diff --git a/Makefile b/Makefile index fe6c9933..e248fcdc 100644 --- a/Makefile +++ b/Makefile @@ -21,7 +21,7 @@ IMG_VERSION ?= main # container image repository IMG_REPO ?= model-registry # container image -IMG := ${IMG_REGISTRY}/$(IMG_ORG)/$(IMG_REPO) +IMG ?= ${IMG_REGISTRY}/$(IMG_ORG)/$(IMG_REPO) model-registry: build diff --git a/csi/.gitignore b/csi/.gitignore new file mode 100644 index 00000000..9363314e --- /dev/null +++ b/csi/.gitignore @@ -0,0 +1,19 @@ +# If you prefer the allow list template instead of the deny list, see community template: +# https://github.com/github/gitignore/blob/main/community/Golang/Go.AllowList.gitignore +# +# Binaries for programs and plugins +*.exe +*.exe~ +*.dll +*.so +*.dylib +bin/ + +# Test binary, built with `go test -c` +*.test + +# Output of the go coverage tool, specifically when used with LiteIDE +*.out + +# Go workspace file +go.work diff --git a/csi/Dockerfile b/csi/Dockerfile new file mode 100644 index 00000000..706489b9 --- /dev/null +++ b/csi/Dockerfile @@ -0,0 +1,32 @@ +# Build the model-registry binary +FROM registry.access.redhat.com/ubi8/go-toolset:1.19 as builder + +WORKDIR /workspace +# Copy the Go Modules manifests +COPY ["go.mod", "go.sum", "./"] +# cache deps before building and copying source so that we don't need to re-download as much +# and so that source changes don't invalidate our downloaded layer +RUN go mod download + +USER root + +# Copy the go source +COPY ["Makefile", "main.go", "./"] + +# Copy rest of the source +COPY bin/ bin/ +COPY pkg/ pkg/ + +# Build +USER root +RUN CGO_ENABLED=1 GOOS=linux GOARCH=amd64 make build + +# Use distroless as minimal base image to package the model-registry storage initializer binary +# Refer to https://github.com/GoogleContainerTools/distroless for more details +FROM registry.access.redhat.com/ubi8/ubi-minimal:8.8 +WORKDIR / +# copy the storage initializer binary +COPY --from=builder /workspace/bin/mr-storage-initializer . +USER 65532:65532 + +ENTRYPOINT ["/mr-storage-initializer"] \ No newline at end of file diff --git a/csi/GET_STARTED.md b/csi/GET_STARTED.md new file mode 100644 index 00000000..54155d93 --- /dev/null +++ b/csi/GET_STARTED.md @@ -0,0 +1,249 @@ +# Get Started + +Embark on your journey with this custom storage initializer by exploring a simple hello-world example. Learn how to seamlessly integrate and leverage the power of this tool in just a few steps. + +## Prerequisites + +* Install [Kind](https://kind.sigs.k8s.io/docs/user/quick-start) (Kubernetes in Docker) to run local Kubernetes cluster with Docker container nodes. +* Install the [Kubernetes CLI (kubectl)](https://kubernetes.io/docs/tasks/tools/), which allows you to run commands against Kubernetes clusters. +* Install the [Kustomize](https://kustomize.io/), which allows you to customize app configuration. + +## Environment Preparation + +We assume all [prerequisites](#prerequisites) are satisfied at this point. + +### Create the environment + +1. After having kind installed, create a kind cluster with: +```bash +kind create cluster +``` + +2. Configure `kubectl` to use kind context +```bash +kubectl config use-context kind-kind +``` + +3. Setup local deployment of *Kserve* using the provided *Kserve quick installation* script +```bash +curl -s "https://raw.githubusercontent.com/kserve/kserve/release-0.11/hack/quick_install.sh" | bash +``` + +4. Install *model registry* in the local cluster + +[Optional ]Use model registry with local changes: + +```bash +TAG=$(git rev-parse HEAD) && \ +MR_IMG=quay.io/$USER/model-registry:$TAG && \ +make -C ../ IMG_ORG=$USER IMG_VERSION=$TAG image/build && \ +kind load docker-image $MR_IMG +``` + +then: + +```bash +bash ./scripts/install_modelregistry.sh -i $MR_IMG +``` + +> _NOTE_: If you want to use a remote image you can simply remove the `-i` option + +> _NOTE_: The `./scripts/install_modelregistry.sh` will make some change to [base/kustomization.yaml](../manifests/kustomize/base/kustomization.yaml) that you DON'T need to commit!! + +5. [Optional] Use local container image for CSI + +```bash +IMG=quay.io/$USER/model-registry-storage-initializer:$(git rev-parse HEAD) && make IMG=$IMG docker-build && kind load docker-image $IMG +``` + +## First InferenceService with ModelRegistry URI + +In this tutorial, you will deploy an InferenceService with a predictor that will load a model indexed into the model registry, the indexed model refers to a scikit-learn model trained with the [iris](https://archive.ics.uci.edu/ml/datasets/iris) dataset. This dataset has three output class: Iris Setosa, Iris Versicolour, and Iris Virginica. + +You will then send an inference request to your deployed model in order to get a prediction for the class of iris plant your request corresponds to. + +Since your model is being deployed as an InferenceService, not a raw Kubernetes Service, you just need to provide the storage location of the model using the `model-registry://` URI format and it gets some super powers out of the box. + + +### Register a Model into ModelRegistry + +Apply `Port Forward` to the model registry service in order to being able to interact with it from the outside of the cluster. +```bash +kubectl port-forward --namespace kubeflow svc/model-registry-service 8080:8080 +``` + +And then (in another terminal): +```bash +export MR_HOSTNAME=localhost:8080 +``` + +Then, in the same terminal where you exported `MR_HOSTNAME`, perform the following actions: +1. Register an empty `RegisteredModel` + +```bash +curl --silent -X 'POST' \ + "$MR_HOSTNAME/api/model_registry/v1alpha2/registered_models" \ + -H 'accept: application/json' \ + -H 'Content-Type: application/json' \ + -d '{ + "description": "Iris scikit-learn model", + "name": "iris" +}' +``` + +Expected output: +```bash +{"createTimeSinceEpoch":"1709287882361","customProperties":{},"description":"Iris scikit-learn model","id":"1","lastUpdateTimeSinceEpoch":"1709287882361","name":"iris"} +``` + +2. Register the first `ModelVersion` + +```bash +curl --silent -X 'POST' \ + "$MR_HOSTNAME/api/model_registry/v1alpha2/model_versions" \ + -H 'accept: application/json' \ + -H 'Content-Type: application/json' \ + -d '{ + "description": "Iris model version v1", + "name": "v1", + "registeredModelID": "1" +}' +``` + +Expected output: +```bash +{"createTimeSinceEpoch":"1709287890365","customProperties":{},"description":"Iris model version v1","id":"2","lastUpdateTimeSinceEpoch":"1709287890365","name":"v1"} +``` + +3. Register the raw `ModelArtifact` + +This artifact defines where the actual trained model is stored, i.e., `gs://kfserving-examples/models/sklearn/1.0/model` + +```bash +curl --silent -X 'POST' \ + "$MR_HOSTNAME/api/model_registry/v1alpha2/model_versions/2/artifacts" \ + -H 'accept: application/json' \ + -H 'Content-Type: application/json' \ + -d '{ + "description": "Model artifact for Iris v1", + "uri": "gs://kfserving-examples/models/sklearn/1.0/model", + "state": "UNKNOWN", + "name": "iris-model-v1", + "modelFormatName": "sklearn", + "modelFormatVersion": "1", + "artifactType": "model-artifact" +}' +``` + +Expected output: +```bash +{"artifactType":"model-artifact","createTimeSinceEpoch":"1709287972637","customProperties":{},"description":"Model artifact for Iris v1","id":"1","lastUpdateTimeSinceEpoch":"1709287972637","modelFormatName":"sklearn","modelFormatVersion":"1","name":"iris-model-v1","state":"UNKNOWN","uri":"gs://kfserving-examples/models/sklearn/1.0/model"} +``` + +> _NOTE_: double check the provided IDs are the expected ones. + +### Apply the `ClusterStorageContainer` resource + +Retrieve the model registry service and MLMD port: +```bash +MODEL_REGISTRY_SERVICE=model-registry-service +MODEL_REGISTRY_REST_PORT=$(kubectl get svc/$MODEL_REGISTRY_SERVICE -n kubeflow --output jsonpath='{.spec.ports[0].targetPort}' ) +``` + +Apply the cluster-scoped `ClusterStorageContainer` CR to setup configure the `model registry storage initilizer` for `model-registry://` URI formats. + +```bash +kubectl apply -f - < _NOTE_: as `$IMG` you could use either the one created during [env preparation](#environment-preparation) or any other remote img in the container registry. + +### Create an `InferenceService` + +1. Create a namespace +```bash +kubectl create namespace kserve-test +``` + +2. Create the `InferenceService` +```bash +kubectl apply -n kserve-test -f - < "/tmp/iris-input.json" +{ + "instances": [ + [6.8, 2.8, 4.8, 1.4], + [6.0, 3.4, 4.5, 1.6] + ] +} +EOF +``` + +If you do not have DNS, you can still curl with the ingress gateway external IP using the HOST Header. +```bash +SERVICE_HOSTNAME=$(kubectl get inferenceservice iris-model -n kserve-test -o jsonpath='{.status.url}' | cut -d "/" -f 3) +curl -v -H "Host: ${SERVICE_HOSTNAME}" -H "Content-Type: application/json" "http://${INGRESS_HOST}:${INGRESS_PORT}/v1/models/iris-v1:predict" -d @/tmp/iris-input.json +``` \ No newline at end of file diff --git a/csi/Makefile b/csi/Makefile new file mode 100644 index 00000000..d9f45649 --- /dev/null +++ b/csi/Makefile @@ -0,0 +1,37 @@ +IMG ?= quay.io/${USER}/model-registry-storage-initializer:latest + +.PHONY: help +help: ## Display this help. + @awk 'BEGIN {FS = ":.*##"; printf "\nUsage:\n make \033[36m\033[0m\n"} /^[a-zA-Z_0-9-]+:.*?##/ { printf " \033[36m%-15s\033[0m %s\n", $$1, $$2 } /^##@/ { printf "\n\033[1m%s\033[0m\n", substr($$0, 5) } ' $(MAKEFILE_LIST) + +##@ Development + +.PHONY: fmt +fmt: ## Run go fmt against code. + go fmt ./... + +.PHONY: vet +vet: ## Run go vet against code. + go vet ./... + +.PHONY: test +test: fmt vet ## Run tests. + go test ./... -coverprofile cover.out + +##@ Build + +.PHONY: build +build: fmt vet ## Build binary. + go build -o bin/mr-storage-initializer main.go + +.PHONY: run +run: fmt vet ## Run the program + go run ./main.go $(SOURCE_URI) $(DEST_PATH) + +.PHONY: docker-build +docker-build: test ## Build docker image. + docker build . -f ./Dockerfile -t ${IMG} + +.PHONY: docker-push +docker-push: ## Push docker image. + docker push ${IMG} \ No newline at end of file diff --git a/csi/README.md b/csi/README.md new file mode 100644 index 00000000..329a8189 --- /dev/null +++ b/csi/README.md @@ -0,0 +1,89 @@ +# Model Registry Custom Storage Initializer + +This is a Model Registry specific implementation of a KServe Custom Storage Initializer (CSI). +More details on what `Custom Storage Initializer` is can be found in the [KServe doc](https://kserve.github.io/website/0.11/modelserving/storage/storagecontainers/). + +## Implementation + +The Model Registry CSI is a simple Go executable that basically takes two positional arguments: +1. __Source URI__: identifies the `storageUri` set in the `InferenceService`, this must be a model-registry custom URI, i.e., `model-registry://...