologySpreadConstraints describes how a group of pods ought to spread across topology domains. Scheduler will schedule pods in a way which abides by the constraints. All topologySpreadConstraints are ANDed. | [optional] +**volumes** | [**list[V1Volume]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Volume.md) | List of volumes that can be mounted by containers belonging to the pod. More info: https://kubernetes.io/docs/concepts/storage/volumes | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1TritonSpec.md b/python/kserve/docs/V1beta1TritonSpec.md index 90b14d2026..1a83eb59c4 100644 --- a/python/kserve/docs/V1beta1TritonSpec.md +++ b/python/kserve/docs/V1beta1TritonSpec.md @@ -4,32 +4,32 @@ TritonSpec defines arguments for configuring Triton model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/docs/V1beta1XGBoostSpec.md b/python/kserve/docs/V1beta1XGBoostSpec.md index 9eb62d87f0..1e359ab189 100644 --- a/python/kserve/docs/V1beta1XGBoostSpec.md +++ b/python/kserve/docs/V1beta1XGBoostSpec.md @@ -4,32 +4,32 @@ XGBoostSpec defines arguments for configuring XGBoost model serving. ## Properties Name | Type | Description | Notes ------------ | ------------- | ------------- | ------------- -**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] -**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] -**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] -**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] -**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] -**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] -**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional][default to ''] -**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] -**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] -**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] -**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] -**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] -**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] -**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] -**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] -**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] -**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] -**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] -**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] -**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] -**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] -**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] -**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] +**args** | **list[str]** | Arguments to the entrypoint. The container image's CMD is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**command** | **list[str]** | Entrypoint array. Not executed within a shell. The container image's ENTRYPOINT is used if this is not provided. Variable references $(VAR_NAME) are expanded using the container's environment. If a variable cannot be resolved, the reference in the input string will be unchanged. Double $$ are reduced to a single $, which allows for escaping the $(VAR_NAME) syntax: i.e. \"$$(VAR_NAME)\" will produce the string literal \"$(VAR_NAME)\". Escaped references will never be expanded, regardless of whether the variable exists or not. Cannot be updated. More info: https://kubernetes.io/docs/tasks/inject-data-application/define-command-argument-container/#running-a-command-in-a-shell | [optional] +**env** | [**list[V1EnvVar]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvVar.md) | List of environment variables to set in the container. Cannot be updated. | [optional] +**env_from** | [**list[V1EnvFromSource]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1EnvFromSource.md) | List of sources to populate environment variables in the container. The keys defined within a source must be a C_IDENTIFIER. All invalid keys will be reported as an event when the container is starting. When a key exists in multiple sources, the value associated with the last source will take precedence. Values defined by an Env with a duplicate key will take precedence. Cannot be updated. | [optional] +**image** | **str** | Container image name. More info: https://kubernetes.io/docs/concepts/containers/images This field is optional to allow higher level config management to default or override container images in workload controllers like Deployments and StatefulSets. | [optional] +**image_pull_policy** | **str** | Image pull policy. One of Always, Never, IfNotPresent. Defaults to Always if :latest tag is specified, or IfNotPresent otherwise. Cannot be updated. More info: https://kubernetes.io/docs/concepts/containers/images#updating-images | [optional] +**lifecycle** | [**V1Lifecycle**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Lifecycle.md) | | [optional] +**liveness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**name** | **str** | Name of the container specified as a DNS_LABEL. Each container in a pod must have a unique name (DNS_LABEL). Cannot be updated. | [optional] [default to ''] +**ports** | [**list[V1ContainerPort]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ContainerPort.md) | List of ports to expose from the container. Not specifying a port here DOES NOT prevent that port from being exposed. Any port which is listening on the default \"0.0.0.0\" address inside a container will be accessible from the network. Modifying this array with strategic merge patch may corrupt the data. For more information See https://github.com/kubernetes/kubernetes/issues/108255. Cannot be updated. | [optional] +**protocol_version** | **str** | Protocol version to use by the predictor (i.e. v1 or v2 or grpc-v1 or grpc-v2) | [optional] +**readiness_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**resources** | [**V1ResourceRequirements**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1ResourceRequirements.md) | | [optional] +**runtime_version** | **str** | Runtime version of the predictor docker image | [optional] +**security_context** | [**V1SecurityContext**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1SecurityContext.md) | | [optional] +**startup_probe** | [**V1Probe**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1Probe.md) | | [optional] +**stdin** | **bool** | Whether this container should allocate a buffer for stdin in the container runtime. If this is not set, reads from stdin in the container will always result in EOF. Default is