From 27f4f5902f73e4b798b5f7230df4b4b6b8378d43 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Thu, 14 Mar 2024 17:45:53 +0100 Subject: [PATCH 01/34] add Model Registry doc to website The documentation is to highlight how to onboard users. A component is added to KF website sidebar. Use Alpha version marker. The doc highlight how to install, use Python client, examples of integrations with other components and add-ons. Signed-off-by: Matteo Mortari --- .../docs/components/model-registry/_index.md | 5 + .../model-registry/getting-started.md | 218 ++++++++++++++++++ .../model-registry/images/index-mr-loop.png | Bin 0 -> 63448 bytes .../components/model-registry/overview.md | 35 +++ 4 files changed, 258 insertions(+) create mode 100644 content/en/docs/components/model-registry/_index.md create mode 100644 content/en/docs/components/model-registry/getting-started.md create mode 100644 content/en/docs/components/model-registry/images/index-mr-loop.png create mode 100644 content/en/docs/components/model-registry/overview.md diff --git a/content/en/docs/components/model-registry/_index.md b/content/en/docs/components/model-registry/_index.md new file mode 100644 index 0000000000..f4e20aa1b5 --- /dev/null +++ b/content/en/docs/components/model-registry/_index.md @@ -0,0 +1,5 @@ ++++ +title = "Model Registry" +description = "Documentation for Kubeflow Model Registry" +weight = 70 ++++ diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md new file mode 100644 index 0000000000..b176be7262 --- /dev/null +++ b/content/en/docs/components/model-registry/getting-started.md @@ -0,0 +1,218 @@ ++++ +title = "Getting Started" +description = "How to set up Model Registry and run examples" +weight = 20 + ++++ + +This guide shows how to get started with Model Registry and run a few examples using the +command line or Python clients. + +At this time, there is not yet an UI for Model Registry; therefore, this documentation focus on backend services and APIs. + +For an overview of the logical model of model registry, check the +[Model Registry logical model](https://github.com/kubeflow/model-registry/blob/main/docs/logical_model.md). +The logical model is exposed via the Model Registry [REST API](https://editor.swagger.io/?url=https://raw.githubusercontent.com/kubeflow/model-registry/main/api/openapi/model-registry.yaml). + +## Model Registry setup + +This section details how to set up and configure Model Registry on your Kubernetes cluster with Kubeflow. + +### Prerequisites + +These are the minimal requirements to install Model Registry: + +- Kubernetes >= 1.27 +- Kustomize >= 5.0.3 ([see more](https://github.com/kubeflow/manifests/issues/2388)) + + + +### Installing Model Registry + +You can skip this step if you have already installed Kubeflow >=1.9. Your Kubeflow +deployment includes Model Registry ([see tracker issue](https://github.com/kubeflow/manifests/issues/2631)). + +To install Model Registry as part of Kubeflow, follow the +[Kubeflow installation guide](/docs/started/getting-started/). + +If you want to install Model Registry separately from Kubeflow, or to get a later version +of Model Registry, you can use one of the following Model Registry manifests. +Remember to substitute the relevant release (e.g. `v0.1.2`), modify `ref=main` to `ref=v0.1.2`. + +The following steps show how to install Model Registry using a default Kubeflow >=1.8 installation. + +```shell +kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/overlays/db?ref=main" +``` + +As the default installation provides an Istio mesh, apply the necessary manifests: + +```shell +kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/options/istio?ref=main" +``` + +### Check Model Registry setup + +You can check the status of the Model Registry deployment with your Kubernetes tooling, or for example with: + +```shell +kubectl wait --for=condition=available -n kubeflow deployment/model-registry-deployment --timeout=1m +kubectl logs -n kubeflow deployment/model-registry-deployment +``` + +Optionally, you can also manually forward the REST api container port of Model Registry and interact with the [REST api](https://editor.swagger.io/?url=https://raw.githubusercontent.com/kubeflow/model-registry/main/api/openapi/model-registry.yaml), +for example with: +```shell +kubectl port-forward svc/model-registry-service -n kubeflow 8081:8080 +# in another terminal: +curl -X 'GET' \ + 'http://localhost:8081/api/model_registry/v1alpha2/registered_models?pageSize=100&orderBy=ID&sortOrder=DESC' \ + -H 'accept: application/json' | jq +``` + +If you are not receiving a `2xx` response, it might be the case you are trying to consume a different version (`v1alphaX`) of the REST API than intended. + +## Example: index Model Artifacts from a Notebook + +This section details a step by step example on using Model Registry from a Notebook, installing and creating a client instance, indexing metadata, and retrieving metadata. + +### Install Model Registry Python client + +You can install the Model Registry python client in a Notebook, for instance with: + +``` +!pip install model-registry +``` + +Note: depending on your Python and Notebook environment, you might need to fine-tune the dependencies of: `ml-metadata`, `protobuf`, `grpcio`, or `tensorflow` if used. + +You can now create a client instance pointing to your deployed Model Registry from the previous steps. + +```python +from model_registry import ModelRegistry + +registry = ModelRegistry(server_address="model-registry-service.kubeflow.svc.cluster.local", port=9090, author="your name") +``` + +You now have a Model Registry client instance: `registry`. + +### Register a Model Artifact metadata + +You can use the `register_model` method to index a model artifacts and its metadata, for instance: + +```python +registeredmodel_name = "mnist" +version_name = "v0.1" +rm = registry.register_model(registeredmodel_name, + "https://github.com/tarilabs/demo20231212/raw/main/v1.nb20231206162408/mnist.onnx", + model_format_name="onnx", + model_format_version="1", + version=version_name, + description="lorem ipsum mnist", + metadata={ + "accuracy": 3.14, + "license": "apache-2.0", + } + ) +``` + +You can reference the pydoc documentation for additional information on indexing metadata on Model Registry, using the Model Registry Python client. + +### Retrieve a given Model Artifact metadata + +Continuing on the previous example, you can use the following methods to retrieve the metadata associated with a given Model Artifact: + +```python +print("RegisteredModel:") +print(registry.get_registered_model(registeredmodel_name)) + +print("ModelVersion:") +print(registry.get_model_version(registeredmodel_name, version_name)) + +print("ModelArtifact:") +print(registry.get_model_artifact(registeredmodel_name, version_name)) +``` + +## Example add-on: deploy inference endpoint using Model Registry metadata + +This section details a step by step example on using Model Registry to retrieve indexed ML artifacts metadata, and using that metadata to create an inference endpoint deployment. + +Note: the provided example uses the Model Registry Python client and KServe Python SDK. You can analogously make use of the Model Registry REST APIs, and your own Add-on SDK as needed. + +### Retrieve a given Model Artifact metadata + +You can use the Model Registry Python client to retrieve the needed ML artifact metadata, for example: + +```python +from model_registry import ModelRegistry + +registry = ModelRegistry(server_address="model-registry-service.kubeflow.svc.cluster.local", port=9090, author="mmortari") + +lookup_name = "mnist" +lookup_version="v20231206163028" + +print("RegisteredModel:") +registered_model = registry.get_registered_model(lookup_name) +print(registered_model) +print("ModelVersion:") +model_version = registry.get_model_version(lookup_name, lookup_version) +print(model_version) +print("ModelArtifact:") +model_artifact = registry.get_model_artifact(lookup_name, lookup_version) +print(model_artifact) + +storage_uri = model_artifact.uri +model_format_name = model_artifact.model_format_name +model_format_version = model_artifact.model_format_version +``` + +These metadata values can be used to create a KServe modelmesh inference endpoint. + +### Create an inference endpoint using the retrieved metadata + +You can use the retrieved metadata from the previous step with the KServe Python SDK to create an inference endpoint, for example: + +```python +from kubernetes import client +from kserve import KServeClient +from kserve import constants +from kserve import utils +from kserve import V1beta1InferenceService +from kserve import V1beta1InferenceServiceSpec +from kserve import V1beta1PredictorSpec +from kserve import