From d6f33ce622c72d1611da804db6e34ee6bd3b7ab9 Mon Sep 17 00:00:00 2001 From: Chaitany Patel Date: Thu, 9 Apr 2026 14:51:50 +0530 Subject: [PATCH 01/96] chore(deps): Bump Go >= 1.24.12 to fix CVE-2025-61726 (#6219) * chore(deps): bump Go >= 1.24.12 to fix CVE-2025-61726 Bump the Go toolchain from 1.22.9 to 1.24.12 in the feast-operator go.mod and Dockerfile to fix CVE-2025-61726 (memory exhaustion in net/url query parameter parsing, CVSS 7.5). Signed-off-by: Chaitany patel Made-with: Cursor * Upgraded Operator SDK Signed-off-by: Chaitany patel --------- Signed-off-by: Chaitany patel --- .../operator-e2e-integration-tests.yml | 2 +- .github/workflows/operator_pr.yml | 2 +- .../workflows/pr_local_integration_tests.yml | 2 +- .github/workflows/registry-rest-api-tests.yml | 2 +- .github/workflows/release.yml | 4 +- infra/feast-operator/.golangci.bck.yml | 55 + infra/feast-operator/.golangci.yml | 80 +- infra/feast-operator/Dockerfile | 3 +- infra/feast-operator/Makefile | 20 +- infra/feast-operator/cmd/main.go | 4 +- .../crd/bases/feast.dev_featurestores.yaml | 1024 ++++++++++------ infra/feast-operator/config/rbac/role.yaml | 60 +- infra/feast-operator/dist/install.yaml | 1084 ++++++++++------- infra/feast-operator/docs/api/markdown/ref.md | 6 - infra/feast-operator/go.mod | 119 +- infra/feast-operator/go.sum | 260 ++-- 16 files changed, 1618 insertions(+), 1109 deletions(-) create mode 100644 infra/feast-operator/.golangci.bck.yml diff --git a/.github/workflows/operator-e2e-integration-tests.yml b/.github/workflows/operator-e2e-integration-tests.yml index bdaa3240702..a0e5e75398f 100644 --- a/.github/workflows/operator-e2e-integration-tests.yml +++ b/.github/workflows/operator-e2e-integration-tests.yml @@ -52,7 +52,7 @@ jobs: - name: Set up Go uses: actions/setup-go@v5 with: - go-version: 1.22.9 + go-version: 1.24.12 - name: Create KIND cluster run: | diff --git a/.github/workflows/operator_pr.yml b/.github/workflows/operator_pr.yml index 8f08c91b890..39066286e53 100644 --- a/.github/workflows/operator_pr.yml +++ b/.github/workflows/operator_pr.yml @@ -14,7 +14,7 @@ jobs: - name: Install Go uses: actions/setup-go@v5 with: - go-version: 1.22.9 + go-version: 1.24.12 - name: Operator tests run: make -C infra/feast-operator test - name: After code formatting, check for uncommitted differences diff --git a/.github/workflows/pr_local_integration_tests.yml b/.github/workflows/pr_local_integration_tests.yml index b607c2c6b1e..4926d9970d2 100644 --- a/.github/workflows/pr_local_integration_tests.yml +++ b/.github/workflows/pr_local_integration_tests.yml @@ -59,7 +59,7 @@ jobs: - name: Install Go uses: actions/setup-go@v5 with: - go-version: 1.22.9 + go-version: 1.24.12 - name: Operator Data Source types test run: make -C infra/feast-operator test-datasources - name: Minimize uv cache diff --git a/.github/workflows/registry-rest-api-tests.yml b/.github/workflows/registry-rest-api-tests.yml index 6175cab3d8f..68be4e9b91d 100644 --- a/.github/workflows/registry-rest-api-tests.yml +++ b/.github/workflows/registry-rest-api-tests.yml @@ -50,7 +50,7 @@ jobs: - name: Set up Go uses: actions/setup-go@v5 with: - go-version: 1.22.9 + go-version: 1.24.12 - name: Create KIND cluster run: | diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 57826d56924..6aaee399480 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -111,7 +111,7 @@ jobs: - name: Install Go uses: actions/setup-go@v2 with: - go-version: 1.22.9 + go-version: 1.24.12 - name: Build & version operator-specific release files run: make -C infra/feast-operator build-installer bundle @@ -144,7 +144,7 @@ jobs: - name: Install Go uses: actions/setup-go@v2 with: - go-version: 1.22.9 + go-version: 1.24.12 - name: Compile Go Test Binaries run: | cd infra/feast-operator diff --git a/infra/feast-operator/.golangci.bck.yml b/infra/feast-operator/.golangci.bck.yml new file mode 100644 index 00000000000..6c104980d43 --- /dev/null +++ b/infra/feast-operator/.golangci.bck.yml @@ -0,0 +1,55 @@ +run: + timeout: 5m + allow-parallel-runners: true + +issues: + # don't skip warning about doc comments + # don't exclude the default set of lint + exclude-use-default: false + # restore some of the defaults + # (fill in the rest as needed) + exclude-rules: + - path: "api/*" + linters: + - lll + - path: "internal/*" + linters: + - dupl + - lll + - path: "test/*" + linters: + - lll + - path: "upgrade/*" + linters: + - lll + - path: "previous-version/*" + linters: + - lll +linters: + disable-all: true + enable: + - dupl + - errcheck + - goconst + - gocyclo + - gofmt + - goimports + - gosimple + - govet + - ineffassign + - lll + - misspell + - nakedret + - ginkgolinter + - prealloc + - revive + - staticcheck + - typecheck + - unconvert + - unparam + - unused + +linters-settings: + revive: + rules: + - name: comment-spacings diff --git a/infra/feast-operator/.golangci.yml b/infra/feast-operator/.golangci.yml index 6c104980d43..4895f41d8fb 100644 --- a/infra/feast-operator/.golangci.yml +++ b/infra/feast-operator/.golangci.yml @@ -1,55 +1,65 @@ +version: "2" run: - timeout: 5m allow-parallel-runners: true - -issues: - # don't skip warning about doc comments - # don't exclude the default set of lint - exclude-use-default: false - # restore some of the defaults - # (fill in the rest as needed) - exclude-rules: - - path: "api/*" - linters: - - lll - - path: "internal/*" - linters: - - dupl - - lll - - path: "test/*" - linters: - - lll - - path: "upgrade/*" - linters: - - lll - - path: "previous-version/*" - linters: - - lll linters: - disable-all: true + default: none enable: - dupl - errcheck + - ginkgolinter - goconst - gocyclo - - gofmt - - goimports - - gosimple - govet - ineffassign - lll - misspell - nakedret - - ginkgolinter - prealloc - revive - staticcheck - - typecheck - unconvert - unparam - unused - -linters-settings: - revive: + settings: + revive: + rules: + - name: comment-spacings + staticcheck: + checks: + - "all" + - "-QF*" + - "-ST*" + exclusions: + generated: lax + presets: [] rules: - - name: comment-spacings + - linters: + - lll + path: api/* + - linters: + - dupl + - lll + path: internal/* + - linters: + - lll + path: test/* + - linters: + - lll + path: upgrade/* + - linters: + - lll + path: previous-version/* + paths: + - third_party$ + - builtin$ + - examples$ +formatters: + enable: + - gofmt + - goimports + exclusions: + generated: lax + paths: + - third_party$ + - builtin$ + - examples$ diff --git a/infra/feast-operator/Dockerfile b/infra/feast-operator/Dockerfile index f0814b25576..e3a4ebbed28 100644 --- a/infra/feast-operator/Dockerfile +++ b/infra/feast-operator/Dockerfile @@ -1,7 +1,8 @@ # Build the manager binary -FROM registry.access.redhat.com/ubi9/go-toolset:1.22.9 AS builder +FROM registry.access.redhat.com/ubi9/go-toolset:1.24 AS builder ARG TARGETOS ARG TARGETARCH +ENV GOTOOLCHAIN=auto # Copy the Go Modules manifests COPY go.mod go.mod diff --git a/infra/feast-operator/Makefile b/infra/feast-operator/Makefile index b845cb2b01b..8dd8e41c2ee 100644 --- a/infra/feast-operator/Makefile +++ b/infra/feast-operator/Makefile @@ -48,7 +48,7 @@ endif # Set the Operator SDK version to use. By default, what is installed on the system is used. # This is useful for CI or a project to utilize a specific version of the operator-sdk toolkit. -OPERATOR_SDK_VERSION ?= v1.38.0 +OPERATOR_SDK_VERSION ?= v1.41.0 # Image URL to use all building/pushing image targets # During development and testing, and before make deploy we need to export FS_IMG to point to # the dev image generated using command `make build-feature-server-dev-docker` @@ -56,7 +56,7 @@ IMG ?= $(IMAGE_TAG_BASE):$(VERSION) FS_IMG ?= quay.io/feastdev/feature-server:$(VERSION) CJ_IMG ?= quay.io/openshift/origin-cli:4.17 # ENVTEST_K8S_VERSION refers to the version of kubebuilder assets to be downloaded by envtest binary. -ENVTEST_K8S_VERSION = 1.30.0 +ENVTEST_K8S_VERSION = 1.31.0 # Get the currently used golang install path (in GOPATH/bin, unless GOBIN is set) ifeq (,$(shell go env GOBIN)) @@ -116,7 +116,7 @@ vet: ## Run go vet against code. .PHONY: test test: build-installer vet lint envtest ## Run tests. - KUBEBUILDER_ASSETS="$(shell $(ENVTEST) use $(ENVTEST_K8S_VERSION) --bin-dir $(LOCALBIN) -p path --use-deprecated-gcs=false)" go test $$(go list ./... | grep -v test/e2e | grep -v test/data-source-types | grep -v test/upgrade | grep -v test/previous-version) -coverprofile cover.out + KUBEBUILDER_ASSETS="$(shell $(ENVTEST) use $(ENVTEST_K8S_VERSION) --bin-dir $(LOCALBIN) -p path)" go test $$(go list ./... | grep -v test/e2e | grep -v test/data-source-types | grep -v test/upgrade | grep -v test/previous-version) -coverprofile cover.out # Utilize Kind or modify the e2e tests to load the image locally, enabling compatibility with other vendors. .PHONY: test-e2e # Run the e2e tests against a Kind k8s instance that is spun up. @@ -239,11 +239,11 @@ GOLANGCI_LINT = $(LOCALBIN)/golangci-lint ENVSUBST = $(LOCALBIN)/envsubst ## Tool Versions -KUSTOMIZE_VERSION ?= v5.4.2 -CONTROLLER_TOOLS_VERSION ?= v0.15.0 -CRD_REF_DOCS_VERSION ?= v0.1.0 -ENVTEST_VERSION ?= release-0.18 -GOLANGCI_LINT_VERSION ?= v1.63.4 +KUSTOMIZE_VERSION ?= v5.4.3 +CONTROLLER_TOOLS_VERSION ?= v0.18.0 +CRD_REF_DOCS_VERSION ?= v0.3.0 +ENVTEST_VERSION ?= release-0.21 +GOLANGCI_LINT_VERSION ?= v2.1.0 ENVSUBST_VERSION ?= v1.4.2 .PHONY: kustomize @@ -264,7 +264,7 @@ $(ENVTEST): $(LOCALBIN) .PHONY: golangci-lint golangci-lint: $(GOLANGCI_LINT) ## Download golangci-lint locally if necessary. $(GOLANGCI_LINT): $(LOCALBIN) - $(call go-install-tool,$(GOLANGCI_LINT),github.com/golangci/golangci-lint/cmd/golangci-lint,$(GOLANGCI_LINT_VERSION)) + $(call go-install-tool,$(GOLANGCI_LINT),github.com/golangci/golangci-lint/v2/cmd/golangci-lint,$(GOLANGCI_LINT_VERSION)) .PHONY: envsubst envsubst: $(ENVSUBST) ## Download envsubst locally if necessary. @@ -338,7 +338,7 @@ ifeq (,$(shell which opm 2>/dev/null)) set -e ;\ mkdir -p $(dir $(OPM)) ;\ OS=$(shell go env GOOS) && ARCH=$(shell go env GOARCH) && \ - curl -sSLo $(OPM) https://github.com/operator-framework/operator-registry/releases/download/v1.23.0/$${OS}-$${ARCH}-opm ;\ + curl -sSLo $(OPM) https://github.com/operator-framework/operator-registry/releases/download/v1.55.0/$${OS}-$${ARCH}-opm ;\ chmod +x $(OPM) ;\ } else diff --git a/infra/feast-operator/cmd/main.go b/infra/feast-operator/cmd/main.go index 4be1777ac72..70f5635fe33 100644 --- a/infra/feast-operator/cmd/main.go +++ b/infra/feast-operator/cmd/main.go @@ -105,7 +105,7 @@ func main() { // Metrics endpoint is enabled in 'config/default/kustomization.yaml'. The Metrics options configure the server. // More info: - // - https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.18.4/pkg/metrics/server + // - https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.21.0/pkg/metrics/server // - https://book.kubebuilder.io/reference/metrics.html metricsServerOptions := metricsserver.Options{ BindAddress: metricsAddr, @@ -123,7 +123,7 @@ func main() { // FilterProvider is used to protect the metrics endpoint with authn/authz. // These configurations ensure that only authorized users and service accounts // can access the metrics endpoint. The RBAC are configured in 'config/rbac/kustomization.yaml'. More info: - // https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.18.4/pkg/metrics/filters#WithAuthenticationAndAuthorization + // https://pkg.go.dev/sigs.k8s.io/controller-runtime@v0.21.0/pkg/metrics/filters#WithAuthenticationAndAuthorization metricsServerOptions.FilterProvider = filters.WithAuthenticationAndAuthorization } diff --git a/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml b/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml index 2631a049fb9..6dcd1143b82 100644 --- a/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml +++ b/infra/feast-operator/config/crd/bases/feast.dev_featurestores.yaml @@ -3,7 +3,7 @@ apiVersion: apiextensions.k8s.io/v1 kind: CustomResourceDefinition metadata: annotations: - controller-gen.kubebuilder.io/version: v0.15.0 + controller-gen.kubebuilder.io/version: v0.18.0 name: featurestores.feast.dev spec: group: feast.dev @@ -167,8 +167,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -267,7 +266,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -286,8 +285,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -333,6 +332,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -374,7 +377,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -557,8 +560,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -657,7 +659,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -676,8 +678,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -762,7 +764,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: |- An empty preferred scheduling term matches all objects with implicit weight 0 @@ -848,9 +850,9 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified by - this field are not met at\nscheduling time, the pod - will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... properties: nodeSelectorTerms: description: Required. A list of node selector terms. @@ -939,7 +941,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -1064,7 +1066,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1082,13 +1084,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified by - this field are not met at\nscheduling time, the pod - will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... items: - description: "Defines a set of pods (namely those matching - the labelSelector\nrelative to the given namespace(s)) - that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -1205,7 +1207,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1218,9 +1220,9 @@ spec: (e.g. avoid putting this pod in the same node, zone, etc. properties: preferredDuringSchedulingIgnoredDuringExecution: - description: "The scheduler will prefer to schedule pods - to nodes that satisfy\nthe anti-affinity expressions - specified by this field, " + description: |- + The scheduler will prefer to schedule pods to nodes that satisfy + the anti-affinity expressions specified by this field,... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -1345,7 +1347,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1363,13 +1365,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the anti-affinity requirements specified - by this field are not met at\nscheduling time, the pod - will not be scheduled " + description: |- + If the anti-affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled... items: - description: "Defines a set of pods (namely those matching - the labelSelector\nrelative to the given namespace(s)) - that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -1486,7 +1488,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1684,8 +1686,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -1785,7 +1786,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -1804,8 +1805,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -1867,6 +1868,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -2194,8 +2199,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -2295,7 +2299,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -2314,8 +2318,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -2377,6 +2381,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -2752,8 +2760,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -2856,7 +2863,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -2875,8 +2882,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -2942,6 +2950,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -3223,9 +3235,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object scaleUp: description: scaleUp is scaling policy for scaling @@ -3270,9 +3291,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object type: object maxReplicas: @@ -3287,12 +3317,12 @@ spec: items: description: |- MetricSpec specifies how to scale based on a single metric - (only `type` and one other matching field should be set at on + (only `type` and one other matching field should be set at... properties: containerResource: description: |- containerResource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes descr + requests and limits) known to Kubernetes... properties: container: description: container is the name of the container @@ -3307,10 +3337,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3357,10 +3386,9 @@ spec: metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label selector - for the given metric\nWhen set, it is - passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is a list @@ -3411,10 +3439,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3480,10 +3507,9 @@ spec: metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label selector - for the given metric\nWhen set, it is - passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is a list @@ -3534,10 +3560,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3573,7 +3598,7 @@ spec: pods: description: |- pods refers to a metric describing each pod in the current scale target - (for example, transactions-processed-per-second) + (for example,... properties: metric: description: metric identifies the target metric @@ -3584,10 +3609,9 @@ spec: metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label selector - for the given metric\nWhen set, it is - passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is a list @@ -3638,10 +3662,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3676,7 +3699,7 @@ spec: resource: description: |- resource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes describing eac + requests and limits) known to Kubernetes describing... properties: name: description: name is the name of the resource @@ -3687,10 +3710,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3784,6 +3806,10 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. properties: @@ -3822,13 +3848,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -3939,7 +3970,7 @@ spec: nodeAffinityPolicy: description: |- NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector - when calculating pod topology spread skew + when calculating pod topology spread... type: string nodeTaintsPolicy: description: |- @@ -3975,8 +4006,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -4075,7 +4105,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -4094,8 +4124,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -4156,6 +4186,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -4324,7 +4358,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the volume @@ -4366,6 +4400,7 @@ spec: blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -4374,9 +4409,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -4407,7 +4443,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: monitors: description: |- @@ -4455,7 +4491,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -4501,7 +4537,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -4541,7 +4577,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver that @@ -4553,7 +4589,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -4615,7 +4651,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -4864,9 +4900,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide identifiers - (wwids)\nEither wwids or combination of targetWWNs - and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -4901,7 +4937,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -4922,7 +4958,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -4932,7 +4968,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -4961,7 +4997,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -4979,9 +5015,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount on the + host that shares a pod's lifetime. properties: endpoints: description: |- @@ -5021,6 +5056,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -5046,6 +5097,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -5136,7 +5188,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -5153,7 +5205,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -5183,10 +5235,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected along - with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod to @@ -5266,7 +5321,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -5337,7 +5392,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -5386,7 +5441,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -5452,7 +5507,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: group: description: |- @@ -5467,12 +5522,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -5488,9 +5543,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount on + the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the volume @@ -5502,6 +5556,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -5516,6 +5571,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -5543,6 +5599,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -5557,6 +5614,7 @@ spec: attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -5594,6 +5652,7 @@ spec: with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -5628,7 +5687,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -5703,7 +5762,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume attached - and mounted on kubelets host machine + and mounted on kubelets host machine. properties: fsType: description: |- @@ -5898,8 +5957,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -5999,7 +6057,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -6018,8 +6076,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -6066,6 +6124,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -6107,7 +6169,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -6293,8 +6355,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -6394,7 +6455,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -6413,8 +6474,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -6500,7 +6561,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: |- An empty preferred scheduling term matches all objects with implicit weight 0 @@ -6587,9 +6648,9 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified - by this field are not met at\nscheduling time, the - pod will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... properties: nodeSelectorTerms: description: Required. A list of node selector @@ -6678,7 +6739,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -6806,7 +6867,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -6824,13 +6885,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified - by this field are not met at\nscheduling time, the - pod will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... items: - description: "Defines a set of pods (namely those - matching the labelSelector\nrelative to the given - namespace(s)) that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -6947,7 +7008,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -6961,9 +7022,9 @@ spec: etc. properties: preferredDuringSchedulingIgnoredDuringExecution: - description: "The scheduler will prefer to schedule - pods to nodes that satisfy\nthe anti-affinity expressions - specified by this field, " + description: |- + The scheduler will prefer to schedule pods to nodes that satisfy + the anti-affinity expressions specified by this field,... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -7091,7 +7152,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -7109,13 +7170,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the anti-affinity requirements specified - by this field are not met at\nscheduling time, the - pod will not be scheduled " + description: |- + If the anti-affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled... items: - description: "Defines a set of pods (namely those - matching the labelSelector\nrelative to the given - namespace(s)) that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -7232,7 +7293,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -7433,8 +7494,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -7537,7 +7597,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -7556,8 +7616,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -7619,6 +7680,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -7951,8 +8016,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -8055,7 +8119,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -8074,8 +8138,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -8137,6 +8202,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -8521,8 +8590,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment @@ -8627,7 +8695,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -8646,9 +8714,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be - a C_IDENTIFIER. + description: Optional text to prepend to + the name of each environment variable. + Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -8714,6 +8782,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -9004,9 +9076,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object scaleUp: description: scaleUp is scaling policy for scaling @@ -9052,9 +9133,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object type: object maxReplicas: @@ -9069,12 +9159,12 @@ spec: items: description: |- MetricSpec specifies how to scale based on a single metric - (only `type` and one other matching field should be set at on + (only `type` and one other matching field should be set at... properties: containerResource: description: |- containerResource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes descr + requests and limits) known to Kubernetes... properties: container: description: container is the name of the @@ -9089,10 +9179,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9139,10 +9228,9 @@ spec: given metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label - selector for the given metric\nWhen - set, it is passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is @@ -9193,10 +9281,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9263,10 +9350,9 @@ spec: given metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label - selector for the given metric\nWhen - set, it is passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is @@ -9317,10 +9403,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9356,7 +9441,7 @@ spec: pods: description: |- pods refers to a metric describing each pod in the current scale target - (for example, transactions-processed-per-second) + (for example,... properties: metric: description: metric identifies the target @@ -9367,10 +9452,9 @@ spec: given metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label - selector for the given metric\nWhen - set, it is passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is @@ -9421,10 +9505,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9459,7 +9542,7 @@ spec: resource: description: |- resource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes describing eac + requests and limits) known to Kubernetes describing... properties: name: description: name is the name of the resource @@ -9470,10 +9553,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9567,6 +9649,11 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the + Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. @@ -9606,13 +9693,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -9726,7 +9818,7 @@ spec: nodeAffinityPolicy: description: |- NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector - when calculating pod topology spread skew + when calculating pod topology spread... type: string nodeTaintsPolicy: description: |- @@ -9762,8 +9854,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -9863,7 +9954,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -9882,8 +9973,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -9945,6 +10036,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -10113,7 +10208,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the @@ -10155,6 +10250,7 @@ spec: the blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -10163,9 +10259,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -10196,7 +10293,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: monitors: description: |- @@ -10245,7 +10342,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -10291,7 +10388,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -10331,7 +10428,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver @@ -10344,7 +10441,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -10408,7 +10505,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -10660,9 +10757,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide - identifiers (wwids)\nEither wwids or combination - of targetWWNs and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -10697,7 +10794,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -10718,7 +10815,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -10728,7 +10825,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -10757,7 +10854,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -10775,9 +10872,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount + on the host that shares a pod's lifetime. properties: endpoints: description: |- @@ -10817,6 +10913,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -10842,6 +10954,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -10933,7 +11046,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -10950,7 +11063,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -10980,10 +11093,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected - along with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod @@ -11064,7 +11180,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -11137,7 +11253,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -11186,7 +11302,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -11252,7 +11368,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: group: description: |- @@ -11267,12 +11383,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -11288,9 +11404,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount + on the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the @@ -11302,6 +11417,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -11316,6 +11432,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -11343,6 +11460,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -11357,6 +11475,7 @@ spec: volume attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -11394,6 +11513,7 @@ spec: communication with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -11428,7 +11548,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -11503,7 +11623,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -11608,10 +11728,7 @@ spec: - Unknown type: string type: - description: |- - type of condition in CamelCase or in foo.example.com/CamelCase. - --- - Many .condition. + description: type of condition in CamelCase or in foo.example.com/CamelCase. maxLength: 316 pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$ type: string @@ -11782,8 +11899,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -11882,7 +11998,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -11901,8 +12017,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -11948,6 +12064,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -11989,7 +12109,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -12172,8 +12292,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -12272,7 +12391,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -12291,8 +12410,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -12546,8 +12665,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -12647,7 +12765,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -12666,8 +12784,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -12729,6 +12847,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -13056,8 +13178,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -13157,7 +13278,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -13176,8 +13297,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -13239,6 +13360,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -13584,8 +13709,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -13688,7 +13812,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -13707,8 +13831,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -13774,6 +13899,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -14044,6 +14173,10 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. properties: @@ -14082,13 +14215,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -14145,8 +14283,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -14245,7 +14382,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -14264,8 +14401,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -14326,6 +14463,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -14494,7 +14635,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the volume @@ -14536,6 +14677,7 @@ spec: blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -14544,9 +14686,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -14577,7 +14720,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: monitors: description: |- @@ -14625,7 +14768,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -14671,7 +14814,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -14711,7 +14854,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver that @@ -14723,7 +14866,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -14785,7 +14928,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -15034,9 +15177,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide identifiers - (wwids)\nEither wwids or combination of targetWWNs - and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -15071,7 +15214,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -15092,7 +15235,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -15102,7 +15245,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -15131,7 +15274,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -15149,9 +15292,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount on the + host that shares a pod's lifetime. properties: endpoints: description: |- @@ -15191,6 +15333,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -15216,6 +15374,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -15306,7 +15465,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -15323,7 +15482,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -15353,10 +15512,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected along - with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod to @@ -15436,7 +15598,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -15507,7 +15669,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -15556,7 +15718,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -15622,7 +15784,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: group: description: |- @@ -15637,12 +15799,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -15658,9 +15820,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount on + the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the volume @@ -15672,6 +15833,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -15686,6 +15848,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -15713,6 +15876,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -15727,6 +15891,7 @@ spec: attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -15764,6 +15929,7 @@ spec: with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -15798,7 +15964,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -15873,7 +16039,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume attached - and mounted on kubelets host machine + and mounted on kubelets host machine. properties: fsType: description: |- @@ -15989,8 +16155,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -16090,7 +16255,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -16109,8 +16274,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -16157,6 +16322,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -16198,7 +16367,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -16384,8 +16553,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -16485,7 +16653,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -16504,8 +16672,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -16763,8 +16931,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -16867,7 +17034,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -16886,8 +17053,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -16949,6 +17117,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -17281,8 +17453,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -17385,7 +17556,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -17404,8 +17575,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -17467,6 +17639,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -17821,8 +17997,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment @@ -17927,7 +18102,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -17946,9 +18121,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be - a C_IDENTIFIER. + description: Optional text to prepend to + the name of each environment variable. + Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -18014,6 +18189,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -18292,6 +18471,11 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the + Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. @@ -18331,13 +18515,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -18395,8 +18584,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -18496,7 +18684,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -18515,8 +18703,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -18578,6 +18766,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -18746,7 +18938,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the @@ -18788,6 +18980,7 @@ spec: the blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -18796,9 +18989,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -18829,7 +19023,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: monitors: description: |- @@ -18878,7 +19072,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -18924,7 +19118,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -18964,7 +19158,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver @@ -18977,7 +19171,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -19041,7 +19235,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -19293,9 +19487,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide - identifiers (wwids)\nEither wwids or combination - of targetWWNs and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -19330,7 +19524,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -19351,7 +19545,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -19361,7 +19555,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -19390,7 +19584,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -19408,9 +19602,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount + on the host that shares a pod's lifetime. properties: endpoints: description: |- @@ -19450,6 +19643,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -19475,6 +19684,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -19566,7 +19776,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -19583,7 +19793,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -19613,10 +19823,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected - along with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod @@ -19697,7 +19910,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -19770,7 +19983,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -19819,7 +20032,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -19885,7 +20098,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: group: description: |- @@ -19900,12 +20113,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -19921,9 +20134,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount + on the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the @@ -19935,6 +20147,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -19949,6 +20162,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -19976,6 +20190,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -19990,6 +20205,7 @@ spec: volume attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -20027,6 +20243,7 @@ spec: communication with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -20061,7 +20278,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -20136,7 +20353,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -20210,10 +20427,7 @@ spec: - Unknown type: string type: - description: |- - type of condition in CamelCase or in foo.example.com/CamelCase. - --- - Many .condition. + description: type of condition in CamelCase or in foo.example.com/CamelCase. maxLength: 316 pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$ type: string diff --git a/infra/feast-operator/config/rbac/role.yaml b/infra/feast-operator/config/rbac/role.yaml index c5dc4850303..0c1bd7be84b 100644 --- a/infra/feast-operator/config/rbac/role.yaml +++ b/infra/feast-operator/config/rbac/role.yaml @@ -5,9 +5,12 @@ metadata: name: manager-role rules: - apiGroups: - - apps + - "" resources: - - deployments + - configmaps + - persistentvolumeclaims + - serviceaccounts + - services verbs: - create - delete @@ -16,65 +19,62 @@ rules: - update - watch - apiGroups: - - authentication.k8s.io + - "" resources: - - tokenreviews + - namespaces + - pods + - secrets + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - pods/exec verbs: - create - apiGroups: - - autoscaling + - apps resources: - - horizontalpodautoscalers + - deployments verbs: - create - delete - get - list - - patch - update - watch - apiGroups: - - batch + - authentication.k8s.io resources: - - cronjobs + - tokenreviews verbs: - create - - delete - - get - - list - - patch - - update - - watch - apiGroups: - - "" + - autoscaling resources: - - configmaps - - persistentvolumeclaims - - serviceaccounts - - services + - horizontalpodautoscalers verbs: - create - delete - get - list + - patch - update - watch - apiGroups: - - "" + - batch resources: - - namespaces - - pods - - secrets + - cronjobs verbs: + - create + - delete - get - list + - patch + - update - watch -- apiGroups: - - "" - resources: - - pods/exec - verbs: - - create - apiGroups: - feast.dev resources: diff --git a/infra/feast-operator/dist/install.yaml b/infra/feast-operator/dist/install.yaml index 558279cd396..93c6937f5e1 100644 --- a/infra/feast-operator/dist/install.yaml +++ b/infra/feast-operator/dist/install.yaml @@ -11,7 +11,7 @@ apiVersion: apiextensions.k8s.io/v1 kind: CustomResourceDefinition metadata: annotations: - controller-gen.kubebuilder.io/version: v0.15.0 + controller-gen.kubebuilder.io/version: v0.18.0 name: featurestores.feast.dev spec: group: feast.dev @@ -175,8 +175,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -275,7 +274,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -294,8 +293,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -341,6 +340,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -382,7 +385,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -565,8 +568,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -665,7 +667,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -684,8 +686,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -770,7 +772,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: |- An empty preferred scheduling term matches all objects with implicit weight 0 @@ -856,9 +858,9 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified by - this field are not met at\nscheduling time, the pod - will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... properties: nodeSelectorTerms: description: Required. A list of node selector terms. @@ -947,7 +949,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -1072,7 +1074,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1090,13 +1092,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified by - this field are not met at\nscheduling time, the pod - will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... items: - description: "Defines a set of pods (namely those matching - the labelSelector\nrelative to the given namespace(s)) - that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -1213,7 +1215,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1226,9 +1228,9 @@ spec: (e.g. avoid putting this pod in the same node, zone, etc. properties: preferredDuringSchedulingIgnoredDuringExecution: - description: "The scheduler will prefer to schedule pods - to nodes that satisfy\nthe anti-affinity expressions - specified by this field, " + description: |- + The scheduler will prefer to schedule pods to nodes that satisfy + the anti-affinity expressions specified by this field,... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -1353,7 +1355,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1371,13 +1373,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the anti-affinity requirements specified - by this field are not met at\nscheduling time, the pod - will not be scheduled " + description: |- + If the anti-affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled... items: - description: "Defines a set of pods (namely those matching - the labelSelector\nrelative to the given namespace(s)) - that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -1494,7 +1496,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -1692,8 +1694,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -1793,7 +1794,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -1812,8 +1813,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -1875,6 +1876,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -2202,8 +2207,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -2303,7 +2307,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -2322,8 +2326,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -2385,6 +2389,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -2760,8 +2768,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -2864,7 +2871,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -2883,8 +2890,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -2950,6 +2958,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -3231,9 +3243,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object scaleUp: description: scaleUp is scaling policy for scaling @@ -3278,9 +3299,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object type: object maxReplicas: @@ -3295,12 +3325,12 @@ spec: items: description: |- MetricSpec specifies how to scale based on a single metric - (only `type` and one other matching field should be set at on + (only `type` and one other matching field should be set at... properties: containerResource: description: |- containerResource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes descr + requests and limits) known to Kubernetes... properties: container: description: container is the name of the container @@ -3315,10 +3345,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3365,10 +3394,9 @@ spec: metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label selector - for the given metric\nWhen set, it is - passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is a list @@ -3419,10 +3447,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3488,10 +3515,9 @@ spec: metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label selector - for the given metric\nWhen set, it is - passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is a list @@ -3542,10 +3568,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3581,7 +3606,7 @@ spec: pods: description: |- pods refers to a metric describing each pod in the current scale target - (for example, transactions-processed-per-second) + (for example,... properties: metric: description: metric identifies the target metric @@ -3592,10 +3617,9 @@ spec: metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label selector - for the given metric\nWhen set, it is - passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is a list @@ -3646,10 +3670,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3684,7 +3707,7 @@ spec: resource: description: |- resource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes describing eac + requests and limits) known to Kubernetes describing... properties: name: description: name is the name of the resource @@ -3695,10 +3718,9 @@ spec: for the given metric properties: averageUtilization: - description: "averageUtilization is the - target value of the average of the\nresource - metric across all relevant pods, represented - as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -3792,6 +3814,10 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. properties: @@ -3830,13 +3856,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -3947,7 +3978,7 @@ spec: nodeAffinityPolicy: description: |- NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector - when calculating pod topology spread skew + when calculating pod topology spread... type: string nodeTaintsPolicy: description: |- @@ -3983,8 +4014,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -4083,7 +4113,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -4102,8 +4132,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -4164,6 +4194,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -4332,7 +4366,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the volume @@ -4374,6 +4408,7 @@ spec: blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -4382,9 +4417,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -4415,7 +4451,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: monitors: description: |- @@ -4463,7 +4499,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -4509,7 +4545,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -4549,7 +4585,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver that @@ -4561,7 +4597,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -4623,7 +4659,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -4872,9 +4908,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide identifiers - (wwids)\nEither wwids or combination of targetWWNs - and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -4909,7 +4945,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -4930,7 +4966,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -4940,7 +4976,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -4969,7 +5005,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -4987,9 +5023,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount on the + host that shares a pod's lifetime. properties: endpoints: description: |- @@ -5029,6 +5064,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -5054,6 +5105,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -5144,7 +5196,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -5161,7 +5213,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -5191,10 +5243,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected along - with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod to @@ -5274,7 +5329,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -5345,7 +5400,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -5394,7 +5449,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -5460,7 +5515,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: group: description: |- @@ -5475,12 +5530,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -5496,9 +5551,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount on + the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the volume @@ -5510,6 +5564,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -5524,6 +5579,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -5551,6 +5607,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -5565,6 +5622,7 @@ spec: attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -5602,6 +5660,7 @@ spec: with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -5636,7 +5695,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -5711,7 +5770,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume attached - and mounted on kubelets host machine + and mounted on kubelets host machine. properties: fsType: description: |- @@ -5906,8 +5965,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -6007,7 +6065,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -6026,8 +6084,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -6074,6 +6132,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -6115,7 +6177,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -6301,8 +6363,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -6402,7 +6463,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -6421,8 +6482,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -6508,7 +6569,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: |- An empty preferred scheduling term matches all objects with implicit weight 0 @@ -6595,9 +6656,9 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified - by this field are not met at\nscheduling time, the - pod will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... properties: nodeSelectorTerms: description: Required. A list of node selector @@ -6686,7 +6747,7 @@ spec: preferredDuringSchedulingIgnoredDuringExecution: description: |- The scheduler will prefer to schedule pods to nodes that satisfy - the affinity expressions specified by this field, but i + the affinity expressions specified by this field, but... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -6814,7 +6875,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -6832,13 +6893,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the affinity requirements specified - by this field are not met at\nscheduling time, the - pod will not be scheduled onto " + description: |- + If the affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled onto... items: - description: "Defines a set of pods (namely those - matching the labelSelector\nrelative to the given - namespace(s)) that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -6955,7 +7016,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -6969,9 +7030,9 @@ spec: etc. properties: preferredDuringSchedulingIgnoredDuringExecution: - description: "The scheduler will prefer to schedule - pods to nodes that satisfy\nthe anti-affinity expressions - specified by this field, " + description: |- + The scheduler will prefer to schedule pods to nodes that satisfy + the anti-affinity expressions specified by this field,... items: description: The weights of all of the matched WeightedPodAffinityTerm fields are added per-node to find the most preferred @@ -7099,7 +7160,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -7117,13 +7178,13 @@ spec: type: array x-kubernetes-list-type: atomic requiredDuringSchedulingIgnoredDuringExecution: - description: "If the anti-affinity requirements specified - by this field are not met at\nscheduling time, the - pod will not be scheduled " + description: |- + If the anti-affinity requirements specified by this field are not met at + scheduling time, the pod will not be scheduled... items: - description: "Defines a set of pods (namely those - matching the labelSelector\nrelative to the given - namespace(s)) that this pod should " + description: |- + Defines a set of pods (namely those matching the labelSelector + relative to the given namespace(s)) that this pod should... properties: labelSelector: description: |- @@ -7240,7 +7301,7 @@ spec: topologyKey: description: |- This pod should be co-located (affinity) or not co-located (anti-affinity) with the pods matching - the labelSelector in t + the labelSelector in... type: string required: - topologyKey @@ -7441,8 +7502,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -7545,7 +7605,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -7564,8 +7624,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -7627,6 +7688,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -7959,8 +8024,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -8063,7 +8127,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -8082,8 +8146,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -8145,6 +8210,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -8529,8 +8598,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment @@ -8635,7 +8703,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -8654,9 +8722,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be - a C_IDENTIFIER. + description: Optional text to prepend to + the name of each environment variable. + Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -8722,6 +8790,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -9012,9 +9084,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object scaleUp: description: scaleUp is scaling policy for scaling @@ -9060,9 +9141,18 @@ spec: stabilizationWindowSeconds: description: |- stabilizationWindowSeconds is the number of seconds for which past recommendations should be - considered while scaling up + considered while scaling... format: int32 type: integer + tolerance: + anyOf: + - type: integer + - type: string + description: |- + tolerance is the tolerance on the ratio between the current and desired + metric value under which no updates are made to... + pattern: ^(\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))(([KMGTPE]i)|[numkMGTPE]|([eE](\+|-)?(([0-9]+(\.[0-9]*)?)|(\.[0-9]+))))?$ + x-kubernetes-int-or-string: true type: object type: object maxReplicas: @@ -9077,12 +9167,12 @@ spec: items: description: |- MetricSpec specifies how to scale based on a single metric - (only `type` and one other matching field should be set at on + (only `type` and one other matching field should be set at... properties: containerResource: description: |- containerResource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes descr + requests and limits) known to Kubernetes... properties: container: description: container is the name of the @@ -9097,10 +9187,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9147,10 +9236,9 @@ spec: given metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label - selector for the given metric\nWhen - set, it is passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is @@ -9201,10 +9289,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9271,10 +9358,9 @@ spec: given metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label - selector for the given metric\nWhen - set, it is passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is @@ -9325,10 +9411,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9364,7 +9449,7 @@ spec: pods: description: |- pods refers to a metric describing each pod in the current scale target - (for example, transactions-processed-per-second) + (for example,... properties: metric: description: metric identifies the target @@ -9375,10 +9460,9 @@ spec: given metric type: string selector: - description: "selector is the string-encoded - form of a standard kubernetes label - selector for the given metric\nWhen - set, it is passed " + description: |- + selector is the string-encoded form of a standard kubernetes label selector for the given metric + When set, it is passed... properties: matchExpressions: description: matchExpressions is @@ -9429,10 +9513,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9467,7 +9550,7 @@ spec: resource: description: |- resource refers to a resource metric (such as those specified in - requests and limits) known to Kubernetes describing eac + requests and limits) known to Kubernetes describing... properties: name: description: name is the name of the resource @@ -9478,10 +9561,9 @@ spec: value for the given metric properties: averageUtilization: - description: "averageUtilization is - the target value of the average of - the\nresource metric across all relevant - pods, represented as a " + description: |- + averageUtilization is the target value of the average of the + resource metric across all relevant pods, represented as a... format: int32 type: integer averageValue: @@ -9575,6 +9657,11 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the + Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. @@ -9614,13 +9701,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -9734,7 +9826,7 @@ spec: nodeAffinityPolicy: description: |- NodeAffinityPolicy indicates how we will treat Pod's nodeAffinity/nodeSelector - when calculating pod topology spread skew + when calculating pod topology spread... type: string nodeTaintsPolicy: description: |- @@ -9770,8 +9862,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -9871,7 +9962,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -9890,8 +9981,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -9953,6 +10044,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -10121,7 +10216,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the @@ -10163,6 +10258,7 @@ spec: the blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -10171,9 +10267,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -10204,7 +10301,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: monitors: description: |- @@ -10253,7 +10350,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -10299,7 +10396,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -10339,7 +10436,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver @@ -10352,7 +10449,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -10416,7 +10513,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -10668,9 +10765,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide - identifiers (wwids)\nEither wwids or combination - of targetWWNs and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -10705,7 +10802,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -10726,7 +10823,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -10736,7 +10833,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -10765,7 +10862,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -10783,9 +10880,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount + on the host that shares a pod's lifetime. properties: endpoints: description: |- @@ -10825,6 +10921,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -10850,6 +10962,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -10941,7 +11054,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -10958,7 +11071,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -10988,10 +11101,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected - along with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod @@ -11072,7 +11188,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -11145,7 +11261,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -11194,7 +11310,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -11260,7 +11376,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: group: description: |- @@ -11275,12 +11391,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -11296,9 +11412,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount + on the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the @@ -11310,6 +11425,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -11324,6 +11440,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -11351,6 +11468,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -11365,6 +11483,7 @@ spec: volume attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -11402,6 +11521,7 @@ spec: communication with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -11436,7 +11556,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -11511,7 +11631,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -11616,10 +11736,7 @@ spec: - Unknown type: string type: - description: |- - type of condition in CamelCase or in foo.example.com/CamelCase. - --- - Many .condition. + description: type of condition in CamelCase or in foo.example.com/CamelCase. maxLength: 316 pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$ type: string @@ -11790,8 +11907,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -11890,7 +12006,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -11909,8 +12025,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -11956,6 +12072,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -11997,7 +12117,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -12180,8 +12300,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -12280,7 +12399,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -12299,8 +12418,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -12554,8 +12673,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -12655,7 +12773,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -12674,8 +12792,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -12737,6 +12855,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -13064,8 +13186,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -13165,7 +13286,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -13184,8 +13305,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -13247,6 +13368,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -13592,8 +13717,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -13696,7 +13820,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -13715,8 +13839,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -13782,6 +13907,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -14052,6 +14181,10 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. properties: @@ -14090,13 +14223,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -14153,8 +14291,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's value. @@ -14253,7 +14390,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of a set - of ConfigMaps + of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -14272,8 +14409,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to each - key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name of + each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -14334,6 +14471,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for a request + in the referenced claim. + type: string required: - name type: object @@ -14502,7 +14643,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the volume @@ -14544,6 +14685,7 @@ spec: blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -14552,9 +14694,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -14585,7 +14728,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: monitors: description: |- @@ -14633,7 +14776,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -14679,7 +14822,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -14719,7 +14862,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver that @@ -14731,7 +14874,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -14793,7 +14936,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -15042,9 +15185,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide identifiers - (wwids)\nEither wwids or combination of targetWWNs - and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -15079,7 +15222,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -15100,7 +15243,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -15110,7 +15253,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -15139,7 +15282,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -15157,9 +15300,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount on the + host that shares a pod's lifetime. properties: endpoints: description: |- @@ -15199,6 +15341,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -15224,6 +15382,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -15314,7 +15473,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -15331,7 +15490,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -15361,10 +15520,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected along - with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod to @@ -15444,7 +15606,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -15515,7 +15677,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -15564,7 +15726,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -15630,7 +15792,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the host - that shares a pod's lifetime + that shares a pod's lifetime. properties: group: description: |- @@ -15645,12 +15807,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -15666,9 +15828,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount on + the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the volume @@ -15680,6 +15841,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -15694,6 +15856,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -15721,6 +15884,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -15735,6 +15899,7 @@ spec: attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -15772,6 +15937,7 @@ spec: with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -15806,7 +15972,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -15881,7 +16047,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume attached - and mounted on kubelets host machine + and mounted on kubelets host machine. properties: fsType: description: |- @@ -15997,8 +16163,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -16098,7 +16263,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -16117,8 +16282,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -16165,6 +16330,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -16206,7 +16375,7 @@ spec: activeDeadlineSeconds: description: |- Specifies the duration in seconds relative to the startTime that the job - may be continuously active before the system tr + may be continuously active before the system... format: int64 type: integer backoffLimit: @@ -16392,8 +16561,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -16493,7 +16661,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -16512,8 +16680,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -16771,8 +16939,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -16875,7 +17042,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -16894,8 +17061,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -16957,6 +17125,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -17289,8 +17461,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -17393,7 +17564,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -17412,8 +17583,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the + name of each environment variable. Must be + a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -17475,6 +17647,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -17829,8 +18005,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment @@ -17935,7 +18110,7 @@ spec: envFrom: items: description: EnvFromSource represents the source - of a set of ConfigMaps + of a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -17954,9 +18129,9 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend - to each key in the ConfigMap. Must be - a C_IDENTIFIER. + description: Optional text to prepend to + the name of each environment variable. + Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -18022,6 +18197,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen + for a request in the referenced claim. + type: string required: - name type: object @@ -18300,6 +18479,11 @@ spec: Defaults to user specified in image metadata if unspecified. format: int64 type: integer + seLinuxChangePolicy: + description: seLinuxChangePolicy defines how the container's + SELinux label is applied to all volumes used by the + Pod. + type: string seLinuxOptions: description: The SELinux context to be applied to all containers. @@ -18339,13 +18523,18 @@ spec: type: object supplementalGroups: description: |- - A list of groups applied to the first process run in each container, in addition - to the container's primary GID, the fsG + A list of groups applied to the first process run in each container, in + addition to the container's primary GID and... items: format: int64 type: integer type: array x-kubernetes-list-type: atomic + supplementalGroupsPolicy: + description: |- + Defines how supplemental groups of the first container processes are calculated. + Valid values are "Merge" and "Strict". + type: string sysctls: description: Sysctls hold a list of namespaced sysctls used for the pod. @@ -18403,8 +18592,7 @@ spec: value: description: |- Variable references $(VAR_NAME) are expanded - using the previously defined environment variables in the container and - any + using the previously defined environment variables in the container and... type: string valueFrom: description: Source for the environment variable's @@ -18504,7 +18692,7 @@ spec: envFrom: items: description: EnvFromSource represents the source of - a set of ConfigMaps + a set of ConfigMaps or Secrets properties: configMapRef: description: The ConfigMap to select from @@ -18523,8 +18711,8 @@ spec: type: object x-kubernetes-map-type: atomic prefix: - description: An optional identifier to prepend to - each key in the ConfigMap. Must be a C_IDENTIFIER. + description: Optional text to prepend to the name + of each environment variable. Must be a C_IDENTIFIER. type: string secretRef: description: The Secret to select from @@ -18586,6 +18774,10 @@ spec: Name must match the name of one entry in pod.spec.resourceClaims of the Pod where this field is used. type: string + request: + description: Request is the name chosen for + a request in the referenced claim. + type: string required: - name type: object @@ -18754,7 +18946,7 @@ spec: awsElasticBlockStore: description: |- awsElasticBlockStore represents an AWS Disk resource that is attached to a - kubelet's host machine and then exposed to th + kubelet's host machine and then exposed to... properties: fsType: description: fsType is the filesystem type of the @@ -18796,6 +18988,7 @@ spec: the blob storage type: string fsType: + default: ext4 description: |- fsType is Filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -18804,9 +18997,10 @@ spec: kind: description: 'kind expected values are Shared: multiple blob disks per storage account Dedicated: single - blob disk per storage accoun' + blob disk per storage...' type: string readOnly: + default: false description: |- readOnly Defaults to false (read/write). ReadOnly here will force the ReadOnly setting in VolumeMounts. @@ -18837,7 +19031,7 @@ spec: type: object cephfs: description: cephFS represents a Ceph FS mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: monitors: description: |- @@ -18886,7 +19080,7 @@ spec: cinder: description: |- cinder represents a cinder volume attached and mounted on kubelets host machine. - More info: https://examples.k8s. + Deprecated: Cinder is deprecated. properties: fsType: description: |- @@ -18932,7 +19126,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -18972,7 +19166,7 @@ spec: csi: description: csi (Container Storage Interface) represents ephemeral storage that is handled by certain external - CSI drivers (Beta fea + CSI drivers. properties: driver: description: driver is the name of the CSI driver @@ -18985,7 +19179,7 @@ spec: nodePublishSecretRef: description: |- nodePublishSecretRef is a reference to the secret object containing - sensitive information to pass to the CSI driver to c + sensitive information to pass to the CSI driver to... properties: name: default: "" @@ -19049,7 +19243,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -19301,9 +19495,9 @@ spec: type: array x-kubernetes-list-type: atomic wwids: - description: "wwids Optional: FC volume world wide - identifiers (wwids)\nEither wwids or combination - of targetWWNs and lun must be set, " + description: |- + wwids Optional: FC volume world wide identifiers (wwids) + Either wwids or combination of targetWWNs and lun must be set,... items: type: string type: array @@ -19338,7 +19532,7 @@ spec: secretRef: description: |- secretRef is Optional: secretRef is reference to the secret object containing - sensitive information to pass to the plugi + sensitive information to pass to the... properties: name: default: "" @@ -19359,7 +19553,7 @@ spec: datasetName: description: |- datasetName is Name of the dataset stored as metadata -> name on the dataset for Flocker - should be considered as depreca + should be considered as... type: string datasetUUID: description: datasetUUID is the UUID of the dataset. @@ -19369,7 +19563,7 @@ spec: gcePersistentDisk: description: |- gcePersistentDisk represents a GCE Disk resource that is attached to a - kubelet's host machine and then exposed to the po + kubelet's host machine and then exposed to the... properties: fsType: description: fsType is filesystem type of the volume @@ -19398,7 +19592,7 @@ spec: gitRepo: description: |- gitRepo represents a git repository at a particular revision. - DEPRECATED: GitRepo is deprecated. + Deprecated: GitRepo is deprecated. properties: directory: description: |- @@ -19416,9 +19610,8 @@ spec: - repository type: object glusterfs: - description: |- - glusterfs represents a Glusterfs mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: glusterfs represents a Glusterfs mount + on the host that shares a pod's lifetime. properties: endpoints: description: |- @@ -19458,6 +19651,22 @@ spec: required: - path type: object + image: + description: image represents an OCI object (a container + image or artifact) pulled and mounted on the kubelet's + host machine. + properties: + pullPolicy: + description: |- + Policy for pulling OCI objects. Possible values are: + Always: the kubelet always attempts to pull the reference. + type: string + reference: + description: |- + Required: Image or artifact reference to be used. + Behaves in the same way as pod.spec.containers[*].image. + type: string + type: object iscsi: description: |- iscsi represents an ISCSI Disk resource that is attached to a @@ -19483,6 +19692,7 @@ spec: description: iqn is the target iSCSI Qualified Name. type: string iscsiInterface: + default: default description: |- iscsiInterface is the interface Name that uses an iSCSI transport. Defaults to 'default' (tcp). @@ -19574,7 +19784,7 @@ spec: photonPersistentDisk: description: photonPersistentDisk represents a PhotonController persistent disk attached and mounted on kubelets host - machine + machine. properties: fsType: description: |- @@ -19591,7 +19801,7 @@ spec: type: object portworxVolume: description: portworxVolume represents a portworx volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -19621,10 +19831,13 @@ spec: format: int32 type: integer sources: - description: sources is the list of volume projections + description: |- + sources is the list of volume projections. Each entry in this list + handles one source. items: - description: Projection that may be projected - along with other supported volume types + description: |- + Projection that may be projected along with other supported volume types. + Exactly one of these fields must be set. properties: clusterTrustBundle: description: ClusterTrustBundle allows a pod @@ -19705,7 +19918,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - ConfigMap will be projected into the volum + ConfigMap will be projected into the... items: description: Maps a string key to a path within a volume. @@ -19778,7 +19991,7 @@ spec: mode: description: |- Optional: mode bits used to set permissions on this file, must be an octal value - between 0000 and 0777 or a decimal valu + between 0000 and 0777 or a decimal... format: int32 type: integer path: @@ -19827,7 +20040,7 @@ spec: items: description: |- items if unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -19893,7 +20106,7 @@ spec: type: object quobyte: description: quobyte represents a Quobyte mount on the - host that shares a pod's lifetime + host that shares a pod's lifetime. properties: group: description: |- @@ -19908,12 +20121,12 @@ spec: registry: description: |- registry represents a single or multiple Quobyte Registry services - specified as a string as host:port pair (multiple ent + specified as a string as host:port pair (multiple... type: string tenant: description: |- tenant owning the given Quobyte volume in the Backend - Used with dynamically provisioned Quobyte volumes, value is set by + Used with dynamically provisioned Quobyte volumes, value is set... type: string user: description: |- @@ -19929,9 +20142,8 @@ spec: - volume type: object rbd: - description: |- - rbd represents a Rados Block Device mount on the host that shares a pod's lifetime. - More info: https://examples.k8s. + description: rbd represents a Rados Block Device mount + on the host that shares a pod's lifetime. properties: fsType: description: fsType is the filesystem type of the @@ -19943,6 +20155,7 @@ spec: More info: https://examples.k8s.io/volumes/rbd/README.md#how-to-use-it type: string keyring: + default: /etc/ceph/keyring description: |- keyring is the path to key ring for RBDUser. Default is /etc/ceph/keyring. @@ -19957,6 +20170,7 @@ spec: type: array x-kubernetes-list-type: atomic pool: + default: rbd description: |- pool is the rados pool name. Default is rbd. @@ -19984,6 +20198,7 @@ spec: type: object x-kubernetes-map-type: atomic user: + default: admin description: |- user is the rados user name. Default is admin. @@ -19998,6 +20213,7 @@ spec: volume attached and mounted on Kubernetes nodes. properties: fsType: + default: xfs description: |- fsType is the filesystem type to mount. Must be a filesystem type supported by the host operating system. @@ -20035,6 +20251,7 @@ spec: communication with Gateway, default false type: boolean storageMode: + default: ThinProvisioned description: storageMode indicates whether the storage for a volume should be ThickProvisioned or ThinProvisioned. type: string @@ -20069,7 +20286,7 @@ spec: items: description: |- items If unspecified, each key-value pair in the Data field of the referenced - Secret will be projected into the volume a + Secret will be projected into the volume... items: description: Maps a string key to a path within a volume. @@ -20144,7 +20361,7 @@ spec: type: object vsphereVolume: description: vsphereVolume represents a vSphere volume - attached and mounted on kubelets host machine + attached and mounted on kubelets host machine. properties: fsType: description: |- @@ -20218,10 +20435,7 @@ spec: - Unknown type: string type: - description: |- - type of condition in CamelCase or in foo.example.com/CamelCase. - --- - Many .condition. + description: type of condition in CamelCase or in foo.example.com/CamelCase. maxLength: 316 pattern: ^([a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*/)?(([A-Za-z0-9][-A-Za-z0-9_.]*)?