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/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..30404ce4 --- /dev/null +++ b/csi/README.md @@ -0,0 +1 @@ +TODO \ 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 v1.36.0/go.mod h1:M6M/3V/D3KpzMTJyPOR/HU6n2Si5QdaXYEsng2xgOs8= +github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= +github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo= 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+sigs.k8s.io/structured-merge-diff/v4 v4.4.1/go.mod h1:N8hJocpFajUSSeSJ9bOZ77VzejKZaXsTtZo4/u7Io08= +sigs.k8s.io/yaml v1.4.0 h1:Mk1wCc2gy/F0THH0TAp1QYyJNzRm2KCLy3o5ASXVI5E= diff --git a/csi/main.go b/csi/main.go new file mode 100644 index 00000000..b51ece22 --- /dev/null +++ b/csi/main.go @@ -0,0 +1,49 @@ +package main + +import ( + "log" + "os" + + "github.com/kubeflow/model-registry/csi/pkg/storage" + "github.com/kubeflow/model-registry/pkg/openapi" +) + +const ( + modelRegistryBaseUrlEnv = "MODEL_REGISTRY_BASE_URL" + modelRegistrySchemeEnv = "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") +}