V1beta1SKLearnSpec +from kserve import V1beta1ModelSpec +from kserve import V1beta1ModelFormat + +namespace = utils.get_default_target_namespace() +name='mnist' +kserve_version='v1beta1' +api_version = constants.KSERVE_GROUP + '/' + kserve_version + +isvc = V1beta1InferenceService(api_version=api_version, + kind=constants.KSERVE_KIND, + metadata=client.V1ObjectMeta( + name=name, namespace=namespace, annotations={'sidecar.istio.io/inject':'false', 'serving.kserve.io/deploymentMode': 'ModelMesh'}, + labels={'modelregistry/registered-model-id': registered_model.id, 'modelregistry/model-version-id': model_version.id} + ), + spec=V1beta1InferenceServiceSpec( + predictor=V1beta1PredictorSpec( + model=V1beta1ModelSpec( + storage_uri=storage_uri, + model_format=V1beta1ModelFormat(name=model_format_name, version=model_format_version), + protocol_version='v2' + ) + ))) +KServe = KServeClient() +KServe.create(isvc) +``` + +An inference endpoint is now created using the artifact metadata retrieved from the Model Registry. + +## Next steps + +- Get involved: + - Model Registry working group: https://www.kubeflow.org/docs/about/community/#kubeflow-community-calendars + - https://github.com/kubeflow/model-registry +- Feedback: {{% alpha-status feedbacklink="https://github.com/kubeflow/model-registry" %}} + diff --git a/content/en/docs/components/model-registry/images/index-mr-loop.png 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b/content/en/docs/components/model-registry/overview.md @@ -0,0 +1,35 @@ ++++ +title = "Overview" +description = "An overview for Kubeflow Model Registry" +weight = 10 + ++++ + +{{% alpha-status + feedbacklink="https://github.com/kubeflow/model-registry" %}} + +## What is Model Registry ? + +A model registry is an important component in the life cycle of AI/ML models, an integral component for any MLOps platform and for ML workflows. + +A model registry provides a central index for ML model developers to index and manage models, versions, and ML artifacts metadata. +It fills a gap between model experimentation and production activities. +It provides a central interface for all stakeholders in the ML lifecycle to collaborate on ML models. + +Model Registry MLOps loop + +DevOps, Data Scientists, and developers need to collaborate with other users in the ML workflow to get models into production. +Data scientists need an efficient way to share model versions, artifacts and metadata with other users that need to access to those models as part of the MLOps workflow. + + + +## Next steps + +Follow the [getting-started guide](/docs/components/model-registry/getting-started/) +to set up Model Registry and run some examples. From 7c0f76727c755cc05c45ca2213b0e3dedb90f364 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Wed, 3 Apr 2024 11:32:49 +0200 Subject: [PATCH 02/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: Helber Belmiro --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 979f00ab1d..1408e7ad75 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -8,7 +8,7 @@ weight = 10 {{% alpha-status feedbacklink="https://github.com/kubeflow/model-registry" %}} -## What is Model Registry ? +## What is Model Registry? A model registry is an important component in the life cycle of AI/ML models, an integral component for any MLOps platform and for ML workflows. From 2f006e874dda2511192e82b63cd2905536558869 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Wed, 3 Apr 2024 11:33:43 +0200 Subject: [PATCH 03/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: Helber Belmiro --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 1408e7ad75..399ab39157 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -21,7 +21,7 @@ It provides a central interface for all stakeholders in the ML lifecycle to coll class="mt-3 mb-3"> DevOps, Data Scientists, and developers need to collaborate with other users in the ML workflow to get models into production. -Data scientists need an efficient way to share model versions, artifacts and metadata with other users that need to access to those models as part of the MLOps workflow. +Data scientists need an efficient way to share model versions, artifacts and metadata with other users that need access to those models as part of the MLOps workflow. - ## Next steps Follow the [getting-started guide](/docs/components/model-registry/getting-started/) From 458d3871d88ad539a019713cc11df3672cea66c7 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Mon, 15 Apr 2024 09:25:53 +0200 Subject: [PATCH 07/34] implement review feedback Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 68691dd93e..49fa524c32 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -25,5 +25,5 @@ Data scientists need an efficient way to share model versions, artifacts and met ## Next steps -Follow the [getting-started guide](/docs/components/model-registry/getting-started/) +Follow the [getting started guide](/docs/components/model-registry/getting-started/) to set up Model Registry and run some examples. From 3bbf75053a6c33279ad213a283e853b8f1e54305 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Mon, 15 Apr 2024 10:17:37 +0200 Subject: [PATCH 08/34] implement review req for architecture page under a "Reference" section Signed-off-by: Matteo Mortari --- .../model-registry/reference/_index.md | 5 ++ .../model-registry/reference/architecture.md | 44 ++++++++++++++++++ .../images/model-registry-overview.jpg | Bin 0 -> 124368 bytes 3 files changed, 49 insertions(+) create mode 100644 content/en/docs/components/model-registry/reference/_index.md create mode 100644 content/en/docs/components/model-registry/reference/architecture.md create mode 100644 content/en/docs/components/model-registry/reference/images/model-registry-overview.jpg diff --git a/content/en/docs/components/model-registry/reference/_index.md b/content/en/docs/components/model-registry/reference/_index.md new file mode 100644 index 0000000000..029dfdaa87 --- /dev/null +++ b/content/en/docs/components/model-registry/reference/_index.md @@ -0,0 +1,5 @@ ++++ +title = "Reference" +description = "Reference docs for Kubeflow Model Registry" +weight = 100 ++++ diff --git a/content/en/docs/components/model-registry/reference/architecture.md b/content/en/docs/components/model-registry/reference/architecture.md new file mode 100644 index 0000000000..27198ea181 --- /dev/null +++ b/content/en/docs/components/model-registry/reference/architecture.md @@ -0,0 +1,44 @@ ++++ +title = "Model Registry Reference" +description = "Reference documentation for the Kubeflow Model Registry" +weight = 20 + ++++ + +![Model Registry High Level Architecture](/docs/components/model-registry/reference/images/model-registry-overview.jpg) + +{{% alert title="Note" color="warning" %}} +The Model Registry is a passive repository for metadata and is not meant to be a Control Plane. It does not perform any active orchestration or expose APIs to perform actions on underlying Kubernetes components. +{{% /alert %}} + + +Kubeflow Model Registry make use of the Google community project [ML-Metadata](https://github.com/google/ml-metadata) as one of its core component. ML-Metadata provides a very extensible schema that is generic, similar to a key-value store, but also allows for the creation of logical schemas that can be queried as if they were physical schemas. Those can be manipulated using their bindings in the Python library. This model is extended to provide the metadata management service capabilities for Model Registry. + +The Model Registry uses the ml-metadata project’s C++ server as-is to handle the storing of the metadata, while domain-specific Model Registry features are added as extensions (microservices). As part of these extensions, Model Registry provides: +- Python/Go extensions to support the Model Registry interaction +- an OpenAPI interface to expose the Model Registry API to the clients + +## Components +- *[MLMD C++ Server](https://github.com/google/ml-metadata)* + + This is the metadata server from Google's ml-metadata project. This component is hosted to communicate with a backend relational database that stores the actual metadata about the models. This server exposes a “gRPC” interface for its clients to communicate with. This server provides a very flexible schema model, where using this model one can define logical data models to fit the needs of different MLOps operations, for example, metadata during the training and experimentation, metadata about metrics or model versioning, etc. + +- *[OpenAPI/REST Server](https://github.com/kubeflow/model-registry)* + + This component exposes a higher-level REST API of the Model Registry. In contrast, the MLMD server exposes a lower level generic API over gRPC, whereas this