[A-Za-z0-9])$ type: string @@ -20371,9 +20585,12 @@ metadata: name: feast-operator-manager-role rules: - apiGroups: - - apps + - "" resources: - - deployments + - configmaps + - persistentvolumeclaims + - serviceaccounts + - services verbs: - create - delete @@ -20382,65 +20599,62 @@ rules: - update - watch - apiGroups: - - authentication.k8s.io + - "" resources: - - tokenreviews + - namespaces + - pods + - secrets + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - pods/exec verbs: - create - apiGroups: - - autoscaling + - apps resources: - - horizontalpodautoscalers + - deployments verbs: - create - delete - get - list - - patch - update - watch - apiGroups: - - batch + - authentication.k8s.io resources: - - cronjobs + - tokenreviews verbs: - create - - delete - - get - - list - - patch - - update - - watch - apiGroups: - - "" + - autoscaling resources: - - configmaps - - persistentvolumeclaims - - serviceaccounts - - services + - horizontalpodautoscalers verbs: - create - delete - get - list + - patch - update - watch - apiGroups: - - "" + - batch resources: - - namespaces - - pods - - secrets + - cronjobs verbs: + - create + - delete - get - list + - patch + - update - watch -- apiGroups: - - "" - resources: - - pods/exec - verbs: - - create - apiGroups: - feast.dev resources: diff --git a/infra/feast-operator/docs/api/markdown/ref.md b/infra/feast-operator/docs/api/markdown/ref.md index df3e3456967..287072273a3 100644 --- a/infra/feast-operator/docs/api/markdown/ref.md +++ b/infra/feast-operator/docs/api/markdown/ref.md @@ -150,7 +150,6 @@ time for any reason. Missed jobs executions will be counted as failed ones. | | `concurrencyPolicy` _[ConcurrencyPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#concurrencypolicy-v1-batch)_ | Specifies how to treat concurrent executions of a Job. Valid values are: - - "Allow" (default): allows CronJobs to run concurrently; - "Forbid": forbids concurrent runs, skipping next run if previous run hasn't finished yet; - "Replace": cancels currently running job and replaces it with a new one | @@ -362,7 +361,6 @@ represented by the jobs's .status.failed field, is incremented and it is checked against the backoffLimit. This field cannot be used in combination with restartPolicy=OnFailure. - This field is beta-level. It can be used when the `JobPodFailurePolicy` feature gate is enabled (enabled by default). | | `backoffLimit` _integer_ | Specifies the number of retries before marking this job failed. | @@ -394,12 +392,10 @@ the Job becomes eligible to be deleted immediately after it finishes. | | `completionMode` _[CompletionMode](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#completionmode-v1-batch)_ | completionMode specifies how Pod completions are tracked. It can be `NonIndexed` (default) or `Indexed`. - `NonIndexed` means that the Job is considered complete when there have been .spec.completions successfully completed Pods. Each Pod completion is homologous to each other. - `Indexed` means that the Pods of a Job get an associated completion index from 0 to (.spec.completions - 1), available in the annotation batch.kubernetes.io/job-completion-index. @@ -411,7 +407,6 @@ In addition, The Pod name takes the form `$(job-name)-$(index)-$(random-string)`, the Pod hostname takes the form `$(job-name)-$(index)`. - More completion modes can be added in the future. If the Job controller observes a mode that it doesn't recognize, which is possible during upgrades due to version skew, the controller @@ -430,7 +425,6 @@ Possible values are: - Failed means to wait until a previously created Pod is fully terminated (has phase Failed or Succeeded) before creating a replacement Pod. - When using podFailurePolicy, Failed is the the only allowed value. TerminatingOrFailed and Failed are allowed values when podFailurePolicy is not in use. This is an beta field. To use this, enable the JobPodReplacementPolicy feature toggle. diff --git a/infra/feast-operator/go.mod b/infra/feast-operator/go.mod index 7c60279b27b..c243e03d71b 100644 --- a/infra/feast-operator/go.mod +++ b/infra/feast-operator/go.mod @@ -1,34 +1,36 @@ module github.com/feast-dev/feast/infra/feast-operator -go 1.22.9 +go 1.24.12 require ( - github.com/onsi/ginkgo/v2 v2.17.2 - github.com/onsi/gomega v1.33.1 + github.com/onsi/ginkgo/v2 v2.22.2 + github.com/onsi/gomega v1.36.2 github.com/openshift/api v0.0.0-20240912201240-0a8800162826 // release-4.17 gopkg.in/yaml.v3 v3.0.1 - k8s.io/api v0.30.2 - k8s.io/apimachinery v0.30.2 - k8s.io/client-go v0.30.2 - sigs.k8s.io/controller-runtime v0.18.4 + k8s.io/api v0.33.0 + k8s.io/apimachinery v0.33.0 + k8s.io/client-go v0.33.0 + sigs.k8s.io/controller-runtime v0.21.0 ) require ( github.com/prometheus-operator/prometheus-operator/pkg/client v0.75.0 - k8s.io/utils v0.0.0-20240502163921-fe8a2dddb1d0 + k8s.io/utils v0.0.0-20241104100929-3ea5e8cea738 ) require ( - github.com/antlr/antlr4/runtime/Go/antlr/v4 v4.0.0-20230305170008-8188dc5388df // indirect + cel.dev/expr v0.19.1 // indirect + github.com/antlr4-go/antlr/v4 v4.13.0 // indirect github.com/beorn7/perks v1.0.1 // indirect github.com/blang/semver/v4 v4.0.0 // indirect - github.com/cenkalti/backoff/v4 v4.2.1 // indirect - github.com/cespare/xxhash/v2 v2.2.0 // indirect + github.com/cenkalti/backoff/v4 v4.3.0 // indirect + github.com/cespare/xxhash/v2 v2.3.0 // indirect github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect github.com/emicklei/go-restful/v3 v3.12.1 // indirect - github.com/evanphx/json-patch/v5 v5.9.0 // indirect - github.com/felixge/httpsnoop v1.0.3 // indirect + github.com/evanphx/json-patch/v5 v5.9.11 // indirect + github.com/felixge/httpsnoop v1.0.4 // indirect github.com/fsnotify/fsnotify v1.7.0 // indirect + github.com/fxamacker/cbor/v2 v2.7.0 // indirect github.com/go-logr/logr v1.4.2 // indirect github.com/go-logr/stdr v1.2.2 // indirect github.com/go-logr/zapr v1.3.0 // indirect @@ -37,64 +39,65 @@ require ( github.com/go-openapi/swag v0.23.0 // indirect github.com/go-task/slim-sprig/v3 v3.0.0 // indirect github.com/gogo/protobuf v1.3.2 // indirect - github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect - github.com/golang/protobuf v1.5.4 // indirect - github.com/google/cel-go v0.17.8 // indirect - github.com/google/gnostic-models v0.6.8 // indirect - github.com/google/go-cmp v0.6.0 // indirect - github.com/google/gofuzz v1.2.0 // indirect - github.com/google/pprof v0.0.0-20240424215950-a892ee059fd6 // indirect + github.com/google/btree v1.1.3 // indirect + github.com/google/cel-go v0.23.2 // indirect + github.com/google/gnostic-models v0.6.9 // indirect + github.com/google/go-cmp v0.7.0 // indirect + github.com/google/pprof v0.0.0-20241210010833-40e02aabc2ad // indirect github.com/google/uuid v1.6.0 // indirect - github.com/grpc-ecosystem/grpc-gateway/v2 v2.16.0 // indirect - github.com/imdario/mergo v0.3.6 // indirect + github.com/grpc-ecosystem/grpc-gateway/v2 v2.24.0 // indirect + github.com/inconshreveable/mousetrap v1.1.0 // indirect github.com/josharian/intern v1.0.0 // indirect github.com/json-iterator/go v1.1.12 // indirect github.com/mailru/easyjson v0.7.7 // indirect - github.com/matttproud/golang_protobuf_extensions/v2 v2.0.0 // indirect github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect github.com/modern-go/reflect2 v1.0.2 // indirect github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect github.com/pkg/errors v0.9.1 // indirect github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring v0.75.0 // indirect - github.com/prometheus/client_golang v1.18.0 // indirect - github.com/prometheus/client_model v0.5.0 // indirect - github.com/prometheus/common v0.45.0 // indirect - github.com/prometheus/procfs v0.12.0 // indirect + github.com/prometheus/client_golang v1.22.0 // indirect + github.com/prometheus/client_model v0.6.1 // indirect + github.com/prometheus/common v0.62.0 // indirect + github.com/prometheus/procfs v0.15.1 // indirect + github.com/spf13/cobra v1.8.1 // indirect github.com/spf13/pflag v1.0.5 // indirect - github.com/stoewer/go-strcase v1.2.0 // indirect - go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.44.0 // indirect - go.opentelemetry.io/otel v1.19.0 // indirect - go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.19.0 // indirect - go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.19.0 // indirect - go.opentelemetry.io/otel/metric v1.19.0 // indirect - go.opentelemetry.io/otel/sdk v1.19.0 // indirect - go.opentelemetry.io/otel/trace v1.19.0 // indirect - go.opentelemetry.io/proto/otlp v1.0.0 // indirect + github.com/stoewer/go-strcase v1.3.0 // indirect + github.com/x448/float16 v0.8.4 // indirect + go.opentelemetry.io/auto/sdk v1.1.0 // indirect + go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.58.0 // indirect + go.opentelemetry.io/otel v1.33.0 // indirect + go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.33.0 // indirect + go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc v1.33.0 // indirect + go.opentelemetry.io/otel/metric v1.33.0 // indirect + go.opentelemetry.io/otel/sdk v1.33.0 // indirect + go.opentelemetry.io/otel/trace v1.33.0 // indirect + go.opentelemetry.io/proto/otlp v1.4.0 // indirect go.uber.org/multierr v1.11.0 // indirect - go.uber.org/zap v1.26.0 // indirect - golang.org/x/exp v0.0.0-20220722155223-a9213eeb770e // indirect - golang.org/x/net v0.33.0 // indirect - golang.org/x/oauth2 v0.21.0 // indirect - golang.org/x/sync v0.10.0 // indirect - golang.org/x/sys v0.28.0 // indirect - golang.org/x/term v0.27.0 // indirect - golang.org/x/text v0.21.0 // indirect - golang.org/x/time v0.5.0 // indirect - golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d // indirect + go.uber.org/zap v1.27.0 // indirect + golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 // indirect + golang.org/x/net v0.38.0 // indirect + golang.org/x/oauth2 v0.27.0 // indirect + golang.org/x/sync v0.12.0 // indirect + golang.org/x/sys v0.31.0 // indirect + golang.org/x/term v0.30.0 // indirect + golang.org/x/text v0.23.0 // indirect + golang.org/x/time v0.9.0 // indirect + golang.org/x/tools v0.28.0 // indirect gomodules.xyz/jsonpatch/v2 v2.4.0 // indirect - google.golang.org/genproto/googleapis/api v0.0.0-20230726155614-23370e0ffb3e // indirect - google.golang.org/genproto/googleapis/rpc v0.0.0-20230822172742-b8732ec3820d // indirect - google.golang.org/grpc v1.58.3 // indirect - google.golang.org/protobuf v1.34.2 // indirect + google.golang.org/genproto/googleapis/api v0.0.0-20241209162323-e6fa225c2576 // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20241209162323-e6fa225c2576 // indirect + google.golang.org/grpc v1.68.1 // indirect + google.golang.org/protobuf v1.36.5 // indirect + gopkg.in/evanphx/json-patch.v4 v4.12.0 // indirect gopkg.in/inf.v0 v0.9.1 // indirect - gopkg.in/yaml.v2 v2.4.0 // indirect - k8s.io/apiextensions-apiserver v0.30.2 // indirect - k8s.io/apiserver v0.30.2 // indirect - k8s.io/component-base v0.30.2 // indirect + k8s.io/apiextensions-apiserver v0.33.0 // indirect + k8s.io/apiserver v0.33.0 // indirect + k8s.io/component-base v0.33.0 // indirect k8s.io/klog/v2 v2.130.1 // indirect - k8s.io/kube-openapi v0.0.0-20240620174524-b456828f718b // indirect - sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.29.0 // indirect - sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd // indirect - sigs.k8s.io/structured-merge-diff/v4 v4.4.1 // indirect + k8s.io/kube-openapi v0.0.0-20250318190949-c8a335a9a2ff // indirect + sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.31.2 // indirect + sigs.k8s.io/json v0.0.0-20241010143419-9aa6b5e7a4b3 // indirect + sigs.k8s.io/randfill v1.0.0 // indirect + sigs.k8s.io/structured-merge-diff/v4 v4.6.0 // indirect sigs.k8s.io/yaml v1.4.0 // indirect ) diff --git a/infra/feast-operator/go.sum b/infra/feast-operator/go.sum index a95f53739b5..47e16adc5e2 100644 --- a/infra/feast-operator/go.sum +++ b/infra/feast-operator/go.sum @@ -1,13 +1,16 @@ -github.com/antlr/antlr4/runtime/Go/antlr/v4 v4.0.0-20230305170008-8188dc5388df h1:7RFfzj4SSt6nnvCPbCqijJi1nWCd+TqAT3bYCStRC18= -github.com/antlr/antlr4/runtime/Go/antlr/v4 v4.0.0-20230305170008-8188dc5388df/go.mod h1:pSwJ0fSY5KhvocuWSx4fz3BA8OrA1bQn+K1Eli3BRwM= +cel.dev/expr v0.19.1 h1:NciYrtDRIR0lNCnH1LFJegdjspNx9fI59O7TWcua/W4= +cel.dev/expr v0.19.1/go.mod h1:MrpN08Q+lEBs+bGYdLxxHkZoUSsCp0nSKTs0nTymJgw= +github.com/antlr4-go/antlr/v4 v4.13.0 h1:lxCg3LAv+EUK6t1i0y1V6/SLeUi0eKEKdhQAlS8TVTI= +github.com/antlr4-go/antlr/v4 v4.13.0/go.mod h1:pfChB/xh/Unjila75QW7+VU4TSnWnnk9UTnmpPaOR2g= github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM= github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw= github.com/blang/semver/v4 v4.0.0 h1:1PFHFE6yCCTv8C1TeyNNarDzntLi7wMI5i/pzqYIsAM= github.com/blang/semver/v4 v4.0.0/go.mod h1:IbckMUScFkM3pff0VJDNKRiT6TG/YpiHIM2yvyW5YoQ= -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/cespare/xxhash/v2 v2.2.0 h1:DC2CZ1Ep5Y4k3ZQ899DldepgrayRUGE6BBZ/cd9Cj44= -github.com/cespare/xxhash/v2 v2.2.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= +github.com/cenkalti/backoff/v4 v4.3.0 h1:MyRJ/UdXutAwSAT+s3wNd7MfTIcy71VQueUuFK343L8= +github.com/cenkalti/backoff/v4 v4.3.0/go.mod h1:Y3VNntkOUPxTVeUxJ/G5vcM//AlwfmyYozVcomhLiZE= +github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs= +github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= +github.com/cpuguy83/go-md2man/v2 v2.0.4/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o= github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM= @@ -16,12 +19,14 @@ github.com/emicklei/go-restful/v3 v3.12.1 h1:PJMDIM/ak7btuL8Ex0iYET9hxM3CI2sjZtz github.com/emicklei/go-restful/v3 v3.12.1/go.mod h1:6n3XBCmQQb25CM2LCACGz8ukIrRry+4bhvbpWn3mrbc= github.com/evanphx/json-patch v5.9.0+incompatible h1:fBXyNpNMuTTDdquAq/uisOr2lShz4oaXpDTX2bLe7ls= github.com/evanphx/json-patch v5.9.0+incompatible/go.mod h1:50XU6AFN0ol/bzJsmQLiYLvXMP4fmwYFNcr97nuDLSk= -github.com/evanphx/json-patch/v5 v5.9.0 h1:kcBlZQbplgElYIlo/n1hJbls2z/1awpXxpRi0/FOJfg= -github.com/evanphx/json-patch/v5 v5.9.0/go.mod h1:VNkHZ/282BpEyt/tObQO8s5CMPmYYq14uClGH4abBuQ= -github.com/felixge/httpsnoop v1.0.3 h1:s/nj+GCswXYzN5v2DpNMuMQYe+0DDwt5WVCU6CWBdXk= -github.com/felixge/httpsnoop v1.0.3/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U= +github.com/evanphx/json-patch/v5 v5.9.11 h1:/8HVnzMq13/3x9TPvjG08wUGqBTmZBsCWzjTM0wiaDU= +github.com/evanphx/json-patch/v5 v5.9.11/go.mod h1:3j+LviiESTElxA4p3EMKAB9HXj3/XEtnUf6OZxqIQTM= +github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg= +github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U= github.com/fsnotify/fsnotify v1.7.0 h1:8JEhPFa5W2WU7YfeZzPNqzMP6Lwt7L2715Ggo0nosvA= github.com/fsnotify/fsnotify v1.7.0/go.mod h1:40Bi/Hjc2AVfZrqy+aj+yEI+/bRxZnMJyTJwOpGvigM= +github.com/fxamacker/cbor/v2 v2.7.0 h1:iM5WgngdRBanHcxugY4JySA0nk1wZorNOpTgCMedv5E= +github.com/fxamacker/cbor/v2 v2.7.0/go.mod h1:pxXPTn3joSm21Gbwsv0w9OSA2y1HFR9qXEeXQVeNoDQ= github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A= github.com/go-logr/logr v1.4.2 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.../running-feast-in-production.md | 4 + 4 files changed, 1368 insertions(+) create mode 100644 docs/how-to-guides/production-deployment-topologies.md diff --git a/docs/SUMMARY.md b/docs/SUMMARY.md index 95379b39a15..5f24c2efd1b 100644 --- a/docs/SUMMARY.md +++ b/docs/SUMMARY.md @@ -70,6 +70,7 @@ * [Multi-Team Feature Store Setup](how-to-guides/federated-feature-store.md) * [Running Feast in production (e.g. on Kubernetes)](how-to-guides/running-feast-in-production.md) * [Feast on Kubernetes](how-to-guides/feast-on-kubernetes.md) +* [Feast Production Deployment Topologies](how-to-guides/production-deployment-topologies.md) * [Online Server Performance Tuning](how-to-guides/online-server-performance-tuning.md) * [Customizing Feast](how-to-guides/customizing-feast/README.md) * [Adding a custom batch materialization engine](how-to-guides/customizing-feast/creating-a-custom-materialization-engine.md) diff --git a/docs/how-to-guides/feast-on-kubernetes.md b/docs/how-to-guides/feast-on-kubernetes.md index f5df67273bb..fbf14573cc7 100644 --- a/docs/how-to-guides/feast-on-kubernetes.md +++ b/docs/how-to-guides/feast-on-kubernetes.md @@ -10,6 +10,10 @@ Kubernetes is a common target environment for running Feast in production. You c 2. Run scheduled and ad-hoc jobs (e.g. materialization jobs) as Kubernetes Jobs. 3. Operate Feast components using Kubernetes-native primitives. +{% hint style="info" %} +**Planning a production deployment?** See the [Feast Production Deployment Topologies](./production-deployment-topologies.md) guide for architecture diagrams, sample FeatureStore CRs, RBAC policies, infrastructure recommendations, and scaling best practices across Minimal, Standard, and Enterprise topologies. +{% endhint %} + ## Feast Operator To deploy Feast components on Kubernetes, use the included [feast-operator](../../infra/feast-operator). diff --git a/docs/how-to-guides/production-deployment-topologies.md b/docs/how-to-guides/production-deployment-topologies.md new file mode 100644 index 00000000000..170727851a6 --- /dev/null +++ b/docs/how-to-guides/production-deployment-topologies.md @@ -0,0 +1,1359 @@ +# Feast Production Deployment Topologies + +## Table of Contents + +* [Overview](#overview) +* [1. Minimal Production](#1-minimal-production) +* [2. Standard Production (Recommended)](#2-standard-production-recommended) +* [3. Enterprise Production](#3-enterprise-production) + * [Isolated Registries (per namespace)](#architecture--isolated-registries-per-namespace) + * [Shared Registry (cross-namespace)](#architecture--shared-registry-cross-namespace) + * [Reliability & Disaster Recovery](#reliability--disaster-recovery) +* [Feast Permissions and RBAC](#feast-permissions-and-rbac) + * [Actions](#actions) + * [Policy types](#policy-types) + * [Examples](#example-role-based-permissions) + * [Authorization configuration](#authorization-configuration) +* [Infrastructure-Specific Recommendations](#infrastructure-specific-recommendations) + * [AWS / EKS / ROSA](#aws--eks--rosa) + * [GCP / GKE](#gcp--gke) + * [On-Premise / OpenShift](#on-premise--openshift--self-managed-kubernetes) +* [Air-Gapped / Disconnected Environments](#air-gapped--disconnected-environment-deployments) +* [Hybrid Store Configuration](#hybrid-store-configuration) + * [Hybrid online store](#hybrid-online-store) + * [Hybrid offline store](#hybrid-offline-store) +* [Performance Considerations](#performance-considerations) + * [Server sizing](#online-feature-server-sizing) + * [Store latency](#online-store-latency-guidelines) + * [Connection pooling](#connection-pooling-for-remote-online-store) + * [Registry cache tuning at scale](#registry-cache-tuning-at-scale) + * [Materialization](#materialization-performance) + * [Redis sizing](#redis-sizing-guidelines) +* [Design Principles](#design-principles) + * [Control plane vs data plane](#control-plane-vs-data-plane) + * [Stateless vs stateful](#stateless-vs-stateful-components) + * [Scalability](#scalability-guidelines) +* [Topology Comparison](#topology-comparison) +* [Next Steps](#next-steps) + +--- + +## Overview + +This guide defines three production-ready deployment topologies for Feast on Kubernetes using the [Feast Operator](./feast-on-kubernetes.md). Each topology addresses a different stage of organizational maturity, from getting started safely to running large-scale multi-tenant deployments. + +| Topology | Target audience | Key traits | +|---|---|---| +| [Minimal Production](#1-minimal-production) | Small teams, POCs moving to production | Single namespace, no HA, simple setup | +| [Standard Production](#2-standard-production-recommended) | Most production workloads | HA registry, autoscaling, TLS, RBAC | +| [Enterprise Production](#3-enterprise-production) | Large orgs, multi-tenant | Namespace isolation, managed stores, full observability | + +Beyond the core topologies, this guide also covers: + +* [Feast Permissions and RBAC](#feast-permissions-and-rbac) — securing resources with policies +* [Infrastructure-Specific Recommendations](#infrastructure-specific-recommendations) — store choices for AWS, GCP, and on-premise +* [Hybrid Store Configuration](#hybrid-store-configuration) — routing to multiple backends from a single deployment +* [Performance Considerations](#performance-considerations) — tuning for production workloads + +{% hint style="info" %} +**Prerequisites:** All topologies assume a running Kubernetes cluster with the [Feast Operator installed](./feast-on-kubernetes.md#deploy-feast-feature-servers-on-kubernetes). Familiarity with Feast [concepts](../getting-started/concepts/overview.md) and [components](../getting-started/components/overview.md) is recommended. +{% endhint %} + +--- + +## 1. Minimal Production + +### When to use + +* Small teams with a single ML use case +* POCs graduating to production +* Low-traffic, non-critical workloads where simplicity is more important than availability + +### Architecture + +```mermaid +graph TD + subgraph Kubernetes["Kubernetes (single namespace)"] + Operator["Feast Operator"] + Registry["Feast Registry
(REST, 1 replica)"] + FeatureServer["Online Feature Server
(1 replica)"] + Redis["Online Store
(SQLite for dev; Redis, Milvus, etc. for prod)"] + OfflineStore["Offline Store
(DuckDB for dev; MinIO, S3, etc. for prod)"] + end + + Operator -->|manages| Registry + Operator -->|manages| FeatureServer + FeatureServer -->|reads/writes| Redis + FeatureServer -->|reads| OfflineStore + Registry -->|metadata| OfflineStore + + Client(["Client / ML Service"]) -->|REST| FeatureServer + + style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000 + style Operator fill:#e8f5e9,stroke:#388e3c,color:#000 + style Registry fill:#fff3e0,stroke:#f57c00,color:#000 + style FeatureServer fill:#e3f2fd,stroke:#1976d2,color:#000 + style Redis fill:#fce4ec,stroke:#c62828,color:#000 + style OfflineStore fill:#f3e5f5,stroke:#7b1fa2,color:#000 +``` + +### Components + +| Component | Configuration | Notes | +|---|---|---| +| **Feast Operator** | Default install | Manages all Feast CRDs | +| **Registry** | REST, 1 replica | Single point of metadata | +| **Online Feature Server** | 1 replica, no autoscaling | Serves online features | +| **Online Store** | Redis standalone (example) | SQLite is simplest for development; Redis for production. See [supported online stores](../reference/online-stores/README.md) for all options | +| **Offline Store** | File-based or MinIO | DuckDB or file-based for development; MinIO/S3 for production. See [supported offline stores](../reference/offline-stores/README.md) for all options | +| **Compute Engine** | In-process (default) | Suitable for small datasets and development; use Spark, Ray, or Snowflake Engine for larger workloads | + +### Sample FeatureStore CR + +```yaml +apiVersion: feast.dev/v1 +kind: FeatureStore +metadata: + name: minimal-production +spec: + feastProject: my_project + services: + onlineStore: + persistence: + store: + type: redis + secretRef: + name: feast-online-store + server: + resources: + requests: + cpu: 500m + memory: 512Mi + limits: + cpu: "1" + memory: 1Gi + registry: + local: + server: + resources: + requests: + cpu: 250m + memory: 256Mi + limits: + cpu: 500m + memory: 512Mi +``` + +### Limitations + +{% hint style="warning" %} +* **No high availability** — a single replica failure causes downtime +* **No automatic failover** — manual intervention required on failure +* **Manual scaling** — no HPA configured +* **Limited security** — no TLS, no ingress, no RBAC by default +{% endhint %} + +--- + +## 2. Standard Production (Recommended) + +### When to use + +* Most production ML workloads +* Teams with moderate traffic that need reliability +* Environments that require TLS, RBAC, and automated scaling + +### Architecture + +```mermaid +graph TD + Client(["Client / ML Service"]) -->|HTTPS| Ingress + + subgraph Kubernetes["Kubernetes"] + Ingress["Ingress Controller