` +2. __Deestination Path__: the location where the model should be stored, e.g., `/mnt/models` + +The core logic of this CSI is pretty simple and it consists of three main steps: +1. Parse the custom URI in order to extract `registered model name` and `model version` +2. Query the model registry in order to retrieve the original model location (e.g., `http`, `s3`, `gcs` and so on) +3. Use `github.com/kserve/kserve/pkg/agent/storage` pkg to actually download the model from well-known protocols. + +### Workflow + +The below sequence diagram should highlight the workflow when this CSI is injected into the KServe pod deployment. + +```mermaid +sequenceDiagram + actor U as User + participant MR as Model Registry + participant KC as KServe Controller + participant MD as Model Deployment (Pod) + participant MRSI as Model Registry Storage Initializer + U->>+MR: Register ML Model + MR-->>-U: Indexed Model + U->>U: Create InferenceService CR + Note right of U: The InferenceService should
point to the model registry
indexed model, e.g.,:
model-registry:/// + KC->>KC: React to InferenceService creation + KC->>+MD: Create Model Deployment + MD->>+MRSI: Initialization (Download Model) + MRSI->>MRSI: Parse URI + MRSI->>+MR: Fetch Model Metadata + MR-->>-MRSI: Model Metadata + Note over MR,MRSI: The main information that is fetched is the artifact URI which specifies the real model location, e.g.,: https://.. or s3://... + MRSI->>MRSI: Download Model + Note right of MRSI: The storage initializer will use
the KServe default providers
to download the model
based on the artifact URI + MRSI-->>-MD: Downloaded Model + MD->>-MD: Deploy Model +``` + + +## Get Started + +Please look at [Get Started](./GET_STARTED.md) guide for a very simple quickstart that showcases how this custom storage initializer can be used for ML models serving operations. + +## Development + +### Build the executable + +You can just run: +```bash +make build +``` + +Which wil create the executable under `bin/mr-storage-initializer`. + +### Run the executable + +You can run `main.go` (without building the executable) by running: +```bash +./bin/mr-storage-initializer "model-registry://model/version" "./" +``` + +or directly running the `main.go` skipping the previous step: +```bash +make SOURCE_URI=model-registry://model/version DEST_PATH=./ run +``` + +> _NOTE_: a Model Registry service should be up and running at `localhost:8080`. + +### Build container image + +Run: +```bash +make docker-build +``` + +By default the container image name is `quay.io/${USER}/model-registry-storage-initializer:latest` but it can be overridden providing the `IMG` env variable, e.g., `make IMG=abc/ORG/NAME:TAG docker-build`. + +### Push container image + +Issue the following command: +```bash +make [IMG=..] docker-push +``` \ No newline at end of file diff --git a/csi/config/samples/modelregistry.clusterstoragecontainer.yaml b/csi/config/samples/modelregistry.clusterstoragecontainer.yaml new file mode 100644 index 00000000..2fb9d5d5 --- /dev/null +++ b/csi/config/samples/modelregistry.clusterstoragecontainer.yaml @@ -0,0 +1,20 @@ +apiVersion: "serving.kserve.io/v1alpha1" +kind: ClusterStorageContainer +metadata: + name: mr-initializer +spec: + container: + name: storage-initializer + image: quay.io/kubeflow/model-registry-storage-initializer:latest + env: + - name: MR_BASE_URL + value: "modelregistry-sample.kubeflow.svc.cluster.local:8080" + resources: + requests: + memory: 100Mi + cpu: 100m + limits: + memory: 1Gi + cpu: "1" + supportedUriFormats: + - prefix: model-registry:// diff --git a/csi/go.mod b/csi/go.mod new file mode 100644 index 00000000..ecb9209d --- /dev/null +++ b/csi/go.mod @@ -0,0 +1,67 @@ +module github.com/kubeflow/model-registry/csi + +go 1.20 + +require ( + github.com/kserve/kserve v0.12.0 + github.com/kubeflow/model-registry v0.0.0-20240227075359-247c23c4f6b1 +) + +require ( + cloud.google.com/go v0.112.0 // indirect + cloud.google.com/go/compute v1.23.3 // indirect + cloud.google.com/go/compute/metadata v0.2.3 // indirect + cloud.google.com/go/iam v1.1.5 // indirect + cloud.google.com/go/storage v1.36.0 // indirect + github.com/aws/aws-sdk-go v1.48.0 // indirect + github.com/felixge/httpsnoop v1.0.4 // indirect + github.com/go-logr/logr v1.3.0 // indirect + github.com/go-logr/stdr v1.2.2 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect + github.com/golang/protobuf v1.5.3 // indirect + github.com/google/go-cmp v0.6.0 // indirect + github.com/google/gofuzz v1.2.0 // indirect + github.com/google/s2a-go v0.1.7 // indirect + github.com/google/uuid v1.6.0 // indirect + github.com/googleapis/enterprise-certificate-proxy v0.3.2 // indirect + github.com/googleapis/gax-go/v2 v2.12.0 // indirect + github.com/googleapis/google-cloud-go-testing v0.0.0-20210719221736-1c9a4c676720 // indirect + github.com/jmespath/go-jmespath v0.4.0 // indirect + github.com/json-iterator/go v1.1.12 // indirect + github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect + github.com/modern-go/reflect2 v1.0.2 // indirect + go.opencensus.io v0.24.0 // indirect + go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.46.1 // indirect + go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.46.1 // indirect + go.opentelemetry.io/otel v1.21.0 // indirect + go.opentelemetry.io/otel/metric v1.21.0 // indirect + go.opentelemetry.io/otel/trace v1.21.0 // indirect + go.uber.org/multierr v1.11.0 // indirect + go.uber.org/zap v1.26.0 // indirect + golang.org/x/crypto v0.19.0 // indirect + golang.org/x/net v0.20.0 // indirect + golang.org/x/oauth2 v0.16.0 // indirect + golang.org/x/sync v0.6.0 // indirect + golang.org/x/sys v0.17.0 // indirect + golang.org/x/text v0.14.0 // indirect + golang.org/x/time v0.5.0 // indirect + google.golang.org/api v0.155.0 // indirect + google.golang.org/appengine v1.6.8 // indirect + google.golang.org/genproto v0.0.0-20240123012728-ef4313101c80 // indirect + google.golang.org/genproto/googleapis/api v0.0.0-20240123012728-ef4313101c80 // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20240123012728-ef4313101c80 // indirect + google.golang.org/grpc v1.62.0 // indirect + google.golang.org/protobuf v1.32.0 // indirect + gopkg.in/inf.v0 v0.9.1 // indirect + gopkg.in/yaml.v2 v2.4.0 // indirect + k8s.io/api v0.28.4 // indirect + k8s.io/apimachinery v0.28.4 // indirect + k8s.io/klog/v2 v2.110.1 // indirect + k8s.io/utils v0.0.0-20230726121419-3b25d923346b // indirect + knative.dev/pkg v0.0.0-20231115001034-97c7258e3a98 // indirect + knative.dev/serving v0.39.3 // indirect + sigs.k8s.io/controller-runtime v0.16.3 // indirect + sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd // indirect + sigs.k8s.io/structured-merge-diff/v4 v4.4.1 // indirect +) diff --git a/csi/go.sum b/csi/go.sum new file mode 100644 index 00000000..a4da90a8 --- /dev/null +++ b/csi/go.sum @@ -0,0 +1,343 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU= +cloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU= +cloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= +cloud.google.com/go v0.44.3/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY= +cloud.google.com/go v0.112.0 h1:tpFCD7hpHFlQ8yPwT3x+QeXqc2T6+n6T+hmABHfDUSM= +cloud.google.com/go v0.112.0/go.mod h1:3jEEVwZ/MHU4djK5t5RHuKOA/GbLddgTdVubX1qnPD4= +cloud.google.com/go/bigquery v1.0.1/go.mod h1:i/xbL2UlR5RvWAURpBYZTtm/cXjCha9lbfbpx4poX+o= +cloud.google.com/go/compute v1.23.3 h1:6sVlXXBmbd7jNX0Ipq0trII3e4n1/MsADLK6a+aiVlk= +cloud.google.com/go/compute v1.23.3/go.mod h1:VCgBUoMnIVIR0CscqQiPJLAG25E3ZRZMzcFZeQ+h8CI= +cloud.google.com/go/compute/metadata v0.2.3 h1:mg4jlk7mCAj6xXp9UJ4fjI9VUI5rubuGBW5aJ7UnBMY= +cloud.google.com/go/compute/metadata v0.2.3/go.mod h1:VAV5nSsACxMJvgaAuX6Pk2AawlZn8kiOGuCv6gTkwuA= +cloud.google.com/go/datastore v1.0.0/go.mod