REST server exposes a higher level API that is much closer to the domain model of Model Registry, like: + - Register a Model + - Version a Model + - Get a catalog of models + - Manage the deployment statutes of a model + + The REST API server converts its requests into one or more underlying gRPC requests on the MLMD Server. + +- *[CLI (Python client, SDK)](https://github.com/kubeflow/model-registry/tree/main/clients/python)* + + CLI is also called MR Python client/SDK, a command line tool for interacting with Model Registry. This tool can be used by a user to execute operations such as retrieving the registered models, get model’s deployment status, model’s version etc. + +The model registry provides logical mappings from the high level [logical model](https://github.com/kubeflow/model-registry/blob/main/docs/logical_model.md) available through the OpenAPI/REST Server, to the underlying ml-metadata entities. + +## See also + +- Model Registry [project documentation](https://github.com/kubeflow/model-registry?tab=readme-ov-file#pre-requisites). \ No newline at end of file diff --git a/content/en/docs/components/model-registry/reference/images/model-registry-overview.jpg b/content/en/docs/components/model-registry/reference/images/model-registry-overview.jpg new file mode 100644 index 0000000000000000000000000000000000000000..010eb0d30a64b0963dac414e56728d71af1b7c00 GIT binary patch literal 124368 zcmeFZcT`i~(l8vmAVrD@NRbkH?^S+62qZKK2+{>YAoPxaV59d?0-;0bMJ1slpn&um 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splitting getting-started ...into an Installation page and the "actual" getting-started example guide Signed-off-by: Matteo Mortari --- .../model-registry/getting-started.md | 67 +++---------------- .../components/model-registry/installation.md | 66 ++++++++++++++++++ .../components/model-registry/overview.md | 4 +- 3 files changed, 76 insertions(+), 61 deletions(-) create mode 100644 content/en/docs/components/model-registry/installation.md diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index bff0537a6a..19b2fecc2b 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -1,7 +1,7 @@ +++ -title = "Getting Started" -description = "How to set up Model Registry and run examples" -weight = 20 +title = "Getting started" +description = "Getting started with Model Registry using examples" +weight = 30 +++ @@ -14,65 +14,14 @@ For an overview of the logical model of model registry, check the [Model Registry logical model](https://github.com/kubeflow/model-registry/blob/main/docs/logical_model.md). The logical model is exposed via the Model Registry [REST API](https://editor.swagger.io/?url=https://raw.githubusercontent.com/kubeflow/model-registry/main/api/openapi/model-registry.yaml). -## Model Registry setup +## Prerequisites -This section details how to set up and configure Model Registry on your Kubernetes cluster with Kubeflow. +To follow along the examples in this guide, you will need a Kubeflow installation and the Model Registry installed: -### Prerequisites +- Kubeflow [installed](docs/started/installing-kubeflow/) +- Model Registry [installed](/docs/components/model-registry/installation/) -These are the minimal requirements to install Model Registry: - -- Kubernetes >= 1.27 -- Kustomize >= 5.0.3 ([see more](https://github.com/kubeflow/manifests/issues/2388)) - - - -### Installing Model Registry - -You can skip this step if you have already installed Kubeflow >=1.9. Your Kubeflow -deployment includes Model Registry ([see tracker issue](https://github.com/kubeflow/manifests/issues/2631)). - -To install Model Registry as part of Kubeflow, follow the -[Kubeflow installation guide](/docs/started/installing-kubeflow/). - -If you want to install Model Registry separately from Kubeflow, or to get a later version -of Model Registry, you can use one of the following Model Registry manifests. -Remember to substitute the relevant release (e.g. `v0.1.2`), modify `ref=main` to `ref=v0.1.2`. - -The following steps show how to install Model Registry using a default Kubeflow >=1.8 installation. - -```shell -kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/overlays/db?ref=main" -``` - -As the default installation provides an Istio mesh, apply the necessary manifests: - -```shell -kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/options/istio?ref=main" -``` - -### Check Model Registry setup - -You can check the status of the Model Registry deployment with your Kubernetes tooling, or for example with: - -```shell -kubectl wait --for=condition=available -n kubeflow deployment/model-registry-deployment --timeout=1m -kubectl logs -n kubeflow deployment/model-registry-deployment -``` - -Optionally, you can also manually forward the REST API container port of Model Registry and interact with the [REST API](https://editor.swagger.io/?url=https://raw.githubusercontent.com/kubeflow/model-registry/main/api/openapi/model-registry.yaml), -for example with: -```shell -kubectl port-forward svc/model-registry-service -n kubeflow 8081:8080 -# in another terminal: -curl -X 'GET' \ - 'http://localhost:8081/api/model_registry/v1alpha2/registered_models?pageSize=100&orderBy=ID&sortOrder=DESC' \ - -H 'accept: application/json' | jq -``` - -If you are not receiving a `2xx` response, it might be the case you are trying to consume a different version (`v1alphaX`) of the REST API than intended. - -## Example: index Model Artifacts from a Notebook +## Example: track Model Artifacts from a Notebook This section details a step by step example on using Model Registry from a Notebook, installing and creating a client instance, indexing metadata, and retrieving metadata. diff --git a/content/en/docs/components/model-registry/installation.md b/content/en/docs/components/model-registry/installation.md new file mode 100644 index 0000000000..9b8a1ffd1e --- /dev/null +++ b/content/en/docs/components/model-registry/installation.md @@ -0,0 +1,66 @@ ++++ +title = "Installation" +description = "How to set up Model Registry" +weight = 20 + ++++ + +This section details how to set up and configure Model Registry on your Kubernetes cluster with Kubeflow. + +## Prerequisites + +These are the minimal requirements to install Model Registry: + +- Kubernetes >= 1.27 +- Kustomize >= 5.0.3 ([see more](https://github.com/kubeflow/manifests/issues/2388)) + + + +## Installing Model Registry + +You can skip this step if you have already installed Kubeflow >=1.9. Your Kubeflow +deployment includes Model Registry ([see tracker issue](https://github.com/kubeflow/manifests/issues/2631)). + +To install Model Registry as part of Kubeflow, follow the +[Kubeflow installation guide](/docs/started/installing-kubeflow/). + +If you want to install Model Registry separately from Kubeflow, or to get a later version +of Model Registry, you can use one of the following Model Registry manifests. +Remember to substitute the relevant release (e.g. `v0.1.2`), modify `ref=main` to `ref=v0.1.2`. + +The following steps show how to install Model Registry using a default Kubeflow >=1.8 installation. + +```shell +kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/overlays/db?ref=main" +``` + +As the default installation provides an Istio mesh, apply the necessary manifests: + +```shell +kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/options/istio?ref=main" +``` + +## Check Model Registry setup + +You can check the status of the Model Registry deployment with your Kubernetes tooling, or for example with: + +```shell +kubectl wait --for=condition=available -n kubeflow deployment/model-registry-deployment --timeout=1m +kubectl logs -n kubeflow deployment/model-registry-deployment +``` + +Optionally, you can also manually forward the REST API container port of Model Registry and interact with the [REST API](https://editor.swagger.io/?url=https://raw.githubusercontent.com/kubeflow/model-registry/main/api/openapi/model-registry.yaml), +for example with: +```shell +kubectl port-forward svc/model-registry-service -n kubeflow 8081:8080 +# in another terminal: +curl -X 'GET' \ + 'http://localhost:8081/api/model_registry/v1alpha3/registered_models?pageSize=100&orderBy=ID&sortOrder=DESC' \ + -H 'accept: application/json' | jq +``` + +If you are not receiving a `2xx` response, it might be the case you are trying to consume a different version (`v1alphaX`) of the REST API than intended. + +## Next steps + +- Run some examples following the [getting started guide](/docs/components/model-registry/getting-started/) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 49fa524c32..13c78dc22c 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -25,5 +25,5 @@ Data scientists need an efficient way to share model versions, artifacts and met ## Next steps -Follow the [getting started guide](/docs/components/model-registry/getting-started/) -to set up Model Registry and run some examples. +- Follow the [installation guide](/docs/components/model-registry/installation/) to set up Model Registry +- Run some examples following the [getting started guide](/docs/components/model-registry/getting-started/) From 3bc703b8314c796c80b4c2d2c6a30170fef74cea Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Mon, 15 Apr 2024 15:26:27 +0200 Subject: [PATCH 10/34] Update content/en/docs/components/model-registry/reference/architecture.md Signed-off-by: Matteo Mortari Co-authored-by: Helber Belmiro --- .../en/docs/components/model-registry/reference/architecture.