(TLS termination)"] + Operator["Feast Operator"] + + subgraph FeastDeployment["Feast Deployment (HPA autoscaled)"] + Registry["Feast Registry
(SQL-backed)"] + FeatureServer["Online Feature Server"] + end + + RedisCluster["Online Store
(e.g. Redis Cluster, DynamoDB, etc.)"] + + Ingress --> FeatureServer + Operator -->|manages| Registry + Operator -->|manages| FeatureServer + FeatureServer -->|reads/writes| RedisCluster + FeatureServer -->|reads metadata| Registry + end + + ObjectStorage["Offline Store
(e.g. S3 / Redshift / BigQuery, etc.)"] + FeatureServer -->|reads| ObjectStorage + Registry -->|metadata| ObjectStorage + + style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000 + style FeastDeployment fill:#e8f5e9,stroke:#388e3c,color:#000 + style Ingress fill:#fff9c4,stroke:#f9a825,color:#000 + style Operator fill:#e8f5e9,stroke:#388e3c,color:#000 + style Registry fill:#fff3e0,stroke:#f57c00,color:#000 + style FeatureServer fill:#e3f2fd,stroke:#1976d2,color:#000 + style RedisCluster fill:#fce4ec,stroke:#c62828,color:#000 + style ObjectStorage fill:#f3e5f5,stroke:#7b1fa2,color:#000 +``` + +### Components + +**Core** + +| Component | Configuration | Notes | +|---|---|---| +| **Feast Operator** | Default install | Manages all Feast CRDs | +| **Registry** | SQL-backed (PostgreSQL) | Database-backed for consistency and concurrent access | +| **Online Feature Server** | HPA (min 2 replicas, max based on peak load) | All services scale together in a single shared Deployment | + +**Storage** + +| Component | Configuration | Notes | +|---|---|---| +| **Online Store** | Redis Cluster (example) | Multi-node for availability and low latency; other production stores are also supported — see [supported online stores](../reference/online-stores/README.md) | +| **Offline Store** | S3 / MinIO | Persistent object storage; see [supported offline stores](../reference/offline-stores/README.md) for alternatives | +| **Compute Engine** | Spark, Ray (KubeRay), or Snowflake Engine | Distributed compute for materialization and historical retrieval at scale | + +**Networking & Security** + +| Component | Configuration | Notes | +|---|---|---| +| **Ingress** | TLS-terminated | Secure external access | +| **RBAC** | Kubernetes RBAC | Namespace-scoped permissions | +| **Secrets** | Kubernetes Secrets + `${ENV_VAR}` substitution | Store credentials via `secretRef` / `envFrom` in the FeatureStore CR; inject into `feature_store.yaml` with [environment variable syntax](./running-feast-in-production.md#5-using-environment-variables-in-your-yaml-configuration) | + +### Sample FeatureStore CR + +```yaml +apiVersion: feast.dev/v1 +kind: FeatureStore +metadata: + name: standard-production +spec: + feastProject: my_project + services: + scaling: + autoscaling: + minReplicas: 2 + maxReplicas: 10 # Set based on your peak load + metrics: + - type: Resource + resource: + name: cpu + target: + type: Utilization + averageUtilization: 70 + podDisruptionBudgets: + maxUnavailable: 1 + onlineStore: + persistence: + store: + type: redis + secretRef: + name: feast-online-store + server: + resources: + requests: + cpu: "1" + memory: 1Gi + limits: + cpu: "2" + memory: 2Gi + registry: + local: + persistence: + store: + type: sql + secretRef: + name: feast-registry-store + server: + resources: + requests: + cpu: 500m + memory: 512Mi + limits: + cpu: "1" + memory: 1Gi +``` + +{% hint style="success" %} +**Key features:** + +* **High availability** — multi-replica deployment with auto-injected pod anti-affinity and topology spread constraints +* **Scalable serving** — HPA adjusts the shared deployment replicas (all services scale together) based on demand +* **Secure external access** — TLS-terminated ingress with RBAC +* **Persistent storage** — Online Store (Redis Cluster shown as example; see [supported online stores](../reference/online-stores/README.md) for all options) + Offline Store (S3) for durability + +See [Horizontal Scaling with the Feast Operator](./scaling-feast.md#horizontal-scaling-with-the-feast-operator) for full scaling configuration details. +{% endhint %} + +--- + +## 3. Enterprise Production + +### When to use + +* Large organizations with multiple ML teams +* Multi-tenant environments requiring strict isolation +* High-scale deployments with governance, compliance, and SLA requirements + +### Architecture — Isolated Registries (per namespace) + +Each team gets its own registry and online feature server in a dedicated namespace. This provides the strongest isolation but has notable trade-offs: feature discovery is siloed per team (no cross-project visibility), and each registry requires its own [Feast UI](../reference/alpha-web-ui.md) deployment — you cannot view multiple projects in a single UI instance. + +```mermaid +graph TD + Client(["Clients / ML Services"]) -->|HTTPS| Gateway + + subgraph Kubernetes["Kubernetes"] + Gateway["API Gateway / Ingress
(TLS + rate limiting)"] + + subgraph NamespaceA["Namespace A — Team A"] + subgraph DeployA["Feast Deployment (HPA autoscaled)"] + RegistryA["Registry (SQL-backed)"] + FeatureServerA["Online Feature Server"] + end + end + + subgraph NamespaceB["Namespace B — Team B"] + subgraph DeployB["Feast Deployment (HPA autoscaled)"] + RegistryB["Registry (SQL-backed)"] + FeatureServerB["Online Feature Server"] + end + end + + Operator["Feast Operator
(cluster-scoped)"] + + Gateway --> FeatureServerA + Gateway --> FeatureServerB + Operator -->|manages| RegistryA + Operator -->|manages| FeatureServerA + Operator -->|manages| RegistryB + Operator -->|manages| FeatureServerB + end + + subgraph ManagedStores["Managed Online Stores"] + RedisA["Online Store
(e.g. Redis, DynamoDB, etc. — Team A)"] + RedisB["Online Store
(e.g. Redis, DynamoDB, etc. — Team B)"] + end + + subgraph ExternalSystems["External Systems"] + ObjectStore["Offline Store
(e.g. S3, Redshift, BigQuery, etc.)"] + DataWarehouse["Data Warehouse
(e.g. Snowflake / BigQuery)"] + Pipelines["Feature Pipelines
(Spark / Ray)"] + end + + subgraph Observability["Observability Stack"] + OTel["OpenTelemetry
(traces + metrics)"] + Prometheus["Prometheus"] + Grafana["Grafana"] + Jaeger["Jaeger"] + end + + FeatureServerA -->|reads/writes| RedisA + FeatureServerB -->|reads/writes| RedisB + FeatureServerA -->|reads| ObjectStore + FeatureServerB -->|reads| ObjectStore + FeatureServerA -->|reads| DataWarehouse + FeatureServerB -->|reads| DataWarehouse + Pipelines -->|materializes| RedisA + Pipelines -->|materializes| RedisB + + style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000 + style NamespaceA fill:#e8f5e9,stroke:#388e3c,color:#000 + style NamespaceB fill:#e3f2fd,stroke:#1976d2,color:#000 + style DeployA fill:#c8e6c9,stroke:#2e7d32,color:#000 + style DeployB fill:#bbdefb,stroke:#1565c0,color:#000 + style ManagedStores fill:#fce4ec,stroke:#c62828,color:#000 + style ExternalSystems fill:#f3e5f5,stroke:#7b1fa2,color:#000 + style Observability fill:#fff3e0,stroke:#f57c00,color:#000 + style Gateway fill:#fff9c4,stroke:#f9a825,color:#000 + style Operator fill:#e8f5e9,stroke:#388e3c,color:#000 +``` + +### Architecture — Shared Registry (cross-namespace) + +Alternatively, a single centralized registry server can serve multiple tenant namespaces. Tenant online feature servers connect to the shared registry via the [Remote Registry](../reference/registries/remote.md) gRPC client. This reduces operational overhead, enables cross-team feature discovery, and allows a single [Feast UI](../reference/alpha-web-ui.md) deployment to browse all projects — while Feast [permissions](#feast-permissions-and-rbac) enforce tenant isolation at the data level. + +```mermaid +graph TD + Client(["Clients / ML Services"]) -->|HTTPS| Gateway + + subgraph Kubernetes["Kubernetes"] + Gateway["API Gateway / Ingress
(TLS + rate limiting)"] + + subgraph SharedInfra["Shared Infrastructure Namespace"] + Operator["Feast Operator
(cluster-scoped)"] + subgraph SharedDeploy["Feast Deployment (3 replicas)"] + SharedRegistry["Registry Server
(gRPC + REST)"] + end + SharedDB[("SQL Database
(PostgreSQL)")] + SharedRegistry -->|persists| SharedDB + end + + subgraph NamespaceA["Namespace A — Team A"] + subgraph DeployA2["Feast Deployment (HPA autoscaled)"] + FeatureServerA["Online Feature Server"] + end + ConfigA["registry_type: remote
path: shared-registry:6570"] + end + + subgraph NamespaceB["Namespace B — Team B"] + subgraph DeployB2["Feast Deployment (HPA autoscaled)"] + FeatureServerB["Online Feature Server"] + end + ConfigB["registry_type: remote
path: shared-registry:6570"] + end + + Gateway --> FeatureServerA + Gateway --> FeatureServerB + FeatureServerA -->|gRPC| SharedRegistry + FeatureServerB -->|gRPC| SharedRegistry + Operator -->|manages| SharedRegistry + Operator -->|manages| FeatureServerA + Operator -->|manages| FeatureServerB + end + + subgraph ManagedStores["Per-Tenant Online Stores"] + RedisA["Online Store
(e.g. Redis, DynamoDB, etc. — Team A)"] + RedisB["Online Store
(e.g. Redis, DynamoDB, etc. — Team B)"] + end + + FeatureServerA -->|reads/writes| RedisA + FeatureServerB -->|reads/writes| RedisB + + style Kubernetes fill:#f0f4ff,stroke:#3366cc,color:#000 + style SharedInfra fill:#fff3e0,stroke:#f57c00,color:#000 + style SharedDeploy fill:#ffe0b2,stroke:#e65100,color:#000 + style NamespaceA fill:#e8f5e9,stroke:#388e3c,color:#000 + style NamespaceB fill:#e3f2fd,stroke:#1976d2,color:#000 + style DeployA2 fill:#c8e6c9,stroke:#2e7d32,color:#000 + style DeployB2 fill:#bbdefb,stroke:#1565c0,color:#000 + style ManagedStores fill:#fce4ec,stroke:#c62828,color:#000 + style Gateway fill:#fff9c4,stroke:#f9a825,color:#000 + style Operator fill:#e8f5e9,stroke:#388e3c,color:#000 +``` + +**Shared registry client configuration** — each tenant's `feature_store.yaml` points to the centralized registry: + +```yaml +registry: + registry_type: remote + path: shared-registry.feast-system.svc.cluster.local:6570 +``` + +{% hint style="info" %} +**Shared vs isolated registries:** + +| | Shared Registry | Isolated Registries | +|---|---|---| +| **Feature discovery** | Cross-team — all projects visible | Siloed — each team sees only its own | +| **Feast UI** | Single deployment serves all projects | Separate UI deployment per registry | +| **Isolation** | Logical (Feast permissions + tags) | Physical (separate metadata stores) | +| **Operational cost** | Lower — one registry to manage | Higher — N registries to maintain | +| **Best for** | Feature reuse, shared ML platform | Regulatory/compliance separation | + +Use a shared registry when teams need to discover and reuse features across projects, and rely on Feast permissions for access control. Use isolated registries when regulatory or compliance requirements demand physical separation of metadata. +{% endhint %} + +### Components + +**Multi-tenancy** + +| Aspect | Configuration | Notes | +|---|---|---| +| **Isolation model** | Namespace-per-team | Physical isolation via Kubernetes namespaces | +| **Registry strategy** | Shared (remote) or isolated (per-namespace) | See architecture variants above | +| **Network boundaries** | NetworkPolicy enforced | Cross-namespace traffic denied by default (allow-listed for shared registry) | + +**Storage** + +| Component | Configuration | Notes | +|---|---|---| +| **Online Store** | Managed Redis / DynamoDB / Elasticsearch | Cloud-managed, per-tenant instances; see [supported online stores](../reference/online-stores/README.md) for all options | +| **Offline Store** | External data warehouse (Snowflake, BigQuery) | Shared or per-tenant access controls; see [supported offline stores](../reference/offline-stores/README.md) for all options | +| **Object Storage** | S3 with bucket policies | Tenant-scoped prefixes or buckets | + +**Scaling** + +| Component | Configuration | Notes | +|---|---|---| +| **FeatureStore Deployment** | HPA + Cluster Autoscaler | All services (Online Feature Server, Registry, Offline Feature Server) scale together per tenant; set `maxReplicas` based on your peak load. Independent scaling across tenants. | +| **Cluster** | Multi-zone node pools | Zone-aware scheduling with auto-injected topology spread constraints | + +**Security** + +| Component | Configuration | Notes | +|---|---|---| +| **Authentication** | OIDC via Keycloak | Centralized identity provider | +| **Authorization** | Feast permissions + Kubernetes RBAC | See [Permissions and RBAC](#feast-permissions-and-rbac) below | +| **Network** | NetworkPolicies per namespace | Microsegmentation | +| **Secrets** | Kubernetes Secrets (`secretRef` / `envFrom`) | Credentials injected via FeatureStore CR; use Kubernetes-native tooling (e.g. External Secrets Operator) to sync from external vaults if needed | + +**Observability** + +| Component | Purpose | Notes | +|---|---|---| +| **[OpenTelemetry](../getting-started/components/open-telemetry.md)** | Traces + metrics export | Built-in Feast integration; emits spans for feature retrieval, materialization, and registry operations | +| **Prometheus** | Metrics collection | Collects OpenTelemetry metrics from Online Feature Server + Online Store | +| **Grafana** | Dashboards + traces | Per-tenant and aggregate views; can display OpenTelemetry traces via Tempo or Jaeger data source | +| **Jaeger** | Distributed tracing | Visualize OpenTelemetry traces for request latency analysis and debugging | + +**Reliability & Disaster Recovery** + +| Aspect | Configuration | Notes | +|---|---|---| +| **PodDisruptionBudgets** | Configured per deployment | Protects against voluntary disruptions | +| **Multi-zone** | Topology spread constraints | Auto-injected by operator when scaling; survives single zone failures | +| **Backup / Restore** | See recovery priority below | Strategy depends on component criticality | + +**Recovery priority guidance** + +Not all Feast components carry the same recovery urgency. The table below ranks components by restoration priority and provides guidance for **RPO** (Recovery Point Objective — maximum acceptable data loss) and **RTO** (Recovery Time Objective — maximum acceptable downtime). Specific targets depend on your backing store SLAs and organizational requirements. + +| Priority | Component | RPO guidance | RTO guidance | Rationale | +|---|---|---|---|---| +| 1 — Critical | **Registry DB** (PostgreSQL / MySQL) | Minutes (continuous replication or frequent backups) | Minutes (failover to standby) | Contains all feature definitions and metadata; without it, no service can resolve features | +| 2 — High | **Online Store** (Redis / DynamoDB) | Reconstructible via materialization | Minutes to hours (depends on data volume) | Can be fully rebuilt by re-running materialization from the offline store; no unique data to lose | +| 3 — Medium | **Offline Store** (Redshift / BigQuery) | Per data warehouse SLA | Per data warehouse SLA | Source of truth for historical data; typically managed by the cloud provider with built-in replication | +| 4 — Low | **Feast Operator + CRDs** | N/A (declarative, stored in Git) | Minutes (re-apply manifests) | Stateless; redeployable from version-controlled manifests | + +{% hint style="info" %} +**Key insight:** The online store is *reconstructible* — it can always be rebuilt from the offline store by re-running materialization. This means its RPO is effectively zero (no unique data to lose), but RTO depends on how long full materialization takes for your dataset volume. For large datasets, consider maintaining Redis persistence (RDB snapshots or AOF) to reduce recovery time. +{% endhint %} + +**Backup recommendations by topology** + +| Topology | Registry | Online Store | Offline Store | +|---|---|---|---| +| **Minimal** | Manual file backups; accept downtime on failure | Not backed up (re-materialize) | N/A (file-based) | +| **Standard** | Automated PostgreSQL backups (daily + WAL archiving) | Redis RDB snapshots or AOF persistence | Per cloud provider SLA | +| **Enterprise** | Managed DB replication (multi-AZ); cross-region replicas for DR | Managed Redis with automatic failover (ElastiCache Multi-AZ, Memorystore HA) | Managed warehouse replication (Redshift cross-region, BigQuery cross-region) | + +### Sample FeatureStore CR (per tenant) + +```yaml +apiVersion: feast.dev/v1 +kind: FeatureStore +metadata: + name: team-a-production + namespace: team-a +spec: + feastProject: team_a + services: + scaling: + autoscaling: + minReplicas: 3 + maxReplicas: 20 # Set based on your peak load + metrics: + - type: Resource + resource: + name: cpu + target: + type: Utilization + averageUtilization: 65 + podDisruptionBudgets: + minAvailable: 2 + onlineStore: + persistence: + store: + type: redis + secretRef: + name: feast-online-store + server: + resources: + requests: + cpu: "2" + memory: 2Gi + limits: + cpu: "4" + memory: 4Gi + registry: + local: + persistence: + store: + type: sql + secretRef: + name: feast-registry-store + server: + resources: + requests: + cpu: "1" + memory: 1Gi + limits: + cpu: "2" + memory: 2Gi +``` + +--- + +## Feast Permissions and RBAC + +Feast provides a built-in permissions framework that secures resources at the application level, independently of Kubernetes RBAC. Permissions are defined as Python objects in your feature repository and registered via `feast apply`. + +For full details, see the [Permission concept](../getting-started/concepts/permission.md) and [RBAC architecture](../getting-started/architecture/rbac.md) docs. + +### How it works + +```mermaid +graph LR + subgraph Client["Client Request"] + Token["Auth Token