false. | [optional] +**stdin_once** | **bool** | Whether the container runtime should close the stdin channel after it has been opened by a single attach. When stdin is true the stdin stream will remain open across multiple attach sessions. If stdinOnce is set to true, stdin is opened on container start, is empty until the first client attaches to stdin, and then remains open and accepts data until the client disconnects, at which time stdin is closed and remains closed until the container is restarted. If this flag is false, a container processes that reads from stdin will never receive an EOF. Default is false | [optional] +**storage** | [**V1beta1StorageSpec**](V1beta1StorageSpec.md) | | [optional] +**storage_uri** | **str** | This field points to the location of the trained model which is mounted onto the pod. | [optional] +**termination_message_path** | **str** | Optional: Path at which the file to which the container's termination message will be written is mounted into the container's filesystem. Message written is intended to be brief final status, such as an assertion failure message. Will be truncated by the node if greater than 4096 bytes. The total message length across all containers will be limited to 12kb. Defaults to /dev/termination-log. Cannot be updated. | [optional] +**termination_message_policy** | **str** | Indicate how the termination message should be populated. File will use the contents of terminationMessagePath to populate the container status message on both success and failure. FallbackToLogsOnError will use the last chunk of container log output if the termination message file is empty and the container exited with an error. The log output is limited to 2048 bytes or 80 lines, whichever is smaller. Defaults to File. Cannot be updated. | [optional] +**tty** | **bool** | Whether this container should allocate a TTY for itself, also requires 'stdin' to be true. Default is false. | [optional] +**volume_devices** | [**list[V1VolumeDevice]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeDevice.md) | volumeDevices is the list of block devices to be used by the container. | [optional] +**volume_mounts** | [**list[V1VolumeMount]**](https://github.com/kubernetes-client/python/blob/master/kubernetes/docs/V1VolumeMount.md) | Pod volumes to mount into the container's filesystem. Cannot be updated. | [optional] +**working_dir** | **str** | Container's working directory. If not specified, the container runtime's default will be used, which might be configured in the container image. Cannot be updated. | [optional] [[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) diff --git a/python/kserve/kserve/models/v1alpha1_supported_model_format.py b/python/kserve/kserve/models/v1alpha1_supported_model_format.py index 3c019767d5..3de0bb569a 100644 --- a/python/kserve/kserve/models/v1alpha1_supported_model_format.py +++ b/python/kserve/kserve/models/v1alpha1_supported_model_format.py @@ -49,16 +49,18 @@ class V1alpha1SupportedModelFormat(object): openapi_types = { 'auto_select': 'bool', 'name': 'str', + 'priority': 'int', 'version': 'str' } attribute_map = { 'auto_select': 'autoSelect', 'name': 'name', + 'priority': 'priority', 'version': 'version' } - def __init__(self, auto_select=None, name='', version=None, local_vars_configuration=None): # noqa: E501 + def __init__(self, auto_select=None, name='', priority=None, version=None, local_vars_configuration=None): # noqa: E501 """V1alpha1SupportedModelFormat - a model defined in OpenAPI""" # noqa: E501 if local_vars_configuration is None: local_vars_configuration = Configuration() @@ -66,6 +68,7 @@ def __init__(self, auto_select=None, name='', version=None, local_vars_configura self._auto_select = None self._name = None + self._priority = None self._version = None self.discriminator = None @@ -73,6 +76,8 @@ def __init__(self, auto_select=None, name='', version=None, local_vars_configura self.auto_select = auto_select if name is not None: self.name = name + if priority is not None: + self.priority = priority if version is not None: self.version = version @@ -122,6 +127,29 @@ def name(self, name): self._name = name + @property + def priority(self): + """Gets the priority of this V1alpha1SupportedModelFormat. # noqa: E501 + + Priority of this serving runtime for auto selection. This is used to select the serving runtime if more than one serving runtime supports the same model format. The value should be greater than zero. The higher the value, the higher the priority. Priority is not considered if AutoSelect is either false or not specified. Priority can be overridden by specifying the runtime in the InferenceService. # noqa: E501 + + :return: The priority of this V1alpha1SupportedModelFormat. # noqa: E501 + :rtype: int + """ + return self._priority + + @priority.setter + def priority(self, priority): + """Sets the priority of this V1alpha1SupportedModelFormat. + + Priority of this serving runtime for auto selection. This is used to select the serving runtime if more than one serving runtime supports the same model format. The value should be greater than zero. The higher the value, the higher the priority. Priority is not considered if AutoSelect is either false or not specified. Priority can be overridden by specifying the runtime in the InferenceService. # noqa: E501 + + :param priority: The priority of this V1alpha1SupportedModelFormat. # noqa: E501 + :type: int + """ + + self._priority = priority + @property def version(self): """Gets the version of this V1alpha1SupportedModelFormat. # noqa: E501 diff --git a/python/kserve/kserve/protocol/rest/server.py b/python/kserve/kserve/protocol/rest/server.py index 98a19045d1..5896ed5b08 100644 --- a/python/kserve/kserve/protocol/rest/server.py +++ b/python/kserve/kserve/protocol/rest/server.py @@ -37,7 +37,8 @@ from .v1_endpoints import V1Endpoints from .v2_datamodels import (InferenceResponse, ModelMetadataResponse, ModelReadyResponse, ServerLiveResponse, - ServerMetadataResponse, ServerReadyResponse) + ServerMetadataResponse, ServerReadyResponse, + ListModelsResponse) from .v2_endpoints import V2Endpoints @@ -100,6 +101,8 @@ def create_application(self) -> FastAPI: response_model=ServerLiveResponse, tags=["V2"]), FastAPIRoute(r"/v2/health/ready", v2_endpoints.ready, response_model=ServerReadyResponse, tags=["V2"]), + FastAPIRoute(r"/v2/models", v2_endpoints.models, + response_model=ListModelsResponse, tags=["V2"]), FastAPIRoute(r"/v2/models/{model_name}", v2_endpoints.model_metadata, response_model=ModelMetadataResponse, tags=["V2"]), FastAPIRoute(r"/v2/models/{model_name}/versions/{model_version}", diff --git a/python/kserve/kserve/protocol/rest/v2_datamodels.py b/python/kserve/kserve/protocol/rest/v2_datamodels.py index c5db165ae3..4def1c6fba 100644 --- a/python/kserve/kserve/protocol/rest/v2_datamodels.py +++ b/python/kserve/kserve/protocol/rest/v2_datamodels.py @@ -78,6 +78,17 @@ class MetadataTensor(BaseModel): shape: List[int] +class ListModelsResponse(BaseModel): + """ListModelsResponse + + $models_list_response = + { + "models" : [ $string, ... ] + } + """ + models: List[str] + + class ModelMetadataResponse(BaseModel): """ModelMetadataResponse diff --git a/python/kserve/kserve/protocol/rest/v2_endpoints.py b/python/kserve/kserve/protocol/rest/v2_endpoints.py index 13303c496d..c22612de86 100644 --- a/python/kserve/kserve/protocol/rest/v2_endpoints.py +++ b/python/kserve/kserve/protocol/rest/v2_endpoints.py @@ -20,7 +20,7 @@ from ..infer_type import InferInput, InferRequest from .v2_datamodels import ( InferenceRequest, ServerMetadataResponse, ServerLiveResponse, ServerReadyResponse, - ModelMetadataResponse, InferenceResponse, ModelReadyResponse + ModelMetadataResponse, InferenceResponse, ModelReadyResponse, ListModelsResponse ) from ..dataplane import DataPlane from ..model_repository_extension import ModelRepositoryExtension @@ -61,6 +61,15 @@ async def ready() -> ServerReadyResponse: """ return ServerReadyResponse(ready=True) + async def models(self) -> ListModelsResponse: + """Get a list of models in the model registry. + + Returns: + ListModelsResponse: List of models object. + """ + models = list(self.dataplane.model_registry.get_models().keys()) + return ListModelsResponse.parse_obj({"models": models}) + async def model_metadata(self, model_name: str, model_version: Optional[str] = None) -> ModelMetadataResponse: """Model metadata handler. It provides information about a model. diff --git a/python/kserve/kserve/storage/storage.py b/python/kserve/kserve/storage/storage.py index 949a799f2c..60dc445146 100644 --- a/python/kserve/kserve/storage/storage.py +++ b/python/kserve/kserve/storage/storage.py @@ -172,6 +172,7 @@ def _download_s3(uri, temp_dir: str): bucket_path = parsed.path.lstrip('/') count = 0 + exact_obj_found = False bucket = s3.Bucket(bucket_name) for obj in bucket.objects.filter(Prefix=bucket_path): # Skip where boto3 lists the directory as an object @@ -191,17 +192,30 @@ def _download_s3(uri, temp_dir: str): # If 'uri' is set to "s3://test-bucket/a/b/c/model.bin", then # the downloader will add to temp dir: model.bin # (without any subpaths). - target_key = ( - obj.key.rsplit("/", 1)[-1] - if bucket_path == obj.key - else obj.key.replace(bucket_path, "", 1).lstrip("/") - ) + # If the bucket path is s3://test/models + # Objects: churn, churn-pickle, churn-pickle-logs + bucket_path_last_part = bucket_path.split("/")[-1] + object_last_path = obj.key.split("/")[-1] + bucket_path_parent_part = bucket_path.rsplit("/", 1)[0] + + if bucket_path == obj.key: + target_key = obj.key.rsplit("/", 1)[-1] + exact_obj_found = True + elif object_last_path.startswith(bucket_path_last_part): + target_key = obj.key.replace(bucket_path_parent_part, "", 1).lstrip("/") + else: + target_key = obj.key.replace(bucket_path, "").lstrip("/") + target = f"{temp_dir}/{target_key}" if not os.path.exists(os.path.dirname(target)): os.makedirs(os.path.dirname(target), exist_ok=True) bucket.download_file(obj.key, target) logging.info('Downloaded object %s to %s' % (obj.key, target)) count = count + 1 + + # If the exact object is found, then it is sufficient to download that and break the loop + if exact_obj_found: + break if count == 0: raise RuntimeError( "Failed to fetch model. No model found in %s." % bucket_path) diff --git a/python/kserve/kserve/storage/test/test_s3_storage.py b/python/kserve/kserve/storage/test/test_s3_storage.py index c52d52f97a..14a2f5e52f 100644 --- a/python/kserve/kserve/storage/test/test_s3_storage.py +++ b/python/kserve/kserve/storage/test/test_s3_storage.py @@ -17,7 +17,6 @@ from botocore.client import Config from botocore import UNSIGNED - from kserve.storage import Storage STORAGE_MODULE = 'kserve.storage.storage' @@ -140,6 +139,45 @@ def test_full_name_key_root_bucket_dir(mock_storage): "AWS_SESSION_TOKEN": "testing"} +@mock.patch(STORAGE_MODULE + '.boto3') +def test_multikey(mock_storage): + # given + bucket_name = 'foo' + paths = ['b/model.bin'] + object_paths = ['test/a/' + p for p in paths] + + # when + mock_boto3_bucket = create_mock_boto3_bucket(mock_storage, object_paths) + Storage._download_s3(f's3://{bucket_name}/test/a', 'dest_path') + + # then + arg_list = get_call_args(mock_boto3_bucket.download_file.call_args_list) + assert arg_list == expected_call_args_list('test/a', 'dest_path', paths) + + mock_boto3_bucket.objects.filter.assert_called_with(Prefix='test/a') + + +@mock.patch(STORAGE_MODULE + '.boto3') +def test_files_with_no_extension(mock_storage): + + # given + bucket_name = 'foo' + paths = ['churn-pickle', 'churn-pickle-logs', 'churn-pickle-report'] + object_paths = ['test/' + p for p in paths] + + # when + mock_boto3_bucket = create_mock_boto3_bucket(mock_storage, object_paths) + Storage._download_s3(f's3://{bucket_name}/test/churn-pickle', 'dest_path') + + # then + arg_list = get_call_args(mock_boto3_bucket.download_file.call_args_list) + + # Download only the exact file if found; otherwise, download all files with the given prefix + assert arg_list[0] == expected_call_args_list('test', 'dest_path', paths)[0] + + mock_boto3_bucket.objects.filter.assert_called_with(Prefix='test/churn-pickle') + + def test_get_S3_config(): DEFAULT_CONFIG = Config() ANON_CONFIG = Config(signature_version=UNSIGNED) diff --git a/python/kserve/poetry.lock b/python/kserve/poetry.lock index 1a5b494e5f..35b31df290 100644 --- a/python/kserve/poetry.lock +++ b/python/kserve/poetry.lock @@ -1423,6 +1423,23 @@ files = [ [package.dependencies] six = "*" +[[package]] +name = "jinja2" +version = "3.1.2" +description = "A very fast and expressive template engine." +optional = false +python-versions = ">=3.7" +files = [ + {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"}, + {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"}, +] + +[package.dependencies] +MarkupSafe = ">=2.0" + +[package.extras] +i18n = ["Babel (>=2.7)"] + [[package]] name = "jinxed" version = "1.2.0" @@ -1495,6 +1512,65 @@ websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0" [package.extras] adal = ["adal (>=1.0.2)"] +[[package]] +name = "markupsafe" 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b/python/kserve/test/test_server.py @@ -233,6 +233,11 @@ def test_list_models(self, http_server_client): assert resp.status_code == 200 assert resp.json() == {"models": ["TestModel"]} + def test_list_models_v2(self, http_server_client): + resp = http_server_client.get('/v2/models') + assert resp.status_code == 200 + assert resp.json() == {"models": ["TestModel"]} + def test_predict(self, http_server_client): resp = http_server_client.post('/v1/models/TestModel:predict', data=b'{"instances":[[1,2]]}') diff --git a/python/success_200_isvc.Dockerfile b/python/success_200_isvc.Dockerfile new file mode 100644 index 0000000000..24550a89f6 --- /dev/null +++ b/python/success_200_isvc.Dockerfile @@ -0,0 +1,51 @@ +ARG PYTHON_VERSION=3.9 +ARG BASE_IMAGE=python:${PYTHON_VERSION}-slim-bullseye +ARG VENV_PATH=/prod_venv + +FROM ${BASE_IMAGE} as builder + +RUN apt-get update && apt-get install -y gcc python3-dev + +# Install Poetry +ARG POETRY_HOME=/opt/poetry +ARG POETRY_VERSION=1.4.0 + +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 + +RUN echo $(pwd) +RUN echo $(ls) +COPY test_resources/graph/success_200_isvc/pyproject.toml test_resources/graph/success_200_isvc/poetry.lock success_200_isvc/ +RUN cd success_200_isvc && poetry install --no-root --no-interaction --no-cache +COPY test_resources/graph/success_200_isvc success_200_isvc +RUN cd success_200_isvc && 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 success_200_isvc success_200_isvc + +USER 1000 +ENTRYPOINT ["python", "-m", "success_200_isvc.model"] diff --git a/python/test_resources/graph/error_404_isvc/__init__.py b/python/test_resources/graph/error_404_isvc/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/python/test_resources/graph/error_404_isvc/model.py b/python/test_resources/graph/error_404_isvc/model.py new file mode 100644 index 0000000000..a1b8640492 --- /dev/null +++ b/python/test_resources/graph/error_404_isvc/model.py @@ -0,0 +1,34 @@ +import argparse +import logging +from typing import Dict, Union + +import kserve +from fastapi import HTTPException +from kserve.model import InferRequest, ModelInferRequest + +logger = logging.getLogger(__name__) + + +class SampleTemplateNode(kserve.Model): 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parser.parse_known_args() +if __name__ == "__main__": + model = SampleTemplateNode(name=args.model_name) + kserve.ModelServer(workers=1).start([model]) diff --git a/python/test_resources/graph/success_200_isvc/poetry.lock b/python/test_resources/graph/success_200_isvc/poetry.lock new file mode 100644 index 0000000000..fbafbd0aa0 --- /dev/null +++ b/python/test_resources/graph/success_200_isvc/poetry.lock @@ -0,0 +1,2410 @@ +# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. + +[[package]] +name = "aiohttp" +version = "3.8.5" +description = "Async http client/server framework (asyncio)" +optional = false +python-versions = ">=3.6" +files = [ + {file = "aiohttp-3.8.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a94159871304770da4dd371f4291b20cac04e8c94f11bdea1c3478e557fbe0d8"}, + {file = "aiohttp-3.8.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:13bf85afc99ce6f9ee3567b04501f18f9f8dbbb2ea11ed1a2e079670403a7c84"}, + {file = 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a/python/test_resources/graph/success_200_isvc/pyproject.toml b/python/test_resources/graph/success_200_isvc/pyproject.toml new file mode 100644 index 0000000000..5c1a2f2324 --- /dev/null +++ b/python/test_resources/graph/success_200_isvc/pyproject.toml @@ -0,0 +1,22 @@ +[tool.poetry] +name = "success_200_isvc" +version = "0.11.0" +description = "Custom isvc that always returns 200 with a JSON SUCCESS message" +authors = ["The KServe Authors"] +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-version-plugin] +source = "file" +file_path = "../VERSION" + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/test/crds/serving.kserve.io_inferenceservices.yaml b/test/crds/serving.kserve.io_inferenceservices.yaml index ad58c7ec98..140007c962 100644 --- a/test/crds/serving.kserve.io_inferenceservices.yaml +++ b/test/crds/serving.kserve.io_inferenceservices.yaml @@ -1068,6 +1068,11 @@ spec: type: string data: type: string + dependency: + enum: + - Soft + - Hard + type: string name: type: string nodeName: @@ -17719,6 +17724,10 @@ spec: type: boolean name: type: string + priority: + format: int32 + minimum: 1 + type: integer version: type: string required: diff --git a/test/e2e/graph/test-resources/custom_predictor_input.json b/test/e2e/graph/test-resources/custom_predictor_input.json new file mode 100644 index 0000000000..e462ebfa96 --- /dev/null +++ b/test/e2e/graph/test-resources/custom_predictor_input.json @@ -0,0 +1,6 @@ +{ + "instances": [ + [6.8, 2.8, 4.8, 1.4], + [6.0, 3.4, 4.5, 1.6] + ] +} \ No newline at end of file diff --git a/test/e2e/graph/test-resources/ig_test_ensemble_scenario_7.yaml b/test/e2e/graph/test-resources/ig_test_ensemble_scenario_7.yaml new file mode 100644 index 0000000000..a919564f54 --- /dev/null +++ b/test/e2e/graph/test-resources/ig_test_ensemble_scenario_7.yaml @@ -0,0 +1,14 @@ +# Since both the steps are soft deps, so output will be combined output of both steps +apiVersion: serving.kserve.io/v1alpha1 +kind: InferenceGraph +metadata: + name: {{ graph_name }} +spec: + nodes: + root: + routerType: Ensemble + steps: + - name: "rootStep1" + serviceName: {{ success_200_isvc_id }} + - name: "rootStep2" + serviceName: {{ error_404_isvc_id }} \ No newline at end of file diff --git a/test/e2e/graph/test-resources/ig_test_ensemble_scenario_8.yaml b/test/e2e/graph/test-resources/ig_test_ensemble_scenario_8.yaml new file mode 100644 index 0000000000..2282f78bdb --- /dev/null +++ b/test/e2e/graph/test-resources/ig_test_ensemble_scenario_8.yaml @@ -0,0 +1,17 @@ +# Since HARD step will return non-200, so IG will return that step's output as IG's output +apiVersion: serving.kserve.io/v1alpha1 +kind: InferenceGraph +metadata: + name: {{ graph_name }} +spec: + nodes: + root: + routerType: Ensemble + steps: + - name: "rootStep1" + serviceName: {{ error_404_isvc_id }} + dependency: Hard + - name: "rootStep2" + serviceName: {{ success_200_isvc_id }} + - name: "rootStep3" + serviceName: {{ success_200_isvc_id }} \ No newline at end of file diff --git