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/reference/architecture.md b/content/en/docs/components/model-registry/reference/architecture.md index 27198ea181..442b9e4cf8 100644 --- a/content/en/docs/components/model-registry/reference/architecture.md +++ b/content/en/docs/components/model-registry/reference/architecture.md @@ -12,7 +12,7 @@ The Model Registry is a passive repository for metadata and is not meant to be a {{% /alert %}} -Kubeflow Model Registry make use of the Google community project [ML-Metadata](https://github.com/google/ml-metadata) as one of its core component. ML-Metadata provides a very extensible schema that is generic, similar to a key-value store, but also allows for the creation of logical schemas that can be queried as if they were physical schemas. Those can be manipulated using their bindings in the Python library. This model is extended to provide the metadata management service capabilities for Model Registry. +Kubeflow Model Registry makes use of the Google community project [ML-Metadata](https://github.com/google/ml-metadata) as one of its core component. ML-Metadata provides a very extensible schema that is generic, similar to a key-value store, but also allows for the creation of logical schemas that can be queried as if they were physical schemas. Those can be manipulated using their bindings in the Python library. This model is extended to provide the metadata management service capabilities for Model Registry. The Model Registry uses the ml-metadata project’s C++ server as-is to handle the storing of the metadata, while domain-specific Model Registry features are added as extensions (microservices). As part of these extensions, Model Registry provides: - Python/Go extensions to support the Model Registry interaction From 0cfe2148ad6950f77ad579ebdc6c71b0c2e49204 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Mon, 15 Apr 2024 15:53:14 +0200 Subject: [PATCH 11/34] Update content/en/docs/components/model-registry/installation.md Signed-off-by: Matteo Mortari Co-authored-by: Andrea Lamparelli --- content/en/docs/components/model-registry/installation.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/installation.md b/content/en/docs/components/model-registry/installation.md index 9b8a1ffd1e..49b352d7d3 100644 --- a/content/en/docs/components/model-registry/installation.md +++ b/content/en/docs/components/model-registry/installation.md @@ -37,7 +37,7 @@ kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests As the default installation provides an Istio mesh, apply the necessary manifests: ```shell -kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/options/istio?ref=main" +kubectl apply -k "https://github.com/kubeflow/model-registry/manifests/kustomize/options/istio?ref=main" ``` ## Check Model Registry setup From a1af1d99c893f766d92dd3f4ae3e355c98f5bab5 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Mon, 15 Apr 2024 15:54:32 +0200 Subject: [PATCH 12/34] fix wrong command in installation Signed-off-by: Matteo Mortari Co-authored-by: Andrea Lamparelli --- content/en/docs/components/model-registry/installation.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/installation.md b/content/en/docs/components/model-registry/installation.md index 49b352d7d3..c459df89f9 100644 --- a/content/en/docs/components/model-registry/installation.md +++ b/content/en/docs/components/model-registry/installation.md @@ -31,7 +31,7 @@ Remember to substitute the relevant release (e.g. `v0.1.2`), modify `ref=main` t The following steps show how to install Model Registry using a default Kubeflow >=1.8 installation. ```shell -kubectl apply -k "https://github.com/kubeflow/model-registry/tree/main/manifests/kustomize/overlays/db?ref=main" +kubectl apply -k "https://github.com/kubeflow/model-registry/manifests/kustomize/overlays/db?ref=main" ``` As the default installation provides an Istio mesh, apply the necessary manifests: From 4768e556958b6956104afe2ed20babc24c3bba71 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Wed, 17 Apr 2024 14:30:36 +0200 Subject: [PATCH 13/34] update for better reproducible kserve add-on example Signed-off-by: Matteo Mortari --- .../en/docs/components/model-registry/getting-started.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index 19b2fecc2b..2e189fdf1b 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -141,7 +141,7 @@ api_version = constants.KSERVE_GROUP + '/' + kserve_version isvc = V1beta1InferenceService(api_version=api_version, kind=constants.KSERVE_KIND, metadata=client.V1ObjectMeta( - name=name, namespace=namespace, annotations={'sidecar.istio.io/inject':'false', 'serving.kserve.io/deploymentMode': 'ModelMesh'}, + name=name, namespace=namespace, labels={'modelregistry/registered-model-id': registered_model.id, 'modelregistry/model-version-id': model_version.id} ), spec=V1beta1InferenceServiceSpec( @@ -149,6 +149,7 @@ isvc = V1beta1InferenceService(api_version=api_version, model=V1beta1ModelSpec( storage_uri=storage_uri, model_format=V1beta1ModelFormat(name=model_format_name, version=model_format_version), + runtime="kserve-ovms", protocol_version='v2' ) ))) @@ -156,7 +157,8 @@ KServe = KServeClient() KServe.create(isvc) ``` -An inference endpoint is now created using the artifact metadata retrieved from the Model Registry. +An inference endpoint is now created, using the artifact metadata retrieved from the Model Registry (previous step), +specifying the serving runtime to be used to serve the model, and references to the original entities in Model Registry. ## Next steps From be3ebf8be6d62ed3e5b5871784c753e5cac96cfd Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Wed, 17 Apr 2024 16:07:58 +0200 Subject: [PATCH 14/34] add short sentence for each phase in the ML lifecycle as requested in meeting Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/overview.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 13c78dc22c..26810401b1 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -20,6 +20,13 @@ It provides a central interface for all stakeholders in the ML lifecycle to coll alt="Model Registry MLOps loop" class="mt-3 mb-3"> +- **Create**: during the creation phase, the Model Registry facilitates collaboration between different teams in order to track changes, experiment with different model architectures, and maintain a history of model iterations. +- **Verify**: in the verification stage, the Model Registry can support in making sure that models undergo rigorous testing and validation before progressing further, maintaining a record of performance metrics and test results for each version. +- **Package**: the Model Registry assists in organizing model artifacts and dependencies, enabling seamless integration with deployment pipelines and ensuring reproducibility across environments. +- **Release**: when releasing a model, the Model Registry manages the transition of validated versions to production-ready status, helping organization to maintain versioning conventions and facilitating approval workflows. +- **Deploy**: during deployment, the Model Registry provides information of the approved model versions and associated artifacts, ensuring consistency and traceability across deployment environments. +- **Monitor**: in the monitoring phase, the Model Registry supports ongoing performance monitoring and model drift detection by maintaining a comprehensive record of deployed models and linking to their performance metrics, facilitating proactive maintenance and retraining as needed. + DevOps, Data Scientists, and developers need to collaborate with other users in the ML workflow to get models into production. Data scientists need an efficient way to share model versions, artifacts and metadata with other users that need access to those models as part of the MLOps workflow. From ba73b17415cd273d27771a50be52604a98308273 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Wed, 17 Apr 2024 16:20:58 +0200 Subject: [PATCH 15/34] implement review feedback Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/installation.