(OIDC / K8s SA)"] + end + + subgraph Server["Feast Server"] + Extractor["Token Extractor"] + Parser["Token Parser"] + Enforcer["Policy Enforcer"] + end + + subgraph Registry["Registry"] + Permissions["Permission Objects"] + end + + Token --> Extractor + Extractor --> Parser + Parser -->|user roles/groups/ns| Enforcer + Enforcer -->|match resource + action| Permissions + Enforcer -->|allow / deny| Response(["Response"]) + + style Client fill:#e3f2fd,stroke:#1976d2,color:#000 + style Server fill:#fff3e0,stroke:#f57c00,color:#000 + style Registry fill:#e8f5e9,stroke:#388e3c,color:#000 +``` + +Permission enforcement happens on the server side (Online Feature Server, Offline Feature Server, Registry Server). There is no enforcement when using the Feast SDK with a local provider. + +### Actions + +Feast defines eight granular actions: + +| Action | Description | +|---|---| +| `CREATE` | Create a new Feast object | +| `DESCRIBE` | Read object metadata/state | +| `UPDATE` | Modify an existing object | +| `DELETE` | Remove an object | +| `READ_ONLINE` | Read from the online store | +| `READ_OFFLINE` | Read from the offline store | +| `WRITE_ONLINE` | Write to the online store | +| `WRITE_OFFLINE` | Write to the offline store | + +Convenience aliases are provided: + +| Alias | Includes | +|---|---| +| `ALL_ACTIONS` | All eight actions | +| `READ` | `READ_ONLINE` + `READ_OFFLINE` | +| `WRITE` | `WRITE_ONLINE` + `WRITE_OFFLINE` | +| `CRUD` | `CREATE` + `DESCRIBE` + `UPDATE` + `DELETE` | + +### Protected resource types + +Permissions can be applied to any of these Feast object types: + +`Project`, `Entity`, `FeatureView`, `OnDemandFeatureView`, `BatchFeatureView`, `StreamFeatureView`, `FeatureService`, `DataSource`, `ValidationReference`, `SavedDataset`, `Permission` + +The constant `ALL_RESOURCE_TYPES` includes all of the above. `ALL_FEATURE_VIEW_TYPES` includes all feature view subtypes. + +### Policy types + +| Policy | Match criteria | Use case | +|---|---|---| +| `RoleBasedPolicy(roles=[...])` | User must have at least one of the listed roles | Kubernetes RBAC roles, OIDC roles | +| `GroupBasedPolicy(groups=[...])` | User must belong to at least one of the listed groups | LDAP/OIDC group membership | +| `NamespaceBasedPolicy(namespaces=[...])` | User's service account must be in one of the listed namespaces | Kubernetes namespace-level isolation | +| `CombinedGroupNamespacePolicy(groups=[...], namespaces=[...])` | User must match at least one group **or** one namespace | Flexible cross-cutting policies | +| `AllowAll` | Always grants access | Development / unsecured resources | + +### Example: Role-based permissions + +This is the most common pattern — separate admin and read-only roles: + +```python +from feast.feast_object import ALL_RESOURCE_TYPES +from feast.permissions.action import READ, ALL_ACTIONS, AuthzedAction +from feast.permissions.permission import Permission +from feast.permissions.policy import RoleBasedPolicy + +admin_perm = Permission( + name="feast_admin_permission", + types=ALL_RESOURCE_TYPES, + policy=RoleBasedPolicy(roles=["feast-admin-role"]), + actions=ALL_ACTIONS, +) + +user_perm = Permission( + name="feast_user_permission", + types=ALL_RESOURCE_TYPES, + policy=RoleBasedPolicy(roles=["feast-user-role"]), + actions=[AuthzedAction.DESCRIBE] + READ, +) +``` + +### Example: Namespace-based isolation for multi-tenant deployments + +Use `NamespaceBasedPolicy` to restrict access based on the Kubernetes namespace of the calling service account — ideal for the shared-registry enterprise topology: + +```python +from feast.feast_object import ALL_RESOURCE_TYPES +from feast.permissions.action import ALL_ACTIONS, READ, AuthzedAction +from feast.permissions.permission import Permission +from feast.permissions.policy import NamespaceBasedPolicy + +team_a_write = Permission( + name="team_a_full_access", + types=ALL_RESOURCE_TYPES, + required_tags={"team": "team-a"}, + policy=NamespaceBasedPolicy(namespaces=["team-a"]), + actions=ALL_ACTIONS, +) + +team_a_read_from_others = Permission( + name="team_a_read_shared", + types=ALL_RESOURCE_TYPES, + required_tags={"visibility": "shared"}, + policy=NamespaceBasedPolicy(namespaces=["team-a"]), + actions=[AuthzedAction.DESCRIBE] + READ, +) +``` + +### Example: Combined group + namespace policy + +For organizations that use both OIDC groups and Kubernetes namespaces for identity: + +```python +from feast.feast_object import ALL_RESOURCE_TYPES +from feast.permissions.action import ALL_ACTIONS, READ, AuthzedAction +from feast.permissions.permission import Permission +from feast.permissions.policy import CombinedGroupNamespacePolicy + +dev_test_perm = Permission( + name="dev_test_permission", + types=ALL_RESOURCE_TYPES, + policy=CombinedGroupNamespacePolicy( + groups=["dev-team", "developers"], + namespaces=["test", "staging"], + ), + actions=[AuthzedAction.DESCRIBE] + READ, +) + +data_staging_perm = Permission( + name="data_staging_permission", + types=ALL_RESOURCE_TYPES, + policy=CombinedGroupNamespacePolicy( + groups=["data-team", "ml-engineers"], + namespaces=["staging"], + ), + actions=ALL_ACTIONS, +) +``` + +### Example: Fine-grained resource filtering + +Permissions support `name_patterns` (regex) and `required_tags` for targeting specific resources: + +```python +from feast.feature_view import FeatureView +from feast.data_source import DataSource +from feast.permissions.action import AuthzedAction, READ +from feast.permissions.permission import Permission +from feast.permissions.policy import RoleBasedPolicy + +sensitive_fv_perm = Permission( + name="sensitive_feature_reader", + types=[FeatureView], + name_patterns=[".*sensitive.*", ".*pii.*"], + policy=RoleBasedPolicy(roles=["trusted-reader"]), + actions=[AuthzedAction.READ_OFFLINE], +) + +high_risk_ds_writer = Permission( + name="high_risk_ds_writer", + types=[DataSource], + required_tags={"risk_level": "high"}, + policy=RoleBasedPolicy(roles=["admin", "data_team"]), + actions=[AuthzedAction.WRITE_ONLINE, AuthzedAction.WRITE_OFFLINE], +) +``` + +### Authorization configuration + +Enable auth enforcement in `feature_store.yaml`: + +```yaml +auth: + type: kubernetes # or: oidc +``` + +For OIDC: + +```yaml +auth: + type: oidc + client_id: feast-client + auth_server_url: https://keycloak.example.com/realms/feast + auth_discovery_url: https://keycloak.example.com/realms/feast/.well-known/openid-configuration +``` + +{% hint style="warning" %} +**Permission granting order:** Feast uses an *affirmative* decision strategy — if **any** matching permission grants access, the request is allowed. Access is denied only when **all** matching permissions deny the user. If no permission matches a resource + action combination, access is **denied**. Resources that do not match any configured permission are unsecured. Always define explicit coverage for all critical resources. +{% endhint %} + +### Recommended RBAC by topology + +| Topology | Auth type | Policy type | Guidance | +|---|---|---|---| +| **Minimal** | `no_auth` or `kubernetes` | `RoleBasedPolicy` | Basic admin/reader roles | +| **Standard** | `kubernetes` | `RoleBasedPolicy` | K8s service account roles | +| **Enterprise (isolated)** | `oidc` or `kubernetes` | `RoleBasedPolicy` + `GroupBasedPolicy` | Per-team OIDC groups | +| **Enterprise (shared registry)** | `kubernetes` | `NamespaceBasedPolicy` or `CombinedGroupNamespacePolicy` | Namespace isolation with tag-based resource scoping | + +--- + +## Infrastructure-Specific Recommendations + +Choosing the right online store, offline store, and registry backend depends on your cloud environment and existing infrastructure. The table below maps common deployment environments to recommended Feast components. + +### Recommendation matrix + +```mermaid +graph TD + subgraph AWS["AWS / EKS / ROSA"] + A_Online["Online: ElastiCache Redis
or DynamoDB"] + A_Offline["Offline: Redshift
or Snowflake or Athena"] + A_Registry["Registry: RDS PostgreSQL (SQL)
or S3"] + A_Compute["Compute: Snowflake Engine
or Spark on EMR
or Ray (KubeRay)"] + end + + subgraph GCP["GCP / GKE"] + G_Online["Online: Memorystore Redis
or Bigtable or Datastore"] + G_Offline["Offline: BigQuery
or Snowflake"] + G_Registry["Registry: Cloud SQL PostgreSQL
or GCS"] + G_Compute["Compute: Snowflake Engine
or Spark on Dataproc
or Ray (KubeRay)"] + end + + subgraph OnPrem["On-Premise / OpenShift"] + O_Online["Online: Redis
or PostgreSQL"] + O_Offline["Offline: Spark + MinIO
or PostgreSQL or Trino or Oracle"] + O_Registry["Registry: PostgreSQL (SQL)"] + O_Compute["Compute: Spark
or Ray (KubeRay)"] + end + + style AWS fill:#fff3e0,stroke:#f57c00,color:#000 + style GCP fill:#e3f2fd,stroke:#1976d2,color:#000 + style OnPrem fill:#e8f5e9,stroke:#388e3c,color:#000 +``` + +### AWS / EKS / ROSA + +| Component | Recommended | Alternative | Notes | +|---|---|---|---| +| **Online Store** | **Redis** (ElastiCache) | DynamoDB | Redis offers TTL at retrieval, concurrent writes, Java/Go SDK support. DynamoDB is fully managed with zero ops. | +| **Offline Store** | **Redshift** | Snowflake, Athena (contrib), Spark | Redshift is the core AWS offline store. Use Snowflake if it's already your warehouse. Athena for S3-native query patterns. | +| **Registry** | **SQL** (RDS PostgreSQL) | S3 | SQL registry required for concurrent materialization writers. S3 registry is simpler but limited to single-writer. | +| **Compute Engine** | **Snowflake Engine** | Spark on EMR, [Ray (KubeRay)](../reference/compute-engine/ray.md) | Snowflake engine when your offline/online stores are Snowflake. Spark for S3-based pipelines. Ray with KubeRay for Kubernetes-native distributed processing. | +| **Object Storage** | S3 | — | Feature repo, training data, registry artifacts | + +{% hint style="info" %} +**ROSA (Red Hat OpenShift on AWS):** Same store recommendations as EKS. Use OpenShift Routes instead of Ingress for TLS termination. Leverage OpenShift's built-in OAuth for `auth.type: kubernetes` integration. +{% endhint %} + +### GCP / GKE + +| Component | Recommended | Alternative | Notes | +|---|---|---|---| +| **Online Store** | **Redis** (Memorystore) | Bigtable, Datastore | Redis for latency-sensitive workloads. Bigtable for very large-scale feature storage. Datastore is GCP-native and zero-ops. | +| **Offline Store** | **BigQuery** | Snowflake, Spark (Dataproc) | BigQuery is the core GCP offline store with full feature support. | +| **Registry** | **SQL** (Cloud SQL PostgreSQL) | GCS | SQL for multi-writer. GCS for simple single-writer setups. | +| **Compute Engine** | **Snowflake Engine** | Spark on Dataproc, [Ray (KubeRay)](../reference/compute-engine/ray.md) | Use Snowflake engine if your offline store is Snowflake. Spark for BigQuery + GCS pipelines. Ray with KubeRay for Kubernetes-native distributed processing. | +| **Object Storage** | GCS | — | Feature repo, training data | + +### On-Premise / OpenShift / Self-Managed Kubernetes + +| Component | Recommended | Alternative | Notes | +|---|---|---|---| +| **Online Store** | **Redis** (self-managed or operator) | PostgreSQL (contrib) | Redis for best performance. PostgreSQL if you want to minimize infrastructure components. | +| **Offline Store** | **Spark** + MinIO (contrib) | PostgreSQL (contrib), Trino (contrib), Oracle (contrib), DuckDB | Spark for scale. PostgreSQL for simpler setups. Oracle for enterprise customers with existing Oracle infrastructure. DuckDB for development only. | +| **Registry** | **SQL** (PostgreSQL) | — | Always use SQL registry in production on-prem. File-based registries do not support concurrent writers. | +| **Compute Engine** | **Spark** | [Ray (KubeRay)](../reference/compute-engine/ray.md) | Run Spark on Kubernetes or standalone. Ray with KubeRay for Kubernetes-native distributed DAG execution. | +| **Object Storage** | MinIO (S3-compatible) | Ceph, NFS | S3-compatible storage for feature data and artifacts. | + +{% hint style="warning" %} +**Multi-replica constraint:** When scaling any Feast service to multiple replicas (via the Feast Operator), you **must** use database-backed persistence for all enabled services. File-based stores (SQLite, DuckDB, `registry.db`) are incompatible with multi-replica deployments. See [Scaling Feast](./scaling-feast.md#horizontal-scaling-with-the-feast-operator) for details. +{% endhint %} + +--- + +## Air-Gapped / Disconnected Environment Deployments + +Production environments in regulated industries (finance, government, defense) often have no outbound internet access from the Kubernetes cluster. The Feast Operator supports air-gapped deployments through custom container images, init container controls, and standard Kubernetes image-pull mechanisms. + +### Default init container behavior + +When `feastProjectDir` is set on the FeatureStore CR, the operator creates up to two init containers: + +1. **`feast-init`** — bootstraps the feature repository by running either `git clone` (if `feastProjectDir.git` is set) or `feast init` (if `feastProjectDir.init` is set), then writes the generated `feature_store.yaml` into the repo directory. +2. **`feast-apply`** — runs `feast apply` to register feature definitions in the registry. Controlled by `runFeastApplyOnInit` (defaults to `true`). Skipped when `disableInitContainers` is `true`. + +In air-gapped environments, `git clone` will fail because the cluster cannot reach external Git repositories. The solution is to **pre-bake** the feature repository into a custom container image and disable the init containers entirely. + +### Air-gapped deployment workflow + +```mermaid +graph TD + subgraph BuildEnv["Build Environment (internet access)"] + Code["Feature repo source code"] + Base["Base Feast image
(feastdev/feature-server)"] + Custom["Custom image with
bundled feature repo"] + Code --> Custom + Base --> Custom + end + + subgraph InternalRegistry["Internal Container Registry"] + Mirror["registry.internal.example.com
/feast/feature-server:v0.61"] + end + + subgraph AirGappedCluster["Air-Gapped Kubernetes Cluster"] + SA["ServiceAccount
(imagePullSecrets)"] + CR["FeatureStore CR
disableInitContainers: true
image: registry.internal..."] + Deploy["Feast Deployment
(no init containers)"] + SA --> Deploy + CR --> Deploy + end + + Custom -->|push| Mirror + Mirror -->|pull| Deploy +``` + +**Steps:** + +1. **Build a custom container image** that bundles the feature repository and all Python dependencies into the Feast base image. +2. **Push** the image to your internal container registry. +3. **Set `services.disableInitContainers: true`** on the FeatureStore CR to skip `git clone` / `feast init` and `feast apply`. +4. **Override the image** on each service using the per-service `image` field. +5. **Set `imagePullPolicy: IfNotPresent`** (or `Never` if images are pre-loaded on nodes). +6. **Configure `imagePullSecrets`** on the namespace's ServiceAccount — the FeatureStore CRD does not expose an `imagePullSecrets` field, so use the standard Kubernetes approach of attaching secrets to the ServiceAccount that the pods run under. + +### Sample FeatureStore CR (air-gapped) + +```yaml +apiVersion: feast.dev/v1 +kind: FeatureStore +metadata: + name: airgap-production +spec: + feastProject: my_project + services: + disableInitContainers: true + onlineStore: + persistence: + store: + type: redis + secretRef: + name: feast-online-store + server: + image: registry.internal.example.com/feast/feature-server:v0.61 + imagePullPolicy: IfNotPresent + resources: + requests: + cpu: "1" + memory: 1Gi + limits: + cpu: "2" + memory: 2Gi + registry: + local: + persistence: + store: + type: sql + secretRef: + name: feast-registry-store + server: + image: registry.internal.example.com/feast/feature-server:v0.61 + imagePullPolicy: IfNotPresent +``` + +{% hint style="info" %} +**Pre-populating the registry:** With init containers disabled, `feast apply` does not run on pod startup. You can populate the registry by: + +1. **Running `feast apply` from your CI/CD pipeline** that has network access to the registry DB. +2. **Using the FeatureStore CR's built-in CronJob** (`spec.cronJob`) — the operator creates a Kubernetes CronJob that runs `feast apply` and `feast materialize-incremental` on a schedule. The CronJob runs inside the cluster (no external access needed) and can use a custom image just like the main deployment. This is the recommended approach for air-gapped environments. +3. **Running `feast apply` manually** from the build environment before deploying the CR. +{% endhint %} + +### Air-gapped deployment checklist + +{% hint style="warning" %} +**Pre-stage the following artifacts before deploying Feast in an air-gapped environment:** + +* **Container images** — Feast feature server image (with bundled feature repo) pushed to internal registry +* **CRD manifests** — Feast Operator CRDs and operator deployment manifests available locally +* **Store credentials** — Kubernetes Secrets for online store, offline store, and registry DB connections created in the target namespace +* **Python packages** (if using custom on-demand transforms) — bundled into the custom image or available from an internal PyPI mirror +* **ServiceAccount configuration** — `imagePullSecrets` attached to the ServiceAccount used by the Feast deployment +{% endhint %} + +--- + +## Hybrid Store Configuration + +The hybrid store feature allows a single Feast deployment to route feature operations to multiple backends based on tags or data sources. This is useful when different feature views have different latency, cost, or compliance requirements. + +### Hybrid online store + +The `HybridOnlineStore` routes online operations to different backends based on a configurable tag on the `FeatureView`. + +```mermaid +graph LR + FS["Online Feature Server"] --> Router["HybridOnlineStore
(routes by tag)"] + Router -->|"tag: dynamodb"| DDB["DynamoDB"] + Router -->|"tag: redis"| RD["Redis"] + + style Router fill:#fff3e0,stroke:#f57c00,color:#000 + style DDB fill:#e3f2fd,stroke:#1976d2,color:#000 + style RD fill:#fce4ec,stroke:#c62828,color:#000 +``` + +**`feature_store.yaml` configuration:** + +```yaml +project: my_feature_repo +registry: data/registry.db +provider: local +online_store: + type: hybrid + routing_tag: team + online_stores: + - type: dynamodb + conf: + region: us-east-1 + - type: redis + conf: + connection_string: "redis-cluster:6379" + redis_type: redis_cluster +``` + +**Feature view with routing tag:** + +```python +from feast import FeatureView + +user_features = FeatureView( + name="user_features", + entities=[user_entity], + source=user_source, + tags={"team": "dynamodb"}, # Routes to DynamoDB backend +) + +transaction_features = FeatureView( + name="transaction_features", + entities=[txn_entity], + source=txn_source, + tags={"team": "redis"}, # Routes to Redis backend +) +``` + +The tag value must match the online store `type` name (e.g. `dynamodb`, `redis`, `bigtable`). + +### Hybrid offline store + +The `HybridOfflineStore` routes offline operations to different backends based on the `batch_source` type of each `FeatureView`. + +```mermaid +graph LR + Client["Materialization /
Training Job"] --> Router["HybridOfflineStore
(routes by source type)"] + Router -->|"SparkSource"| Spark["Spark"] + Router -->|"RedshiftSource"| RS["Redshift"] + + style Router fill:#fff3e0,stroke:#f57c00,color:#000 + style Spark fill:#e8f5e9,stroke:#388e3c,color:#000 + style RS fill:#e3f2fd,stroke:#1976d2,color:#000 +``` + +**`feature_store.yaml` configuration:** + +```yaml +project: my_feature_repo +registry: data/registry.db +provider: local +offline_store: + type: hybrid_offline_store.HybridOfflineStore + offline_stores: + - type: spark + conf: + spark_master: local[*] + spark_app_name: feast_spark_app + - type: redshift + conf: + cluster_id: my-redshift-cluster + region: us-east-1 + database: feast_db + user: feast_user + s3_staging_location: s3://my-bucket/feast-staging + iam_role: arn:aws:iam::123456789012:role/FeastRedshiftRole +``` + +**Feature views with different sources:** + +```python +from feast import FeatureView, Entity, ValueType +from feast.infra.offline_stores.contrib.spark_offline_store.spark_source import SparkSource +from feast.infra.offline_stores.redshift_source import RedshiftSource + +user_features = FeatureView( + name="user_features", + entities=[user_entity], + source=SparkSource(path="s3://bucket/user_features"), # Routes to Spark +) + +activity_features = FeatureView( + name="user_activity", + entities=[user_entity], + source=RedshiftSource( # Routes to Redshift + table="user_activity", + event_timestamp_column="event_ts", + ), +) +``` + +{% hint style="warning" %} +**Hybrid offline store constraint:** `get_historical_features` requires all requested feature views to share the same `batch_source` type within a single call. You cannot join features across different offline engines in one retrieval request. +{% endhint %} + +--- + +## Performance Considerations + +For detailed server-level tuning (worker counts, timeouts, keep-alive, etc.), see the [Online Server Performance Tuning](./online-server-performance-tuning.md) guide. + +### Online feature server sizing + +| Traffic tier | Replicas | CPU (per pod) | Memory (per pod) | Notes | +|---|---|---|---|---| +| Low (<100 RPS) | 1–2 | 500m–1 | 512Mi–1Gi | Minimal production | +| Medium (100–1000 RPS) | 2–5 (HPA) | 1–2 | 1–2Gi | Standard production | +| High (>1000 RPS) | 5–20 (HPA) | 2–4 | 2–4Gi | Enterprise, per-tenant | + +### Online store latency guidelines + +| Store | p50 latency | p99 latency | Best for | +|---|---|---|---| +| **Redis** (single) | <1ms | <5ms | Lowest latency, small-medium datasets | +| **Redis Cluster** | <2ms | <10ms | High availability + low latency | +| **DynamoDB** | <5ms | <20ms | Serverless, variable traffic | +| **PostgreSQL** | <5ms | <30ms | On-prem, simplicity | +| **Remote (HTTP)** | <10ms | <50ms | Client-server separation | + +### Connection pooling for remote online store + +When using the [Remote Online Store](../reference/online-stores/remote.md) (client-server architecture), connection pooling significantly reduces latency by reusing TCP/TLS connections: + +```yaml +online_store: + type: remote + path: http://feast-feature-server:80 + connection_pool_size: 50 # Max connections in pool (default: 50) + connection_idle_timeout: 300 # Idle timeout in seconds (default: 300) + connection_retries: 3 # Retry count with exponential backoff +``` + +**Tuning by workload:** + +| Workload | `connection_pool_size` | `connection_idle_timeout` | `connection_retries` | +|---|---|---|---| +| High-throughput inference | 100 | 600 | 5 | +| Long-running batch service | 50 | 0 (never close) | 3 | +| Resource-constrained edge | 10 | 60 | 2 | + +### Registry performance + +* **SQL registry** (PostgreSQL, MySQL) is required for concurrent materialization jobs writing to the registry simultaneously. +* **File-based registries** (S3, GCS, local) serialize the entire registry on each write — suitable only for single-writer scenarios. +* For read-heavy workloads, scale the Registry Server to multiple replicas (all connecting to the same database). + +### Registry cache tuning at scale + +Each Feast server pod maintains its own in-memory copy of the registry metadata. With multiple Gunicorn workers per pod, the total number of independent registry copies is **replicas x workers**. For example, 5 replicas with 4 workers each means 20 copies of the registry in memory, each refreshing independently. + +With the default `cache_mode: sync`, the refresh is **synchronous** — when the TTL expires, the next request blocks until the full registry is re-downloaded. At scale, this causes periodic latency spikes across multiple pods simultaneously. + +**Recommendation:** Use `cache_mode: thread` with a higher TTL in production to avoid refresh storms: + +```yaml +# In the Operator secret for SQL/DB-backed registries: +registry: + registry_type: sql + path: postgresql://:@:5432/feast + cache_mode: thread + cache_ttl_seconds: 300 +``` + +For the server-side refresh interval, set `registryTTLSeconds` on the CR: + +```yaml +spec: + services: + onlineStore: + server: + workerConfigs: + registryTTLSeconds: 300 +``` + +| Scenario | `cache_mode` | `cache_ttl_seconds` | `registryTTLSeconds` | +|---|---|---|---| +| Development / iteration | `sync` (default) | 5–10 | 5 | +| Production (low-latency) | `thread` | 300 | 300 | +| Production (frequent schema changes) | `thread` | 60 | 60 | + +{% hint style="info" %} +`registryTTLSeconds` on the CR controls the **server-side** refresh interval. `cache_ttl_seconds` in the registry secret controls the **SDK client** refresh. In Operator deployments, the CR field is what matters for serving performance. For a deep dive into sync vs thread mode trade-offs, memory impact, and freshness considerations, see the [Registry Cache Tuning](./online-server-performance-tuning.md#registry-cache-tuning) section in the performance tuning guide. +{% endhint %} + +### Materialization performance + +| Data volume | Recommended engine | Notes | +|---|---|---| +| <1M rows | In-process (default) | Simple, no external dependencies | +| 1M–100M rows | Snowflake Engine, Spark, or Ray | Distributed processing | +| >100M rows | Spark on Kubernetes / EMR / Dataproc, or Ray via KubeRay | Full cluster-scale materialization with distributed DAG execution | + +For detailed engine configuration, see [Scaling Materialization](./scaling-feast.md#scaling-materialization). + +### Redis sizing guidelines + +| Metric | Guideline | +|---|---| +| **Memory** | ~100 bytes per feature value (varies by data type). For 1M entities x 50 features = ~5GB. | +| **Connections** | Each online feature server replica opens a connection pool. Plan for `replicas x pool_size`. | +| **TTL** | Set `key_ttl_seconds` in `feature_store.yaml` to auto-expire stale data and bound memory usage. | +| **Cluster mode** | Use Redis Cluster for >25GB datasets or >10K connections. | + +--- + +## Design Principles + +Understanding the following principles helps you choose and customize the right topology. + +### Control plane vs data plane + +```mermaid +graph LR + subgraph ControlPlane["Control Plane"] + Operator["Feast Operator"] + Registry["Registry Server"] + end + + subgraph DataPlane["Data Plane"] + OnlineServer["Online Feature Server"] + OfflineServer["Offline Feature Server"] + end + + subgraph BackingStores["Backing Stores (external)"] + OnlineStore["Online Store