a/test/e2e/graph/test-resources/ig_test_seq_scenario_3.yaml b/test/e2e/graph/test-resources/ig_test_seq_scenario_3.yaml new file mode 100644 index 0000000000..91c753609d --- /dev/null +++ b/test/e2e/graph/test-resources/ig_test_seq_scenario_3.yaml @@ -0,0 +1,16 @@ +# Call to this IG will stop at "rootStep1" itself as rootStep1 is a HARD dependency and it will return non-200 +apiVersion: serving.kserve.io/v1alpha1 +kind: InferenceGraph +metadata: + name: {{ graph_name }} +spec: + nodes: + root: + routerType: Sequence + steps: + - serviceName: {{ error_404_isvc_id }} + name: "rootStep1" + dependency: Hard + - serviceName: {{ success_200_isvc_id }} + name: "rootStep2" + dependency: Soft \ No newline at end of file diff --git a/test/e2e/graph/test-resources/ig_test_switch_scenario_4.yaml b/test/e2e/graph/test-resources/ig_test_switch_scenario_4.yaml new file mode 100644 index 0000000000..8c49bdaf31 --- /dev/null +++ b/test/e2e/graph/test-resources/ig_test_switch_scenario_4.yaml @@ -0,0 +1,17 @@ +apiVersion: serving.kserve.io/v1alpha1 +kind: InferenceGraph +metadata: + name: {{ graph_name }} +spec: + nodes: + root: + routerType: Switch + steps: + - name: "rootStep1" + serviceName: {{ error_404_isvc_id }} + condition: "[@this].#(decision_picker==ERROR)" + dependency: Soft + - name: "rootStep2" + serviceName: {{ success_200_isvc_id }} + condition: "[@this].#(decision_picker==SUCCESS)" + dependency: Soft \ No newline at end of file diff --git a/test/e2e/graph/test-resources/ig_test_switch_scenario_5.yaml b/test/e2e/graph/test-resources/ig_test_switch_scenario_5.yaml new file mode 100644 index 0000000000..57899433d9 --- /dev/null +++ b/test/e2e/graph/test-resources/ig_test_switch_scenario_5.yaml @@ -0,0 +1,20 @@ +apiVersion: serving.kserve.io/v1alpha1 +kind: InferenceGraph +metadata: + name: {{ graph_name }} +spec: + nodes: + root: + routerType: Sequence + steps: + - name: "rootStep1" + nodeName: node1 + dependency: Soft # This is the default setting but setting it explicitly for more clarity + - name: "rootStep2" + serviceName: {{ success_200_isvc_id }} + node1: + routerType: Switch + steps: + - name: "node1Step1" + serviceName: {{ error_404_isvc_id }} + condition: "[@this].#(decision_picker==ERROR)" \ No newline at end of file diff --git a/test/e2e/graph/test-resources/ig_test_switch_scenario_6.yaml b/test/e2e/graph/test-resources/ig_test_switch_scenario_6.yaml new file mode 100644 index 0000000000..806d80f38c --- /dev/null +++ b/test/e2e/graph/test-resources/ig_test_switch_scenario_6.yaml @@ -0,0 +1,21 @@ +apiVersion: serving.kserve.io/v1alpha1 +kind: InferenceGraph +metadata: + name: {{ graph_name }} +spec: + nodes: + root: + routerType: Sequence + steps: + - name: "rootStep1" + nodeName: node1 + dependency: Hard + - name: "rootStep2" + serviceName: {{ success_200_isvc_id }} + node1: + routerType: Switch + steps: + - name: "node1Step1" + serviceName: {{ error_404_isvc_id }} + condition: "[@this].#(decision_picker==ERROR)" + dependency: Hard \ No newline at end of file diff --git a/test/e2e/graph/test-resources/iris_input.json b/test/e2e/graph/test-resources/iris_input.json new file mode 100644 index 0000000000..7246191834 --- /dev/null +++ b/test/e2e/graph/test-resources/iris_input.json @@ -0,0 +1,7 @@ +{ + "instances": [ + [6.8, 2.8, 4.8, 1.4], + [6.0, 3.4, 4.5, 1.6] + ] +} + diff --git a/test/e2e/graph/test-resources/switch_call_error_picker_input.json b/test/e2e/graph/test-resources/switch_call_error_picker_input.json new file mode 100644 index 0000000000..c1af1a84c2 --- /dev/null +++ b/test/e2e/graph/test-resources/switch_call_error_picker_input.json @@ -0,0 +1,6 @@ +{ + "decision_picker": "ERROR", + "key1": { + "name": "abc" + } +} \ No newline at end of file diff --git a/test/e2e/graph/test-resources/switch_call_no_match_input.json b/test/e2e/graph/test-resources/switch_call_no_match_input.json new file mode 100644 index 0000000000..d5ddb34d82 --- /dev/null +++ b/test/e2e/graph/test-resources/switch_call_no_match_input.json @@ -0,0 +1,6 @@ +{ + "decision_picker": "NO_MATCH", + "key1": { + "name": "abc" + } +} \ No newline at end of file diff --git a/test/e2e/graph/test-resources/switch_call_success_picker_input.json b/test/e2e/graph/test-resources/switch_call_success_picker_input.json new file mode 100644 index 0000000000..00f9afd83d --- /dev/null +++ b/test/e2e/graph/test-resources/switch_call_success_picker_input.json @@ -0,0 +1,6 @@ +{ + "decision_picker": "SUCCESS", + "key1": { + "name": "abc" + } +} \ No newline at end of file diff --git a/test/e2e/graph/test_inference_graph.py b/test/e2e/graph/test_inference_graph.py index a439ef7a93..fdafcd688b 100644 --- a/test/e2e/graph/test_inference_graph.py +++ b/test/e2e/graph/test_inference_graph.py @@ -1,18 +1,41 @@ +import logging import os +import uuid -from kubernetes import client +import pytest +import yaml +from jinja2 import Template +from kserve import ( + V1beta1PredictorSpec, + V1beta1SKLearnSpec, + V1beta1InferenceServiceSpec, + V1beta1InferenceService, + constants, + KServeClient, + V1alpha1InferenceGraphSpec, + V1alpha1InferenceRouter, + V1alpha1InferenceGraph, + V1alpha1InferenceStep, + V1beta1XGBoostSpec, +) +from kubernetes import client, config +from kubernetes.client import V1Container from kubernetes.client import V1ResourceRequirements +from requests.exceptions import HTTPError -from kserve import V1beta1PredictorSpec, V1beta1SKLearnSpec, V1beta1InferenceServiceSpec, V1beta1InferenceService, \ - constants, KServeClient, V1alpha1InferenceGraphSpec, V1alpha1InferenceRouter, V1alpha1InferenceGraph, \ - V1alpha1InferenceStep, V1beta1XGBoostSpec -import pytest from ..common.utils import KSERVE_TEST_NAMESPACE, predict_ig +logging.basicConfig(level=logging.INFO) + +SUCCESS_ISVC_IMAGE = "kserve/success-200-isvc:" + os.environ.get("GITHUB_SHA") +ERROR_ISVC_IMAGE = "kserve/error-404-isvc:" + os.environ.get("GITHUB_SHA") +IG_TEST_RESOURCES_BASE_LOCATION = "graph/test-resources" + @pytest.mark.graph @pytest.mark.kourier def test_inference_graph(): + logging.info("Starting test test_inference_graph") sklearn_name = "isvc-sklearn-graph" xgb_name = "isvc-xgboost-graph" graph_name = "model-chainer" @@ -31,8 +54,7 @@ def test_inference_graph(): api_version=constants.KSERVE_V1BETA1, kind=constants.KSERVE_KIND, metadata=client.V1ObjectMeta( - name=sklearn_name, - namespace=KSERVE_TEST_NAMESPACE + name=sklearn_name, namespace=KSERVE_TEST_NAMESPACE ), spec=V1beta1InferenceServiceSpec(predictor=sklearn_predictor), ) @@ -50,38 +72,37 @@ def test_inference_graph(): xgb_isvc = V1beta1InferenceService( api_version=constants.KSERVE_V1BETA1, kind=constants.KSERVE_KIND, - metadata=client.V1ObjectMeta( - name=xgb_name, namespace=KSERVE_TEST_NAMESPACE - ), + metadata=client.V1ObjectMeta(name=xgb_name, namespace=KSERVE_TEST_NAMESPACE), spec=V1beta1InferenceServiceSpec(predictor=xgb_predictor), ) - nodes = {"root": V1alpha1InferenceRouter( - router_type="Sequence", - steps=[ - V1alpha1InferenceStep( - service_name=sklearn_name, - ), - V1alpha1InferenceStep( - service_name=xgb_name, - data="$request", - ), - ], - )} + nodes = { + "root": V1alpha1InferenceRouter( + router_type="Sequence", + steps=[ + V1alpha1InferenceStep( + service_name=sklearn_name, + ), + V1alpha1InferenceStep( + service_name=xgb_name, + data="$request", + ), + ], + ) + } graph_spec = V1alpha1InferenceGraphSpec( nodes=nodes, ) ig = V1alpha1InferenceGraph( api_version=constants.KSERVE_V1ALPHA1, kind=constants.KSERVE_KIND_INFERENCEGRAPH, - metadata=client.V1ObjectMeta( - name=graph_name, - namespace=KSERVE_TEST_NAMESPACE - ), + metadata=client.V1ObjectMeta(name=graph_name, namespace=KSERVE_TEST_NAMESPACE), spec=graph_spec, ) - kserve_client = KServeClient(config_file=os.environ.get("KUBECONFIG", "~/.kube/config")) + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) kserve_client.create(sklearn_isvc) kserve_client.create(xgb_isvc) kserve_client.create_inference_graph(ig) @@ -90,9 +111,633 @@ def test_inference_graph(): kserve_client.wait_isvc_ready(xgb_name, namespace=KSERVE_TEST_NAMESPACE) kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) - res = predict_ig(graph_name, "./data/iris_input.json") + res = predict_ig( + graph_name, + os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "iris_input.json"), + ) assert res["predictions"] == [1, 1] kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) kserve_client.delete(sklearn_name, KSERVE_TEST_NAMESPACE) kserve_client.delete(xgb_name, KSERVE_TEST_NAMESPACE) + + +def create_ig_using_custom_object_api(resource_body): + config.load_kube_config() + k8s_client_custom_object = client.CustomObjectsApi() + try: + resource = k8s_client_custom_object.create_namespaced_custom_object( + group="serving.kserve.io", + version="v1alpha1", + plural="inferencegraphs", + namespace="kserve-ci-e2e-test", + body=resource_body, + ) + except Exception as e: + raise e + + return resource + + +def construct_isvc_to_submit(service_name, image, model_name): + predictor = V1beta1PredictorSpec( + containers=[ + V1Container( + name="kserve-container", + image=image, + resources=V1ResourceRequirements( + requests={"cpu": "50m", "memory": "128Mi"}, + limits={"cpu": "100m", "memory": "1Gi"}, + ), + args=["--model_name", model_name], + ) + ] + ) + + 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), + ) + + return isvc + + +def setup_isvcs_for_test(suffix): + logging.info(f"SUCCESS_ISVC_IMAGE is {SUCCESS_ISVC_IMAGE}") + logging.info(f"ERROR_ISVC_IMAGE is {ERROR_ISVC_IMAGE}") + + # construct_isvc_to_submit + model_name = success_isvc_name = ("-").join(["success-200-isvc", suffix]) + success_isvc = construct_isvc_to_submit( + success_isvc_name, image=SUCCESS_ISVC_IMAGE, model_name=model_name + ) + + # construct_isvc_to_submit + model_name = error_isvc_name = ("-").join(["error-404-isvc", suffix]) + error_isvc = construct_isvc_to_submit( + error_isvc_name, image=ERROR_ISVC_IMAGE, model_name=model_name + ) + + return success_isvc_name, error_isvc_name, success_isvc, error_isvc + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario1(): + """ + Scenario: Sequence graph with 2 steps that are both soft dependencies. + success_isvc(soft) -> error_isvc (soft) + + We are not marking steps as soft or hard explicitly so this will test that default behavior of steps being soft + is as expected. + Expectation: IG will return response of error_isvc and predict_ig will raise exception + :return: + """ + + logging.info("Starting test test_ig_scenario1") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + # Create graph + graph_name = "-".join(["sequence-graph", suffix]) + + nodes = { + "root": V1alpha1InferenceRouter( + router_type="Sequence", + steps=[ + V1alpha1InferenceStep( + service_name=success_isvc_name, + ), + V1alpha1InferenceStep( + service_name=error_isvc_name, + data="$request", + ), + ], + ) + } + graph_spec = V1alpha1InferenceGraphSpec( + nodes=nodes, + ) + ig = V1alpha1InferenceGraph( + api_version=constants.KSERVE_V1ALPHA1, + kind=constants.KSERVE_KIND_INFERENCEGRAPH, + metadata=client.V1ObjectMeta(name=graph_name, namespace=KSERVE_TEST_NAMESPACE), + spec=graph_spec, + ) + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + kserve_client.create_inference_graph(ig) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + with pytest.raises(HTTPError) as exc_info: + predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "custom_predictor_input.json" + ), + ) + + assert exc_info.value.response.json() == {"detail": "Intentional 404 code"} + assert exc_info.value.response.status_code == 404 + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario2(): + """ + Scenario: Sequence graph with 2 steps that are both soft dependencies. + error_isvc (soft) -> success_isvc(soft) + + Expectation: IG will return response of success_isvc and predict_ig will not raise any exception + :return: + """ + + logging.info("Starting test test_ig_scenario2") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + # Create graph + graph_name = "-".join(["sequence-graph", suffix]) + + nodes = { + "root": V1alpha1InferenceRouter( + router_type="Sequence", + steps=[ + V1alpha1InferenceStep( + service_name=error_isvc_name, + ), + V1alpha1InferenceStep( + service_name=success_isvc_name, + data="$request", + ), + ], + ) + } + graph_spec = V1alpha1InferenceGraphSpec( + nodes=nodes, + ) + ig = V1alpha1InferenceGraph( + api_version=constants.KSERVE_V1ALPHA1, + kind=constants.KSERVE_KIND_INFERENCEGRAPH, + metadata=client.V1ObjectMeta(name=graph_name, namespace=KSERVE_TEST_NAMESPACE), + spec=graph_spec, + ) + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + kserve_client.create_inference_graph(ig) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + response = predict_ig( + graph_name, + os.path.join(IG_TEST_RESOURCES_BASE_LOCATION, "custom_predictor_input.json"), + ) + + assert response == {"message": "SUCCESS"} + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario3(): + """ + Scenario: Sequence graph with 2 steps - first is hard (and returns non-200) and second is soft dependency. + error_isvc(hard) -> success_isvc (soft) + + Expectation: IG will return response of error_isvc and predict_ig will raise exception + """ + logging.info("Starting test test_ig_scenario3") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + + # Create graph + graph_name = "-".join(["sequence-graph", suffix]) + + # Because we run from test/e2e location in run-e2e-tests.sh + deployment_yaml_path = os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "ig_test_seq_scenario_3.yaml" + ) + + # Read YAML file + with open(deployment_yaml_path, "r") as stream: + file_content = stream.read() + resource_template = Template(file_content) + substitutions = { + "graph_name": graph_name, + "error_404_isvc_id": error_isvc_name, + "success_200_isvc_id": success_isvc_name, + } + resource_body_after_rendering = yaml.safe_load( + resource_template.render(substitutions) + ) + create_ig_using_custom_object_api(resource_body_after_rendering) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + with pytest.raises(HTTPError) as exc_info: + predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "custom_predictor_input.json" + ), + ) + + assert exc_info.value.response.json() == {"detail": "Intentional 404 code"} + assert exc_info.value.response.status_code == 404 + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario4(): + """ + Scenario: Switch graph with 1 step as hard dependency and other one as soft dependency. + Will be testing 3 cases in this test case: + Expectation: + Case 1. IG will return response of error_isvc when condition for that step matches + Case 2. IG will return response of success_isvc when condition for that step matches + Case 3. IG will return 404 with error message when no condition matches + { + "error": "Failed to process request", + "cause": "None of the routes matched with the switch condition", + } + """ + logging.info("Starting test test_ig_scenario4") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + + # Create graph + graph_name = "-".join(["switch-graph", suffix]) + + # Because we run from test/e2e location in run-e2e-tests.sh + deployment_yaml_path = os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "ig_test_switch_scenario_4.yaml" + ) + + # Read YAML file + with open(deployment_yaml_path, "r") as stream: + file_content = stream.read() + resource_template = Template(file_content) + substitutions = { + "graph_name": graph_name, + "error_404_isvc_id": error_isvc_name, + "success_200_isvc_id": success_isvc_name, + } + resource_body_after_rendering = yaml.safe_load( + resource_template.render(substitutions) + ) + create_ig_using_custom_object_api(resource_body_after_rendering) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + # Case 1 + with pytest.raises(HTTPError) as exc_info: + predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_error_picker_input.json" + ), + ) + + assert exc_info.value.response.json() == {"detail": "Intentional 404 code"} + assert exc_info.value.response.status_code == 404 + + # Case 2 + response = predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_success_picker_input.json" + ), + ) + assert response == {"message": "SUCCESS"} + + # Case 3 + with pytest.raises(HTTPError) as exc_info: + predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_no_match_input.json" + ), + ) + + assert exc_info.value.response.json() == { + "error": "Failed to process request", + "cause": "None of the routes matched with the switch condition", + } + assert exc_info.value.response.status_code == 404 + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario5(): + """ + Scenario: Switch graph where a match would happen for error node and then error would return but IG will continue + execution and call the next step in the flow as error step will be a soft dependency. + Expectation: IG will return response of success_isvc. + """ + logging.info("Starting test test_ig_scenario5") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + + # Create graph + graph_name = "-".join(["switch-graph", suffix]) + + # Because we run from test/e2e location in run-e2e-tests.sh + deployment_yaml_path = os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "ig_test_switch_scenario_5.yaml" + ) + + # Read YAML file + with open(deployment_yaml_path, "r") as stream: + file_content = stream.read() + resource_template = Template(file_content) + substitutions = { + "graph_name": graph_name, + "error_404_isvc_id": error_isvc_name, + "success_200_isvc_id": success_isvc_name, + } + resource_body_after_rendering = yaml.safe_load( + resource_template.render(substitutions) + ) + create_ig_using_custom_object_api(resource_body_after_rendering) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + response = predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_error_picker_input.json" + ), + ) + assert response == {"message": "SUCCESS"} + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario6(): + """ + Scenario: Switch graph where a match would happen for error node and then error would return and IG will NOT + continue execution and call the next step in the flow as error step will be a HARD dependency. + Expectation: IG will return response of success_isvc. + """ + logging.info("Starting test test_ig_scenario6") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + + # Create graph + graph_name = "-".join(["switch-graph", suffix]) + + # Because we run from test/e2e location in run-e2e-tests.sh + deployment_yaml_path = os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "ig_test_switch_scenario_6.yaml" + ) + + # Read YAML file + with open(deployment_yaml_path, "r") as stream: + file_content = stream.read() + resource_template = Template(file_content) + substitutions = { + "graph_name": graph_name, + "error_404_isvc_id": error_isvc_name, + "success_200_isvc_id": success_isvc_name, + } + resource_body_after_rendering = yaml.safe_load( + resource_template.render(substitutions) + ) + create_ig_using_custom_object_api(resource_body_after_rendering) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + with pytest.raises(HTTPError) as exc_info: + predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_error_picker_input.json" + ), + ) + + assert exc_info.value.response.json() == {"detail": "Intentional 404 code"} + assert exc_info.value.response.status_code == 404 + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario7(): + """ + Scenario: Ensemble graph with 2 steps, where