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/content/en/docs/components/model-registry/installation.md b/content/en/docs/components/model-registry/installation.md index c459df89f9..4ef13ee32c 100644 --- a/content/en/docs/components/model-registry/installation.md +++ b/content/en/docs/components/model-registry/installation.md @@ -28,13 +28,13 @@ If you want to install Model Registry separately from Kubeflow, or to get a late of Model Registry, you can use one of the following Model Registry manifests. Remember to substitute the relevant release (e.g. `v0.1.2`), modify `ref=main` to `ref=v0.1.2`. -The following steps show how to install Model Registry using a default Kubeflow >=1.8 installation. +The following steps show how to install Model Registry in the context of a default Kubeflow >=1.8 installation. ```shell kubectl apply -k "https://github.com/kubeflow/model-registry/manifests/kustomize/overlays/db?ref=main" ``` -As the default installation provides an Istio mesh, apply the necessary manifests: +As the default Kubeflow installation provides an Istio mesh, apply the necessary manifests: ```shell kubectl apply -k "https://github.com/kubeflow/model-registry/manifests/kustomize/options/istio?ref=main" From 8ba589957b7afa1596d80fdfad25c6d121370d41 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Wed, 17 Apr 2024 16:40:47 +0200 Subject: [PATCH 16/34] add "model registry use case" section as required from previous meeting Signed-off-by: Matteo Mortari --- .../components/model-registry/overview.md | 63 +++++++++++++++++++ 1 file changed, 63 insertions(+) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 26810401b1..833a4ab4f4 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -30,6 +30,69 @@ It provides a central interface for all stakeholders in the ML lifecycle to coll DevOps, Data Scientists, and developers need to collaborate with other users in the ML workflow to get models into production. Data scientists need an efficient way to share model versions, artifacts and metadata with other users that need access to those models as part of the MLOps workflow. +## Use Cases + +This section describes Model Registry use-cases in the context of a MLOps Platform with Model Training, Experimentation, and Deployment. + +A company, ACME Inc., is developing a machine-learning model for predicting customer churn. They require a centralized model registry for their MLOps platform (based on Kubeflow) for managing their ML model development lifecycle, including training, experimentation, and deployment. They want to ensure model governance, reproducibility, and efficient collaboration across data scientists and engineers. + +### Persona: + +* **Data Scientist**: Responsible for developing and evaluating different models for customer churn prediction. They need to track the performance of various model versions and compare them easily. +* **MLOps Engineer**: Responsible for deploying the chosen model into production. They need to access the latest model version and its metadata to configure the deployment environment. +* **Business Analyst**: Monitors the deployed model's performance and makes decisions based on its predictions. They need to understand the lineage of the model and its operational metrics. + +### Use Case 1: Tracking the Training of Models + +The_ Data Scientist_ uses Kubeflow Notebooks to perform exploratory research and trains several types of models, with different hyperparameters and metrics. The Kubeflow Model Registry is used to track those models, in order to make comparisons and identify the best-performing model. Once the champion model is selected, the _Data Scientist _shares the model with the team. The _Data Scientist_ also tracks the lineage of training data sources and notebook code. + +* Track models available on storage: once the model is stored, it can then be tracked in the Kubeflow Model Registry for managing its lifecycle. The Model Registry the registry can catalog, list, index, share, record, organize this information. This allows the _Data Scientist_ to compare different versions and revert to previous versions if needed. +* Track and compare performance: View key metrics like accuracy, recall, and precision for each model version. This helps identify the best-performing model for deployment. +* Create lineage: Capture the relationships between data, code, and models. This enables the _Data Scientist_ to understand the origin of each model and reproduce specific experiments. +* Collaborate: Share models and experiment details with the _MLOps Engineer_ for deployment preparation. This ensures a seamless transition from training to production. + +### Use Case 2: Experimenting with Different Model Weights to Optimize Model Accuracy + +The _Data Scientist_ after identifying a base model, uses KubeFlow Pipelines, Katib, and other components to experiment model with alternative weights, hyperparameters, and other variations to improve the model’s performance metrics; Kubeflow Model Registry can be used to track data related to experiments and runs for comparison, reproducibility and collaboration. + +* Register the Base Model: Track the Base Model storage location along with hyperparameters in the Model Registry. +* Track Experiments/Runs: With Kubeflow pipelines or using the Kubeflow Notebooks, track every variation of the hyper-parameters along with any configuration in that specific Experiment. With each run the different parameters can be tracked in the Model Registry. +* Track and compare performance: with each run view key metrics like accuracy, recall, and precision. This helps the Data Scientist identify the best-performing run/experiment for deployment. +* Reproducibility: if needed, the data tracked in Model Registry can be replayed to perform again the experiment/run to reproduce the models. +* Collaborate: Share models and experiment details with the _MLOps Engineer_ for deployment preparation. This ensures a seamless transition from training to production. + +### Use Case 3: Model Deployment + +The MLOps Engineer uses Kubeflow Model Registry to locate the most recent version for a given model, verify it is approved for deployment, understand model format, architecture, hyperparameters, and performance metrics to configure the serving environment; once deployed, Model Registry is used to continue monitoring and track deployed models for performance and mitigate drift. + +* Retrieve the latest model version: Easily access the model version approved for deployment. +* Access model metadata: Understand the model's architecture, hyperparameters, and performance metrics. This helps the MLOps engineer to configure the deployment environment and monitor performance after deployment. +* Manage serving configurations: Define how the model will be served to production applications and set up necessary resources. +* Track model deployments: Monitor the deployed model's performance and track its health over time. This allows the MLOps Engineer to identify potential issues and take corrective actions. + +### Use Case 4: Monitoring and Governance + +The Business Analyst uses Kubeflow Model Registry to audit deployed models, monitor model performance, track key metrics and identify when model is drifting or needs re-training; capabilities of model lineage enable identifying all related artifacts such as training which was used or the original training data. + +* View model performance metrics: Track key metrics in real-time to understand how the model is performing in production. +* Identify model drift: can be used as a reference and baseline, by integrating with other tools, to detect if the model's predictions are deviating from expected behavior. +* Access model lineage: Understand the model's origin and training details to diagnose and address performance issues. +* Audit model usage: Track who uses the model, ensuring compliance with data privacy and security regulations. Together with lineage, they provide very important capabilities in heavily regulated industries (e.g.: FSI, Healthcare, etc.) and with respect to country regulations (e.g.: GDPR, EU AI Act, etc.). + +### Benefits of Model Registry: + +* Improved collaboration: Facilitate communication and collaboration between Data Scientists and MLOps engineers. +* Improved experiment management: Organize and track Experiments in a centralized location for better organization and accessibility. +* Version control: Track different versions of the model with different weight configurations, allowing comparisons and revert to previous versions if needed. +* Increased efficiency: Streamline model development and deployment processes. +* Enhanced governance: Ensure model compliance