h1:LXYbyblFSglQ5pkeyhO+Qmw7ukd3C+pD7TKLgZqpHYE= +cloud.google.com/go/iam v1.1.5 h1:1jTsCu4bcsNsE4iiqNT5SHwrDRCfRmIaaaVFhRveTJI= +cloud.google.com/go/iam v1.1.5/go.mod h1:rB6P/Ic3mykPbFio+vo7403drjlgvoWfYpJhMXEbzv8= +cloud.google.com/go/storage v1.36.0 h1:P0mOkAcaJxhCTvAkMhxMfrTKiNcub4YmmPBtlhAyTr8= +cloud.google.com/go/storage 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"MODEL_REGISTRY_SCHEME" + modelRegistryBaseUrlDefault = "localhost:8080" + modelRegistrySchemeDefault = "http" +) + +func main() { + if len(os.Args) != 3 { + log.Fatalf("Usage: ./mr-storage-initializer ") + } + + sourceUri := os.Args[1] + destPath := os.Args[2] + + log.Printf("Initializing, args: src_uri [%s] dest_path[ [%s]\n", sourceUri, destPath) + + baseUrl, ok := os.LookupEnv(modelRegistryBaseUrlEnv) + if !ok || baseUrl == "" { + baseUrl = modelRegistryBaseUrlDefault + } + + scheme, ok := os.LookupEnv(modelRegistrySchemeEnv) + if !ok || scheme == "" { + scheme = modelRegistrySchemeDefault + } + + cfg := openapi.NewConfiguration() + cfg.Host = baseUrl + cfg.Scheme = scheme + provider, err := storage.NewModelRegistryProvider(cfg) + if err != nil { + log.Fatalf("Error initiliazing model registry provider: %v", err) + } + + if err := provider.DownloadModel(destPath, "", sourceUri); err != nil { + log.Fatalf(err.Error()) + } +} diff --git a/csi/pkg/storage/modelregistry_provider.go b/csi/pkg/storage/modelregistry_provider.go new file mode 100644 index 00000000..11729366 --- /dev/null +++ b/csi/pkg/storage/modelregistry_provider.go @@ -0,0 +1,133 @@ +package storage + +import ( + "context" + "fmt" + "log" + "regexp" + "strings" + + kserve "github.com/kserve/kserve/pkg/agent/storage" + "github.com/kubeflow/model-registry/pkg/openapi" +) + +const MR kserve.Protocol = "model-registry://" + +type ModelRegistryProvider struct { + Client *openapi.APIClient + Providers map[kserve.Protocol]kserve.Provider +} + +func NewModelRegistryProvider(cfg *openapi.Configuration) (*ModelRegistryProvider, error) { + client := openapi.NewAPIClient(cfg) + + return &ModelRegistryProvider{ + Client: client, + Providers: map[kserve.Protocol]kserve.Provider{}, + }, nil +} + +var _ kserve.Provider = (*ModelRegistryProvider)(nil) + +// storageUri formatted like model-registry://{registeredModelName}/{versionName} +func (p *ModelRegistryProvider) DownloadModel(modelDir string, modelName string, storageUri string) error { + log.Printf("Download model indexed in model registry: modelName=%s, storageUri=%s, modelDir=%s", modelName, storageUri, modelDir) + + // Parse the URI to retrieve the needed information to query model registry (modelArtifact) + mrUri := strings.TrimPrefix(storageUri, string(MR)) + tokens := strings.SplitN(mrUri, "/", 2) + + if len(tokens) == 0 || len(tokens) > 2 { + return fmt.Errorf("invalid model registry URI, use like model-registry://{registeredModelName}/{versionName}") + } + + registeredModelName := tokens[0] + var versionName *string + if len(tokens) == 2 { + versionName = &tokens[1] + } + + // Fetch the registered model + model, _, err := p.Client.ModelRegistryServiceAPI.FindRegisteredModel(context.Background()).Name(registeredModelName).Execute() + if err != nil { + return err + } + + // Fetch model version by name or latest if not specified + var version *openapi.ModelVersion + if versionName != nil { + version, _, err = p.Client.ModelRegistryServiceAPI.FindModelVersion(context.Background()).Name(*versionName).ParentResourceID(*model.Id).Execute() + if err != nil { + return err + } + } else { + versions, _, err := p.Client.ModelRegistryServiceAPI.GetRegisteredModelVersions(context.Background(), *model.Id). + OrderBy(openapi.ORDERBYFIELD_CREATE_TIME). + SortOrder(openapi.SORTORDER_DESC). + Execute() + if