both the steps are soft deps. + + Expectation: IG will return combined response of both the steps. + """ + logging.info("Starting test test_ig_scenario7") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + + # Create graph + graph_name = "-".join(["ensemble-graph", suffix]) + + # Because we run from test/e2e location in run-e2e-tests.sh + deployment_yaml_path = os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "ig_test_ensemble_scenario_7.yaml" + ) + + # Read YAML file + with open(deployment_yaml_path, "r") as stream: + file_content = stream.read() + resource_template = Template(file_content) + substitutions = { + "graph_name": graph_name, + "error_404_isvc_id": error_isvc_name, + "success_200_isvc_id": success_isvc_name, + } + resource_body_after_rendering = yaml.safe_load( + resource_template.render(substitutions) + ) + create_ig_using_custom_object_api(resource_body_after_rendering) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + response = predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_success_picker_input.json" + ), + ) + + assert response == { + "rootStep1": {"message": "SUCCESS"}, + "rootStep2": {"detail": "Intentional 404 code"}, + } + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) + + +@pytest.mark.graph +@pytest.mark.kourier +def test_ig_scenario8(): + """ + Scenario: Ensemble graph with 3 steps, where 2 steps are soft and 1 step is hard and returns non-200 + + Expectation: Since HARD step will return non-200, so IG will return that step's output as IG's output + """ + logging.info("Starting test test_ig_scenario8") + suffix = str(uuid.uuid4())[1:6] + success_isvc_name, error_isvc_name, success_isvc, error_isvc = setup_isvcs_for_test( + suffix + ) + logging.info(f"success_isvc_name is {success_isvc_name}") + logging.info(f"error_isvc_name is {error_isvc_name}") + + kserve_client = KServeClient( + config_file=os.environ.get("KUBECONFIG", "~/.kube/config") + ) + kserve_client.create(success_isvc) + kserve_client.create(error_isvc) + + # Create graph + graph_name = "-".join(["ensemble-graph", suffix]) + + # Because we run from test/e2e location in run-e2e-tests.sh + deployment_yaml_path = os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "ig_test_ensemble_scenario_8.yaml" + ) + + # Read YAML file + with open(deployment_yaml_path, "r") as stream: + file_content = stream.read() + resource_template = Template(file_content) + substitutions = { + "graph_name": graph_name, + "error_404_isvc_id": error_isvc_name, + "success_200_isvc_id": success_isvc_name, + } + resource_body_after_rendering = yaml.safe_load( + resource_template.render(substitutions) + ) + create_ig_using_custom_object_api(resource_body_after_rendering) + + kserve_client.wait_isvc_ready(success_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_isvc_ready(error_isvc_name, namespace=KSERVE_TEST_NAMESPACE) + kserve_client.wait_ig_ready(graph_name, namespace=KSERVE_TEST_NAMESPACE) + + with pytest.raises(HTTPError) as exc_info: + predict_ig( + graph_name, + os.path.join( + IG_TEST_RESOURCES_BASE_LOCATION, "switch_call_success_picker_input.json" + ), + ) + + assert exc_info.value.response.json() == {"detail": "Intentional 404 code"} + + kserve_client.delete_inference_graph(graph_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(success_isvc_name, KSERVE_TEST_NAMESPACE) + kserve_client.delete(error_isvc_name, KSERVE_TEST_NAMESPACE) diff --git a/test/scripts/gh-actions/build-graph-tests-images.sh b/test/scripts/gh-actions/build-graph-tests-images.sh new file mode 100755 index 0000000000..3660f6187b --- /dev/null +++ b/test/scripts/gh-actions/build-graph-tests-images.sh @@ -0,0 +1,35 @@ +#!/bin/bash + +# Copyright 2022 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. + +# The script is used to build all the queue-proxy extension image. + +set -o errexit +set -o nounset +set -o pipefail +echo "Github SHA ${GITHUB_SHA}" +export SUCCESS_200_ISVC_IMG=kserve/success-200-isvc:${GITHUB_SHA} +export ERROR_404_ISVC_IMG=kserve/error-404-isvc:${GITHUB_SHA} + +pushd python >/dev/null +echo "Building success_200_isvc image" +docker buildx build -t ${SUCCESS_200_ISVC_IMG} -f success_200_isvc.Dockerfile . +echo "Done building success_200_isvc image" +echo "Building error_404_isvc image" +docker buildx build -t ${ERROR_404_ISVC_IMG} -f error_404_isvc.Dockerfile . +echo "Done building error_404_isvc image" +popd +echo "Done building images" + diff --git a/test/scripts/gh-actions/build-images.sh b/test/scripts/gh-actions/build-images.sh index fffa2a76a6..d43f802fa7 100755 --- a/test/scripts/gh-actions/build-images.sh +++ b/test/scripts/gh-actions/build-images.sh @@ -25,6 +25,7 @@ echo "Github SHA ${GITHUB_SHA}" export CONTROLLER_IMG=kserve/kserve-controller:${GITHUB_SHA} STORAGE_INIT_IMG=kserve/storage-initializer:${GITHUB_SHA} AGENT_IMG=kserve/agent:${GITHUB_SHA} +ROUTER_IMG=kserve/router:${GITHUB_SHA} echo "Building Kserve controller image" @@ -33,6 +34,9 @@ docker buildx build . -t ${CONTROLLER_IMG} echo "Building agent image" docker buildx build -f agent.Dockerfile . -t ${AGENT_IMG} +echo "Building router image" +docker buildx build -f router.Dockerfile . -t ${ROUTER_IMG} + pushd python >/dev/null echo "Building storage initializer" docker buildx build -t ${STORAGE_INIT_IMG} -f storage-initializer.Dockerfile . diff --git a/test/scripts/gh-actions/run-e2e-tests.sh b/test/scripts/gh-actions/run-e2e-tests.sh index dbc49b99f1..17443f12a4 100755 --- a/test/scripts/gh-actions/run-e2e-tests.sh +++ b/test/scripts/gh-actions/run-e2e-tests.sh @@ -21,7 +21,14 @@ set -o nounset set -o pipefail echo "Starting E2E functional tests ..." +if [ $# -eq 2 ]; then + echo "Parallelism requested for pytest is $2" +else + echo "No parallelism requested for pytest. Will use default value of 1" +fi + +PARALLELISM="${2:-1}" source python/kserve/.venv/bin/activate pushd test/e2e >/dev/null - pytest -m "$1" --ignore=qpext --log-level=INFO + pytest -m "$1" --ignore=qpext --log-level=INFO -o log_cli=true -n $PARALLELISM popd diff --git a/test/scripts/openshift-ci/run-e2e-tests.sh b/test/scripts/openshift-ci/run-e2e-tests.sh index aca693c1e0..df4393ef67 100755 --- a/test/scripts/openshift-ci/run-e2e-tests.sh +++ b/test/scripts/openshift-ci/run-e2e-tests.sh @@ -107,5 +107,6 @@ kustomize build $PROJECT_ROOT/config/overlays/test/runtimes | \ # echo "Run E2E tests: $1" pushd $PROJECT_ROOT >/dev/null + export GITHUB_SHA=$(git rev-parse HEAD) ./test/scripts/gh-actions/run-e2e-tests.sh "$1" popd