with regulations and organizational policies. +* Reproducibility: Enable recreating specific experiments and model versions. +* Better decision-making: Provide data-driven insights for improving model performance and business outcomes. + +### Conclusion: + +By implementing a model registry, ACME Inc. can significantly enhance their MLOps platform's functionality, enabling efficient model training, experimentation, and deployment. The Model Registry empowers Data Scientists, MLOps engineers, and Business analysts to collaborate effectively and make informed decisions based on reliable data and insights. + ## Next steps - Follow the [installation guide](/docs/components/model-registry/installation/) to set up Model Registry From 45274b396bbb8e0b16f946cd1438d623e5791244 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:09:07 +0200 Subject: [PATCH 17/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: Helber Belmiro --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 833a4ab4f4..f77742b76d 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -44,7 +44,7 @@ A company, ACME Inc., is developing a machine-learning model for predicting cust ### Use Case 1: Tracking the Training of Models -The_ Data Scientist_ uses Kubeflow Notebooks to perform exploratory research and trains several types of models, with different hyperparameters and metrics. The Kubeflow Model Registry is used to track those models, in order to make comparisons and identify the best-performing model. Once the champion model is selected, the _Data Scientist _shares the model with the team. The _Data Scientist_ also tracks the lineage of training data sources and notebook code. +The _Data Scientist_ uses Kubeflow Notebooks to perform exploratory research and trains several types of models, with different hyperparameters and metrics. The Kubeflow Model Registry is used to track those models, in order to make comparisons and identify the best-performing model. Once the champion model is selected, the _Data Scientist_ shares the model with the team. The _Data Scientist_ also tracks the lineage of training data sources and notebook code. * Track models available on storage: once the model is stored, it can then be tracked in the Kubeflow Model Registry for managing its lifecycle. The Model Registry the registry can catalog, list, index, share, record, organize this information. This allows the _Data Scientist_ to compare different versions and revert to previous versions if needed. * Track and compare performance: View key metrics like accuracy, recall, and precision for each model version. This helps identify the best-performing model for deployment. From c8eb466e70d8720d00dd2c8bdedda81d636cd6af Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:09:37 +0200 Subject: [PATCH 18/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: Helber Belmiro --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index f77742b76d..5cbfe1b71f 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -46,7 +46,7 @@ A company, ACME Inc., is developing a machine-learning model for predicting cust The _Data Scientist_ uses Kubeflow Notebooks to perform exploratory research and trains several types of models, with different hyperparameters and metrics. The Kubeflow Model Registry is used to track those models, in order to make comparisons and identify the best-performing model. Once the champion model is selected, the _Data Scientist_ shares the model with the team. The _Data Scientist_ also tracks the lineage of training data sources and notebook code. -* Track models available on storage: once the model is stored, it can then be tracked in the Kubeflow Model Registry for managing its lifecycle. The Model Registry the registry can catalog, list, index, share, record, organize this information. This allows the _Data Scientist_ to compare different versions and revert to previous versions if needed. +* Track models available on storage: once the model is stored, it can then be tracked in the Kubeflow Model Registry for managing its lifecycle. The Model Registry can catalog, list, index, share, record, organize this information. This allows the _Data Scientist_ to compare different versions and revert to previous versions if needed. * Track and compare performance: View key metrics like accuracy, recall, and precision for each model version. This helps identify the best-performing model for deployment. * Create lineage: Capture the relationships between data, code, and models. This enables the _Data Scientist_ to understand the origin of each model and reproduce specific experiments. * Collaborate: Share models and experiment details with the _MLOps Engineer_ for deployment preparation. This ensures a seamless transition from training to production. 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content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: StefanoFioravanzo --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 5cbfe1b71f..7e2239c18e 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -21,7 +21,7 @@ It provides a central interface for all stakeholders in the ML lifecycle to coll class="mt-3 mb-3"> - **Create**: during the creation phase, the Model Registry facilitates collaboration between different teams in order to track changes, experiment with different model architectures, and maintain a history of model iterations. -- **Verify**: in the verification stage, the Model Registry can support in making sure that models undergo rigorous testing and validation before progressing further, maintaining a record of performance metrics and test results for each version. +- **Verify**: in the verification stage, the Model Registry supports rigorous testing and validation before progressing further, maintaining a record of performance metrics and test results for each version. - **Package**: the Model Registry assists in organizing model artifacts and dependencies, enabling seamless integration with deployment pipelines and ensuring reproducibility across environments. - **Release**: when releasing a model, the Model Registry manages the transition of validated versions to production-ready status, helping organization to maintain versioning conventions and facilitating approval workflows. - **Deploy**: during deployment, the Model Registry provides information of the approved model versions and associated artifacts, ensuring consistency and traceability across deployment environments. From c568cae55ecb44f751997f8b5f46ef5080a99cf0 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:16:15 +0200 Subject: [PATCH 21/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: StefanoFioravanzo --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 7e2239c18e..76ba4b61fd 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -36,7 +36,7 @@ This section describes Model Registry use-cases in the context of a MLOps Platfo A company, ACME Inc., is developing a machine-learning model for predicting customer churn. They require a centralized model registry for their MLOps platform (based on Kubeflow) for managing their ML model development lifecycle, including training, experimentation, and deployment. They want to ensure model governance, reproducibility, and efficient collaboration across data scientists and engineers. -### Persona: +### Personas * **Data Scientist**: Responsible for developing and evaluating different models for customer churn prediction. They need to track the performance of various model versions and compare them easily. * **MLOps Engineer**: Responsible for deploying the chosen model into production. They need to access the latest model version and its metadata to configure the deployment environment. From 02214a49170851c795a6fc337d9b3532e547a438 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:16:39 +0200 Subject: [PATCH 22/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: StefanoFioravanzo --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 76ba4b61fd..03c9780f18 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -38,7 +38,7 @@ A company, ACME Inc., is developing a machine-learning model for predicting cust ### Personas -* **Data Scientist**: Responsible for developing and evaluating different models for customer churn prediction. They need to track the performance of various model versions and compare them easily. +* **Data Scientist**: develops and evaluates different models for customer churn prediction. Tracks the performance of various model versions to compare them easily. * **MLOps Engineer**: Responsible for deploying the chosen model into production. They need to access the latest model version and its metadata to configure the deployment environment. * **Business Analyst**: Monitors the deployed