err != nil { + return err + } + + if versions.Size == 0 { + return fmt.Errorf("no versions associated to registered model %s", registeredModelName) + } + version = &versions.Items[0] + } + + artifacts, _, err := p.Client.ModelRegistryServiceAPI.GetModelVersionArtifacts(context.Background(), *version.Id). + OrderBy(openapi.ORDERBYFIELD_CREATE_TIME). + SortOrder(openapi.SORTORDER_DESC). + Execute() + if err != nil { + return err + } + + if artifacts.Size == 0 { + return fmt.Errorf("no artifacts associated to model version %s", *version.Id) + } + + modelArtifact := artifacts.Items[0].ModelArtifact + if modelArtifact == nil { + return fmt.Errorf("no model artifact found for model version %s", *version.Id) + } + + // Call appropriate kserve provider based on the indexed model artifact URI + if modelArtifact.Uri == nil { + return fmt.Errorf("model artifact %s has empty URI", *modelArtifact.Id) + } + + protocol, err := extractProtocol(*modelArtifact.Uri) + if err != nil { + return err + } + + provider, err := kserve.GetProvider(p.Providers, protocol) + if err != nil { + return err + } + + modelName = registeredModelName + if version.Name != nil { + modelName = fmt.Sprintf("%s-%s", modelName, *version.Name) + } + + return provider.DownloadModel(modelDir, modelName, *modelArtifact.Uri) +} + +func extractProtocol(storageURI string) (kserve.Protocol, error) { + if storageURI == "" { + return "", fmt.Errorf("there is no storageUri supplied") + } + + if !regexp.MustCompile("\\w+?://").MatchString(storageURI) { + return "", fmt.Errorf("there is no protocol specified for the storageUri") + } + + for _, prefix := range kserve.SupportedProtocols { + if strings.HasPrefix(storageURI, string(prefix)) { + return prefix, nil + } + } + return "", fmt.Errorf("protocol not supported for storageUri") +} diff --git a/csi/scripts/install_modelregistry.sh b/csi/scripts/install_modelregistry.sh new file mode 100755 index 00000000..8f63c31f --- /dev/null +++ b/csi/scripts/install_modelregistry.sh @@ -0,0 +1,48 @@ +set -e +set -o xtrace + +############################################################ +# Help # +############################################################ +Help() { + # Display Help + echo "ModelRegistry install script." + echo + echo "Syntax: [-n NAMESPACE] [-i IMAGE]" + echo "options:" + echo "n Namespace." + echo "i Model registry image." + echo +} + +MR_ROOT=".." + +namespace=kubeflow +image=quay.io/opendatahub/model-registry:latest +while getopts ":hn:i:" option; do + case $option in + h) # display Help + Help + exit;; + n) # override namespace + namespace=$OPTARG;; + i) # override model registry image + image=$OPTARG;; + \?) # Invalid option + echo "Error: Invalid option" + exit;; + esac +done + +# Create namespace if not already existing +if ! kubectl get namespace "$namespace" &> /dev/null; then + kubectl create namespace $namespace +fi +# Apply model-registry kustomize manifests +echo Using model registry image: $image +cd $MR_ROOT/manifests/kustomize/base && kustomize edit set image quay.io/opendatahub/model-registry:latest=${image} && cd - +kubectl -n $namespace apply -k "$MR_ROOT/manifests/kustomize/overlays/postgres" + +# Wait for model registry deployment +modelregistry=$(kubectl get pod -n kubeflow --selector="component=model-registry-server" --output jsonpath='{.items[0].metadata.name}') +kubectl wait --for=condition=Ready pod/$modelregistry -n $namespace --timeout=5m \ No newline at end of file diff --git a/go.mod b/go.mod index e54854ae..0914c301 100644 --- a/go.mod +++ b/go.mod @@ -9,7 +9,7 @@ require ( github.com/spf13/cobra v1.8.0 github.com/spf13/pflag v1.0.5 github.com/spf13/viper v1.18.2 - github.com/stretchr/testify v1.8.4 + github.com/stretchr/testify v1.9.0 github.com/testcontainers/testcontainers-go v0.26.0 google.golang.org/grpc v1.62.0 google.golang.org/protobuf v1.32.0 @@ -25,15 +25,12 @@ require ( go.uber.org/atomic v1.9.0 // indirect go.uber.org/multierr v1.9.0 // indirect gopkg.in/yaml.v3 v3.0.1 // indirect -) - -require ( dario.cat/mergo v1.0.0 // indirect github.com/Azure/go-ansiterm v0.0.0-20210617225240-d185dfc1b5a1 // indirect github.com/Microsoft/go-winio v0.6.1 // indirect github.com/Microsoft/hcsshim v0.11.4 // indirect github.com/cenkalti/backoff/v4 v4.2.1 // indirect - github.com/containerd/containerd v1.7.11 // indirect + github.com/containerd/containerd v1.7.13 // indirect github.com/cpuguy83/dockercfg v0.3.1 // indirect github.com/docker/distribution v2.8.2+incompatible // indirect github.com/docker/docker v24.0.7+incompatible // indirect diff --git a/go.sum b/go.sum index 9b7412de..6e652451 100644 --- a/go.sum +++ b/go.sum @@ -9,8 +9,8 @@ github.com/Microsoft/hcsshim v0.11.4 h1:68vKo2VN8DE9AdN4tnkWnmdhqdbpUFM8OF3Airm7 github.com/Microsoft/hcsshim v0.11.4/go.mod h1:smjE4dvqPX9Zldna+t5FG3rnoHhaB7QYxPRqGcpAD9w= github.com/cenkalti/backoff/v4 v4.2.1 h1:y4OZtCnogmCPw98Zjyt5a6+QwPLGkiQsYW5oUqylYbM= github.com/cenkalti/backoff/v4 v4.2.1/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE= -github.com/containerd/containerd v1.7.11 h1:lfGKw3eU35sjV0aG2eYZTiwFEY1pCzxdzicHP3SZILw= -github.com/containerd/containerd v1.7.11/go.mod h1:5UluHxHTX2rdvYuZ5OJTC5m/KJNs0Zs9wVoJm9zf5ZE= +github.com/containerd/containerd v1.7.13 h1:wPYKIeGMN8vaggSKuV1X0wZulpMz4CrgEsZdaCyB6Is= +github.com/containerd/containerd v1.7.13/go.mod h1:zT3up6yTRfEUa6+GsITYIJNgSVL9NQ4x4h1RPzk0Wu4= github.com/containerd/log v0.1.0 h1:TCJt7ioM2cr/tfR8GPbGf9/VRAX8D2B4PjzCpfX540I= github.com/containerd/log v0.1.0/go.mod h1:VRRf09a7mHDIRezVKTRCrOq78v577GXq3bSa3EhrzVo= github.com/cpuguy83/dockercfg v0.3.1 h1:/FpZ+JaygUR/lZP2NlFI2DVfrOEMAIKP5wWEJdoYe9E= @@ -123,8 +123,9 @@ github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UV github.com/stretchr/testify v1.7.0/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg= github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/h/Wwjteg= github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU= -github.com/stretchr/testify v1.8.4 h1:CcVxjf3Q8PM0mHUKJCdn+eZZtm5yQwehR5yeSVQQcUk= github.com/stretchr/testify v1.8.4/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo= +github.com/stretchr/testify v1.9.0 h1:HtqpIVDClZ4nwg75+f6Lvsy/wHu+3BoSGCbBAcpTsTg= +github.com/stretchr/testify v1.9.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY= github.com/subosito/gotenv v1.6.0 h1:9NlTDc1FTs4qu0DDq7AEtTPNw6SVm7uBMsUCUjABIf8= github.com/subosito/gotenv v1.6.0/go.mod h1:Dk4QP5c2W3ibzajGcXpNraDfq2IrhjMIvMSWPKKo0FU= github.com/testcontainers/testcontainers-go v0.26.0 h1:uqcYdoOHBy1ca7gKODfBd9uTHVK3a7UL848z09MVZ0c= diff --git a/manifests/kustomize/options/istio/kustomization.yaml b/manifests/kustomize/options/istio/kustomization.yaml index 029a6937..91263f9b 100644 --- a/manifests/kustomize/options/istio/kustomization.yaml +++ b/manifests/kustomize/options/istio/kustomization.yaml @@ -1,5 +1,6 @@ apiVersion: kustomize.config.k8s.io/v1beta1 kind: Kustomization +namespace: kubeflow resources: - istio-authorization-policy.yaml diff --git a/manifests/kustomize/options/istio/virtual-service.yaml b/manifests/kustomize/options/istio/virtual-service.yaml index 3544365e..e410e6c9 100644 --- a/manifests/kustomize/options/istio/virtual-service.yaml +++ b/manifests/kustomize/options/istio/virtual-service.yaml @@ -2,7 +2,6 @@ apiVersion: networking.istio.io/v1alpha3 kind: VirtualService metadata: name: model-registry - namespace: kubeflow spec: gateways: - kubeflow-gateway