model's performance and makes decisions based on its predictions. They need to understand the lineage of the model and its operational metrics. From e3c441fca36d4af5c992db5a3953d86ad90655fb Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:16:56 +0200 Subject: [PATCH 23/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: StefanoFioravanzo --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 03c9780f18..542ce67348 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -39,7 +39,7 @@ A company, ACME Inc., is developing a machine-learning model for predicting cust ### Personas * **Data Scientist**: develops and evaluates different models for customer churn prediction. Tracks the performance of various model versions to compare them easily. -* **MLOps Engineer**: Responsible for deploying the chosen model into production. They need to access the latest model version and its metadata to configure the deployment environment. +* **MLOps Engineer**: deploys the chosen model into production. Uses the latest model version and its metadata to configure the deployment environment. * **Business Analyst**: Monitors the deployed model's performance and makes decisions based on its predictions. They need to understand the lineage of the model and its operational metrics. ### Use Case 1: Tracking the Training of Models From b9011130c71520cbde154e4e765b093374460fbd Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:17:11 +0200 Subject: [PATCH 24/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: StefanoFioravanzo --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 542ce67348..a3e3f65f9f 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -40,7 +40,7 @@ A company, ACME Inc., is developing a machine-learning model for predicting cust * **Data Scientist**: develops and evaluates different models for customer churn prediction. Tracks the performance of various model versions to compare them easily. * **MLOps Engineer**: deploys the chosen model into production. Uses the latest model version and its metadata to configure the deployment environment. -* **Business Analyst**: Monitors the deployed model's performance and makes decisions based on its predictions. They need to understand the lineage of the model and its operational metrics. +* **Business Analyst**: Monitors the deployed model's performance and makes decisions based on its predictions. Uses model lineage and metadata to drive business outcomes. ### Use Case 1: Tracking the Training of Models From 0659ec5cd803685bf4054d79ec6f52146db62eb4 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:20:46 +0200 Subject: [PATCH 25/34] implement review feedback Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/overview.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index a3e3f65f9f..ee6636eea8 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -44,7 +44,7 @@ A company, ACME Inc., is developing a machine-learning model for predicting cust ### Use Case 1: Tracking the Training of Models -The _Data Scientist_ uses Kubeflow Notebooks to perform exploratory research and trains several types of models, with different hyperparameters and metrics. The Kubeflow Model Registry is used to track those models, in order to make comparisons and identify the best-performing model. Once the champion model is selected, the _Data Scientist_ shares the model with the team. The _Data Scientist_ also tracks the lineage of training data sources and notebook code. +The _Data Scientist_ uses Kubeflow Notebooks to perform exploratory research and trains several types of models, with different hyperparameters and metrics. The Kubeflow Model Registry is used to track those models, in order to make comparisons and identify the best-performing model. Once the champion model is selected, the _Data Scientist_ shares the model with the team by maintaining the appropriate status flag on the registry. The _Data Scientist_ also tracks the lineage of training data sources and notebook code. * Track models available on storage: once the model is stored, it can then be tracked in the Kubeflow Model Registry for managing its lifecycle. The Model Registry can catalog, list, index, share, record, organize this information. This allows the _Data Scientist_ to compare different versions and revert to previous versions if needed. * Track and compare performance: View key metrics like accuracy, recall, and precision for each model version. This helps identify the best-performing model for deployment. @@ -63,7 +63,7 @@ The _Data Scientist_ after identifying a base model, uses KubeFlow Pipelines, Ka ### Use Case 3: Model Deployment -The MLOps Engineer uses Kubeflow Model Registry to locate the most recent version for a given model, verify it is approved for deployment, understand model format, architecture, hyperparameters, and performance metrics to configure the serving environment; once deployed, Model Registry is used to continue monitoring and track deployed models for performance and mitigate drift. +The _MLOps Engineer_ uses Kubeflow Model Registry to locate the most recent version for a given model, verify it is approved for deployment, understand model format, architecture, hyperparameters, and performance metrics to configure the serving environment; once deployed, Model Registry is used to continue monitoring and track deployed models for performance and mitigate drift. * Retrieve the latest model version: Easily access the model version approved for deployment. * Access model metadata: Understand the model's architecture, hyperparameters, and performance metrics. This helps the MLOps engineer to configure the deployment environment and monitor performance after deployment. @@ -72,7 +72,7 @@ The MLOps Engineer uses Kubeflow Model Registry to locate the most recent versio ### Use Case 4: Monitoring and Governance -The Business Analyst uses Kubeflow Model Registry to audit deployed models, monitor model performance, track key metrics and identify when model is drifting or needs re-training; capabilities of model lineage enable identifying all related artifacts such as training which was used or the original training data. +The _Business Analyst_ uses Kubeflow Model Registry to audit deployed models, monitor model performance, track key metrics and identify when model is drifting or needs re-training; capabilities of model lineage enable identifying all related artifacts such as training which was used or the original training data. * View model performance metrics: Track key metrics in real-time to understand how the model is performing in production. * Identify model drift: can be used as a reference and baseline, by integrating with other tools, to detect if the model's predictions are deviating from expected behavior. From 1ab5aa42b39a97b0efe705b6abdf147f764ac2e4 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:24:00 +0200 Subject: [PATCH 26/34] implement review feedback Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index ee6636eea8..96df1a4398 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -53,7 +53,7 @@ The _Data Scientist_ uses Kubeflow Notebooks to perform exploratory research and ### Use Case 2: Experimenting with Different Model Weights to Optimize Model Accuracy -The _Data Scientist_ after identifying a base model, uses KubeFlow Pipelines, Katib, and other components to experiment model with alternative weights, hyperparameters, and other variations to improve the model’s performance metrics; Kubeflow Model Registry can be used to track data related to experiments and runs for comparison, reproducibility and collaboration. +The _Data Scientist_ after identifying a base model, uses Kubeflow Pipelines, Katib, and other components to experiment model training with alternative weights, hyperparameters, and other variations to improve the model’s performance metrics; Kubeflow Model Registry can be used to track data related to experiments and runs for comparison, reproducibility and collaboration. * Register the Base Model: Track the Base Model storage location along with hyperparameters in the Model Registry. * Track Experiments/Runs: With Kubeflow pipelines or using the Kubeflow Notebooks, track every variation of the hyper-parameters along with any configuration in that specific Experiment. With each run the different parameters can be tracked in the Model Registry. From 3ee7e42e7fc2edfa8c50ba390306212a4a3532e8 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Sun, 21 Apr 2024 21:30:36 +0200 Subject: [PATCH 27/34] implement review feedback Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/overview.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index 96df1a4398..e5fd302a4e 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -72,10 +72,10 @@ The _MLOps Engineer_ uses Kubeflow Model Registry to locate the most recent vers ### Use Case 4: Monitoring and Governance -The _Business Analyst_ uses Kubeflow Model Registry to audit deployed models, monitor model performance, track key metrics and identify when model is drifting or needs re-training; capabilities of model lineage enable identifying all related artifacts such as training which was used or the original training data. +The _Business Analyst_ uses Kubeflow Model Registry to audit deployed models, monitor model performance by integrating with observability tools to track key metrics and identify when model is drifting or needs re-training; capabilities of model lineage enable identifying all related artifacts such as training which was used or the original training data. -* View model performance metrics: Track key metrics in real-time to understand how the model is performing in production. -* Identify model drift: can be used as a reference and baseline, by integrating with other tools, to detect if the model's predictions are deviating from expected behavior. +* View model performance metrics: Links to observability tools tracking key metrics in real-time to understand how the model is performing in production. +* Identify model drift: Can be used as a reference and baseline, by integrating with other tools, to detect if the model's predictions are deviating from expected behavior. * Access model lineage: Understand the model's origin and training details to diagnose and address performance issues. * Audit model usage: Track who uses the model, ensuring compliance with data privacy and security regulations. Together with lineage, they provide very important capabilities in heavily regulated industries (e.g.: FSI, Healthcare, etc.) and with respect to country regulations (e.g.: GDPR, EU AI Act, etc.). From 36e07d16addcdfb3ac16c27380493e60e429bfb1 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Mon, 20 May 2024 23:06:03 +0200 Subject: [PATCH 28/34] Update content/en/docs/components/model-registry/overview.md Signed-off-by: Matteo Mortari Co-authored-by: Andrey Velichkevich --- content/en/docs/components/model-registry/overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/overview.md b/content/en/docs/components/model-registry/overview.md index e5fd302a4e..b02866e19b 100644 --- a/content/en/docs/components/model-registry/overview.md +++ b/content/en/docs/components/model-registry/overview.md @@ -10,7 +10,7 @@ weight = 10 ## What is Model Registry? -A model registry is an important component in the life cycle of AI/ML models, an integral component for any MLOps platform and for ML workflows. +A model registry is an important component in the lifecycle of AI/ML models, an integral component for any MLOps platform and for ML workflows. A model registry provides a central index for ML model developers to index and manage models, versions, and ML artifacts metadata. It fills a gap between model experimentation and production activities. From 9e4c03c1c274d31cf0d5762a719051d4871cf86c Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Mon, 20 May 2024 23:19:23 +0200 Subject: [PATCH 29/34] implement review feedback Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/getting-started.md | 1 + 1 file changed, 1 insertion(+) diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index 2e189fdf1b..870eceecb7 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -20,6 +20,7 @@ To follow along the examples in this guide, you will need a Kubeflow installatio - Kubeflow [installed](docs/started/installing-kubeflow/) - Model Registry [installed](/docs/components/model-registry/installation/) +- Python >= 3.9, < 3.11 ## Example: track Model Artifacts from a Notebook From d9c3cd6ed939dc22de87671489be976f10756b82 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Tue, 21 May 2024 11:40:07 +0200 Subject: [PATCH 30/34] fix broken link on review feedback Signed-off-by: Matteo Mortari --- content/en/docs/components/model-registry/getting-started.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index 870eceecb7..0be3fd7cb3 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -18,7 +18,7 @@ The logical model is exposed via the Model Registry [REST API](https://editor.sw To follow along the examples in this guide, you will need a Kubeflow installation and the Model Registry installed: -- Kubeflow [installed](docs/started/installing-kubeflow/) +- Kubeflow [installed](/docs/started/installing-kubeflow/) - Model Registry [installed](/docs/components/model-registry/installation/) - Python >= 3.9, < 3.11 From 84f3859cb79d071fc535a4ae2350517995ad4ed6 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Tue, 21 May 2024 11:47:39 +0200 Subject: [PATCH 31/34] implement review feedback Signed-off-by: Matteo Mortari Co-authored-by: Josh Bottum --- content/en/docs/components/model-registry/getting-started.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index 0be3fd7cb3..4385c2abd6 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -8,7 +8,7 @@ weight = 30 This guide shows how to get started with Model Registry and run a few examples using the command line or Python clients. -At this time, there is not yet an UI for Model Registry; therefore, this documentation focus on backend services and APIs. +At this time, the Model Registry does not include a web-based User Interface (UI), therefore this documentation focuses on backend services and APIs. For an overview of the logical model of model registry, check the [Model Registry logical model](https://github.com/kubeflow/model-registry/blob/main/docs/logical_model.md). From 5511ebb148b01aefd2ee69c293d9ef2792d1a173 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Tue, 21 May 2024 12:00:09 +0200 Subject: [PATCH 32/34] implement review feedback Signed-off-by: Matteo Mortari Co-authored-by: Josh Bottum --- content/en/docs/components/model-registry/getting-started.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index 4385c2abd6..cbd6ad610b 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -48,7 +48,7 @@ You now have a Model Registry client instance: `registry`. ### Register a Model Artifact metadata -You can use the `register_model` method to index a model artifacts and its metadata, for instance: +You can use the `register_model` method to index a model's artifacts and its metadata, for instance: ```python registeredmodel_name = "mnist" From 01490e130f4769786ba9bb86c5bebafa3ac1da14 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Tue, 21 May 2024 12:07:50 +0200 Subject: [PATCH 33/34] implement review feedback Signed-off-by: Matteo Mortari Co-authored-by: Josh Bottum --- content/en/docs/components/model-registry/getting-started.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index cbd6ad610b..3e301f81f5 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -66,7 +66,7 @@ rm = registry.register_model(registeredmodel_name, ) ``` -You can reference the pydoc documentation for additional information on indexing metadata on Model Registry, using the Model Registry Python client. +For more information on indexing metadata in the Model Registry, refer to the pydoc documentation of the Model Registry Python client. ### Retrieve a given Model Artifact metadata From f6cad0a1b55c9dcd8b1499f687cc20f3e2859671 Mon Sep 17 00:00:00 2001 From: Matteo Mortari Date: Tue, 21 May 2024 13:02:12 +0200 Subject: [PATCH 34/34] implement review feedback Signed-off-by: Matteo Mortari Co-authored-by: Josh Bottum --- content/en/docs/components/model-registry/getting-started.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/content/en/docs/components/model-registry/getting-started.md b/content/en/docs/components/model-registry/getting-started.md index 3e301f81f5..d176c3b53e 100644 --- a/content/en/docs/components/model-registry/getting-started.md +++ b/content/en/docs/components/model-registry/getting-started.md @@ -87,6 +87,9 @@ print(registry.get_model_artifact(registeredmodel_name, version_name)) This section details a step by step example on using Model Registry to retrieve indexed ML artifacts metadata, and using that metadata to create an inference endpoint deployment. +Without Model Registry, you would need to fill this information manually and potentially from several sources, resulting in a not-trivial, manual process. +Using Model Registry ensures simplified access to accurate metadata, and enables you to automate deployment based on the Model Registry values, as also shown in the example below. + Note: the provided example uses the Model Registry Python client and KServe Python SDK. You can analogously make use of the Model Registry REST APIs, and your own Add-on SDK as needed. ### Retrieve a given Model Artifact metadata