(e.g. Redis, DynamoDB, PostgreSQL, etc.)"] + OfflineStore["Offline Store
(e.g. Redshift, BigQuery, Spark, etc.)"] + RegistryDB["Registry DB
(PostgreSQL / MySQL)"] + end + + ControlPlane -->|configures| DataPlane + DataPlane -->|reports status| ControlPlane + OnlineServer --> OnlineStore + OfflineServer --> OfflineStore + Registry --> RegistryDB + + style ControlPlane fill:#e8f5e9,stroke:#388e3c,color:#000 + style DataPlane fill:#e3f2fd,stroke:#1976d2,color:#000 + style BackingStores fill:#fce4ec,stroke:#c62828,color:#000 +``` + +* **Control plane** (Operator + Registry Server) manages feature definitions, metadata, and lifecycle. It changes infrequently and should be highly available. +* **Data plane** (Online Feature Server + Offline Feature Server) handles the actual feature reads/writes at request time. It must scale with traffic. +* **Backing stores** (databases, object storage) hold the actual data. These are stateful and managed independently. + +### Stateless vs stateful components + +The Feast Operator deploys all Feast services (Online Feature Server, Offline Feature Server, Registry Server) in a **single shared Deployment**. When scaling (`spec.replicas > 1` or HPA autoscaling), all services scale together. + +{% hint style="warning" %} +**Scaling requires DB-backed persistence for all enabled services.** The operator enforces this via CRD validation: + +* **Online Store** — must use DB persistence (e.g. `type: redis`, `type: dynamodb`, `type: postgres`) +* **Offline Store** — if enabled, must use DB persistence (e.g. `type: redshift`, `type: bigquery`, `type: spark`, `type: postgres`) +* **Registry** — must use SQL persistence (`type: sql`), a remote registry, or S3/GCS file-backed registry + +File-based stores (SQLite, DuckDB, `registry.db`) are **rejected** when `replicas > 1` or autoscaling is configured. +{% endhint %} + +| Component | Type | Scaling | DB-backed requirement | +|---|---|---|---| +| Online Feature Server | **Stateless** (server) | Scales with the shared Deployment (HPA or `spec.replicas`) | Online store must use DB persistence (e.g. Redis, DynamoDB, PostgreSQL) | +| Offline Feature Server | **Stateless** (server) | Scales with the shared Deployment (HPA or `spec.replicas`) | Offline store must use DB persistence (e.g. Redshift, BigQuery, Spark, PostgreSQL) | +| Registry Server | **Stateless** (server) | Scales with the shared Deployment (HPA or `spec.replicas`) | Registry must use SQL, remote, or S3/GCS persistence | +| Online Store (Redis, DynamoDB, etc.) | **Stateful** (backing store) | Scale via managed service or clustering | Managed independently of Feast services | +| Offline Store (Redshift, BigQuery, etc.) | **Stateful** (backing store) | Scale via cloud-managed infrastructure | Managed independently of Feast services | +| Registry DB (PostgreSQL, MySQL) | **Stateful** (backing store) | Scale via managed database service | Managed independently of Feast services | + +### Scalability guidelines + +```mermaid +graph TD + Read["Read traffic increase"] -->|scale| FS["Online Feature Server replicas (HPA)"] + Write["Write / materialization load"] -->|scale| Engine["Compute Engine
(Spark / Ray / Snowflake)"] + Storage["Data volume growth"] -->|scale| Store["Online / Offline Store capacity"] + + FS -.- Independent["Scale independently"] + Engine -.- Independent + Store -.- Independent + + style Read fill:#e3f2fd,stroke:#1976d2,color:#000 + style Write fill:#fff3e0,stroke:#f57c00,color:#000 + style Storage fill:#f3e5f5,stroke:#7b1fa2,color:#000 + style FS fill:#e3f2fd,stroke:#1976d2,color:#000 + style Engine fill:#fff3e0,stroke:#f57c00,color:#000 + style Store fill:#f3e5f5,stroke:#7b1fa2,color:#000 +``` + +* **Read scaling** — increase Online Feature Server replicas; they are stateless and scale linearly. +* **Write scaling** — use a distributed compute engine ([Spark](../reference/compute-engine/spark.md), [Ray/KubeRay](../reference/compute-engine/ray.md), or [Snowflake](../reference/compute-engine/snowflake.md)) for materialization. +* **Storage scaling** — scale online and offline stores independently based on data volume and query patterns. + +For detailed scaling configuration, see [Scaling Feast](./scaling-feast.md). + +--- + +## Topology Comparison + +| Capability | Minimal | Standard | Enterprise | +|---|:---:|:---:|:---:| +| **High availability** | No | Yes | Yes | +| **Autoscaling** | No | HPA | HPA + Cluster Autoscaler | +| **TLS / Ingress** | No | Yes | Yes + API Gateway | +| **RBAC** | No | Kubernetes RBAC | OIDC + fine-grained RBAC | +| **Multi-tenancy** | No | No | Namespace-per-team | +| **Shared registry** | N/A | N/A | Optional (remote registry) | +| **Hybrid stores** | No | Optional | Recommended for mixed backends | +| **Observability** | Logs only | Basic metrics | OpenTelemetry + Prometheus + Grafana + Jaeger | +| **Disaster recovery** | No | Partial | Full backup/restore | +| **Network policies** | No | Optional | Enforced | +| **Recommended team size** | 1–3 | 3–15 | 15+ | + +--- + +## Next Steps + +* [Feast on Kubernetes](./feast-on-kubernetes.md) — install the Feast Operator and deploy your first FeatureStore CR +* [Scaling Feast](./scaling-feast.md) — detailed HPA, registry scaling, and materialization engine configuration +* [Online Server Performance Tuning](./online-server-performance-tuning.md) — worker counts, timeouts, keep-alive, and server-level tuning +* [Starting Feast Servers in TLS Mode](./starting-feast-servers-tls-mode.md) — enable TLS for secure communication +* [Running Feast in Production](./running-feast-in-production.md) — CI/CD, materialization scheduling, and model serving patterns +* [Multi-Team Feature Store Setup](./federated-feature-store.md) — federated feature store for multi-team environments +* [Permission Concepts](../getting-started/concepts/permission.md) — full permission model reference +* [RBAC Architecture](../getting-started/architecture/rbac.md) — authorization architecture details +* [OpenTelemetry Integration](../getting-started/components/open-telemetry.md) — traces and metrics for Feast servers +* [Hybrid Online Store](../reference/online-stores/hybrid.md) — hybrid online store configuration reference +* [Hybrid Offline Store](../reference/offline-stores/hybrid.md) — hybrid offline store configuration reference diff --git a/docs/how-to-guides/running-feast-in-production.md b/docs/how-to-guides/running-feast-in-production.md index be6fd2afeb4..f073c92931f 100644 --- a/docs/how-to-guides/running-feast-in-production.md +++ b/docs/how-to-guides/running-feast-in-production.md @@ -18,6 +18,10 @@ For example, you might not have a stream source and, thus, no need to write feat Additionally, please check the how-to guide for some specific recommendations on [how to scale Feast](./scaling-feast.md). {% endhint %} +{% hint style="info" %} +**Looking for production deployment patterns?** See the [Feast Production Deployment Topologies](./production-deployment-topologies.md) guide for three Kubernetes-ready topologies (Minimal, Standard, Enterprise), sample FeatureStore CRs, RBAC policies, infrastructure recommendations, and scaling best practices. +{% endhint %} + In this guide we will show you how to: 1. Deploy your feature store and keep your infrastructure in sync with your feature repository From c8fd81652642e3e5cdf1d3ddd66fc1f8972168a1 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 9 Apr 2026 21:19:04 -0400 Subject: [PATCH 03/96] chore(deps): Bump go.opentelemetry.io/otel/sdk from 1.38.0 to 1.43.0 (#6247) chore(deps): bump go.opentelemetry.io/otel/sdk from 1.38.0 to 1.43.0 Bumps [go.opentelemetry.io/otel/sdk](https://github.com/open-telemetry/opentelemetry-go) from 1.38.0 to 1.43.0. - [Release notes](https://github.com/open-telemetry/opentelemetry-go/releases) - [Changelog](https://github.com/open-telemetry/opentelemetry-go/blob/main/CHANGELOG.md) - [Commits](https://github.com/open-telemetry/opentelemetry-go/compare/v1.38.0...v1.43.0) --- updated-dependencies: - dependency-name: go.opentelemetry.io/otel/sdk dependency-version: 1.43.0 dependency-type: direct:production ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Shuchu Han --- go.mod | 16 +++++++--------- go.sum | 24 ++++++++++++------------ 2 files changed, 19 insertions(+), 21 deletions(-) diff --git a/go.mod b/go.mod index d59d6cfa4b3..b76ac71d1e1 100644 --- a/go.mod +++ b/go.mod @@ -1,8 +1,6 @@ module github.com/feast-dev/feast -go 1.24.0 - -toolchain go1.24.4 +go 1.25.0 require ( cloud.google.com/go/storage v1.58.0 @@ -26,11 +24,11 @@ require ( github.com/rs/zerolog v1.33.0 github.com/spaolacci/murmur3 v1.1.0 github.com/stretchr/testify v1.11.1 - go.opentelemetry.io/otel v1.38.0 + go.opentelemetry.io/otel v1.43.0 go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0 go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.38.0 - go.opentelemetry.io/otel/sdk v1.38.0 - go.opentelemetry.io/otel/trace v1.38.0 + go.opentelemetry.io/otel/sdk v1.43.0 + go.opentelemetry.io/otel/trace v1.43.0 golang.org/x/sync v0.18.0 google.golang.org/genproto/googleapis/rpc v0.0.0-20251111163417-95abcf5c77ba google.golang.org/grpc v1.76.0 @@ -113,8 +111,8 @@ require ( go.opentelemetry.io/contrib/detectors/gcp v1.36.0 // indirect go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0 // indirect go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect - go.opentelemetry.io/otel/metric v1.38.0 // indirect - go.opentelemetry.io/otel/sdk/metric v1.38.0 // indirect + go.opentelemetry.io/otel/metric v1.43.0 // indirect + go.opentelemetry.io/otel/sdk/metric v1.43.0 // indirect go.opentelemetry.io/proto/otlp v1.7.1 // indirect go.yaml.in/yaml/v2 v2.4.2 // indirect golang.org/x/crypto v0.45.0 // indirect @@ -122,7 +120,7 @@ require ( golang.org/x/mod v0.29.0 // indirect golang.org/x/net v0.47.0 // indirect golang.org/x/oauth2 v0.33.0 // indirect - golang.org/x/sys v0.38.0 // indirect + golang.org/x/sys v0.42.0 // indirect golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8 // indirect golang.org/x/text v0.31.0 // indirect golang.org/x/time v0.14.0 // indirect diff --git a/go.sum b/go.sum index b9112cc4961..b43b860c04f 100644 --- a/go.sum +++ b/go.sum @@ -262,22 +262,22 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0/go.mod h1:fvPi2qXDqFs8M4B4fmJhE92TyQs9Ydjlg3RvfUp+NbQ= go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus= go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q= -go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8= -go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM= +go.opentelemetry.io/otel v1.43.0 h1:mYIM03dnh5zfN7HautFE4ieIig9amkNANT+xcVxAj9I= +go.opentelemetry.io/otel v1.43.0/go.mod h1:JuG+u74mvjvcm8vj8pI5XiHy1zDeoCS2LB1spIq7Ay0= go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0 h1:GqRJVj7UmLjCVyVJ3ZFLdPRmhDUp2zFmQe3RHIOsw24= go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.38.0/go.mod h1:ri3aaHSmCTVYu2AWv44YMauwAQc0aqI9gHKIcSbI1pU= go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.38.0 h1:aTL7F04bJHUlztTsNGJ2l+6he8c+y/b//eR0jjjemT4= go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.38.0/go.mod h1:kldtb7jDTeol0l3ewcmd8SDvx3EmIE7lyvqbasU3QC4= go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.38.0 h1:wm/Q0GAAykXv83wzcKzGGqAnnfLFyFe7RslekZuv+VI= go.opentelemetry.io/otel/exporters/stdout/stdoutmetric v1.38.0/go.mod h1:ra3Pa40+oKjvYh+ZD3EdxFZZB0xdMfuileHAm4nNN7w= -go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA= -go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI= -go.opentelemetry.io/otel/sdk v1.38.0 h1:l48sr5YbNf2hpCUj/FoGhW9yDkl+Ma+LrVl8qaM5b+E= -go.opentelemetry.io/otel/sdk v1.38.0/go.mod h1:ghmNdGlVemJI3+ZB5iDEuk4bWA3GkTpW+DOoZMYBVVg= -go.opentelemetry.io/otel/sdk/metric v1.38.0 h1:aSH66iL0aZqo//xXzQLYozmWrXxyFkBJ6qT5wthqPoM= -go.opentelemetry.io/otel/sdk/metric v1.38.0/go.mod h1:dg9PBnW9XdQ1Hd6ZnRz689CbtrUp0wMMs9iPcgT9EZA= -go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJrmcNLE= -go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs= +go.opentelemetry.io/otel/metric v1.43.0 h1:d7638QeInOnuwOONPp4JAOGfbCEpYb+K6DVWvdxGzgM= +go.opentelemetry.io/otel/metric v1.43.0/go.mod h1:RDnPtIxvqlgO8GRW18W6Z/4P462ldprJtfxHxyKd2PY= +go.opentelemetry.io/otel/sdk v1.43.0 h1:pi5mE86i5rTeLXqoF/hhiBtUNcrAGHLKQdhg4h4V9Dg= +go.opentelemetry.io/otel/sdk v1.43.0/go.mod h1:P+IkVU3iWukmiit/Yf9AWvpyRDlUeBaRg6Y+C58QHzg= +go.opentelemetry.io/otel/sdk/metric v1.43.0 h1:S88dyqXjJkuBNLeMcVPRFXpRw2fuwdvfCGLEo89fDkw= +go.opentelemetry.io/otel/sdk/metric v1.43.0/go.mod h1:C/RJtwSEJ5hzTiUz5pXF1kILHStzb9zFlIEe85bhj6A= +go.opentelemetry.io/otel/trace v1.43.0 h1:BkNrHpup+4k4w+ZZ86CZoHHEkohws8AY+WTX09nk+3A= +go.opentelemetry.io/otel/trace v1.43.0/go.mod h1:/QJhyVBUUswCphDVxq+8mld+AvhXZLhe+8WVFxiFff0= go.opentelemetry.io/proto/otlp v1.7.1 h1:gTOMpGDb0WTBOP8JaO72iL3auEZhVmAQg4ipjOVAtj4= go.opentelemetry.io/proto/otlp v1.7.1/go.mod h1:b2rVh6rfI/s2pHWNlB7ILJcRALpcNDzKhACevjI+ZnE= go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto= @@ -306,8 +306,8 @@ golang.org/x/sys v0.0.0-20220811171246-fbc7d0a398ab/go.mod h1:oPkhp1MJrh7nUepCBc golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= -golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc= -golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks= +golang.org/x/sys v0.42.0 h1:omrd2nAlyT5ESRdCLYdm3+fMfNFE/+Rf4bDIQImRJeo= +golang.org/x/sys v0.42.0/go.mod h1:4GL1E5IUh+htKOUEOaiffhrAeqysfVGipDYzABqnCmw= golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8 h1:LvzTn0GQhWuvKH/kVRS3R3bVAsdQWI7hvfLHGgh9+lU= golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8/go.mod h1:Pi4ztBfryZoJEkyFTI5/Ocsu2jXyDr6iSdgJiYE/uwE= golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM= From c833f1a5990376999938406e464649c601b9d339 Mon Sep 17 00:00:00 2001 From: Anthonette Adanyin <106275232+antznette1@users.noreply.github.com> Date: Fri, 10 Apr 2026 07:29:51 +0100 Subject: [PATCH 04/96] fix(helm): Avoid nil pointer for metrics.enabled inside podAnnotations (#6251) * Fix helm podAnnotations metrics context Signed-off-by: antznette1 * Fix helm metrics annotation with empty podAnnotations Signed-off-by: antznette1 --------- Signed-off-by: antznette1 --- infra/charts/feast-feature-server/templates/deployment.yaml | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/infra/charts/feast-feature-server/templates/deployment.yaml b/infra/charts/feast-feature-server/templates/deployment.yaml index 6cd17d4a4d1..ef0cc9671de 100644 --- a/infra/charts/feast-feature-server/templates/deployment.yaml +++ b/infra/charts/feast-feature-server/templates/deployment.yaml @@ -11,10 +11,12 @@ spec: {{- include "feast-feature-server.selectorLabels" . | nindent 6 }} template: metadata: - {{- with .Values.podAnnotations }} + {{- if or .Values.podAnnotations .Values.metrics.enabled }} annotations: + {{- with .Values.podAnnotations }} {{- toYaml . | nindent 8 }} - {{- if .Values.metrics.enabled }} + {{- end }} + {{- if $.Values.metrics.enabled }} instrumentation.opentelemetry.io/inject-python: "true" {{- end }} {{- end }} From 0c469a7f1d49046c6be7be61bd65ca706b2f207e Mon Sep 17 00:00:00 2001 From: Abhishek8108 <87538407+Abhishek8108@users.noreply.github.com> Date: Wed, 8 Apr 2026 21:48:44 +0100 Subject: [PATCH 05/96] fix: correct project_id scoping in get_user_metadata and delete_project get_user_metadata was filtering only by feature view name, allowing a shared Snowflake registry to return user metadata from a different project's feature view with the same name. Added project_id = '{project}' to the WHERE clause, consistent with apply_user_metadata. delete_project was interpolating a Project object into the SQL string instead of the project name string, which would use __str__ of the object rather than the actual name. Changed to use the `name` parameter directly. Signed-off-by: Abhishek8108 <87538407+Abhishek8108@users.noreply.github.com> --- sdk/python/feast/infra/registry/snowflake.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/sdk/python/feast/infra/registry/snowflake.py b/sdk/python/feast/infra/registry/snowflake.py index 68bf376e650..0826923f7f8 100644 --- a/sdk/python/feast/infra/registry/snowflake.py +++ b/sdk/python/feast/infra/registry/snowflake.py @@ -1116,7 +1116,8 @@ def get_user_metadata( FROM {self.registry_path}."{fv_table_str}" WHERE - {fv_column_name}_name = '{feature_view.name}' + project_id = '{project}' + AND {fv_column_name}_name = '{feature_view.name}' LIMIT 1 """ df = execute_snowflake_statement(conn, query).fetch_pandas_all() @@ -1322,7 +1323,7 @@ def delete_project( query = f""" DELETE FROM {self.registry_path}."{table}" WHERE - project_id = '{project}' + project_id = '{name}' """ execute_snowflake_statement(conn, query) return From b36acb71673894db78283664dde10da9fec20c21 Mon Sep 17 00:00:00 2001 From: yassinnouh21 Date: Fri, 10 Apr 2026 12:24:24 +0200 Subject: [PATCH 06/96] feat: Add feature view versioning support to FAISS online store When enable_online_feature_view_versioning is enabled, FAISS indices are namespaced by versioned table keys (e.g. project_driver_stats_v2) so multiple feature view versions can coexist in memory. Reuses the shared compute_table_id() from helpers.py for consistency with PostgreSQL and MySQL stores. Signed-off-by: yassinnouh21 --- sdk/python/feast/errors.py | 2 +- .../infra/online_stores/faiss_online_store.py | 119 +++++---- .../feast/infra/online_stores/online_store.py | 6 + .../online_store/test_faiss_versioning.py | 249 ++++++++++++++++++ 4 files changed, 331 insertions(+), 45 deletions(-) create mode 100644 sdk/python/tests/unit/infra/online_store/test_faiss_versioning.py diff --git a/sdk/python/feast/errors.py b/sdk/python/feast/errors.py index fb35ff79de8..08d40827435 100644 --- a/sdk/python/feast/errors.py +++ b/sdk/python/feast/errors.py @@ -142,7 +142,7 @@ class VersionedOnlineReadNotSupported(FeastError): def __init__(self, store_name: str, version: int): super().__init__( f"Versioned feature reads (@v{version}) are not yet supported by {store_name}. " - f"Currently only SQLite, PostgreSQL, and MySQL support version-qualified feature references. " + f"Currently only SQLite, PostgreSQL, MySQL, and FAISS support version-qualified feature references. " ) diff --git a/sdk/python/feast/infra/online_stores/faiss_online_store.py b/sdk/python/feast/infra/online_stores/faiss_online_store.py index 3e3d92cde6d..dfa7d6c376b 100644 --- a/sdk/python/feast/infra/online_stores/faiss_online_store.py +++ b/sdk/python/feast/infra/online_stores/faiss_online_store.py @@ -8,6 +8,7 @@ from feast import Entity, FeatureView, RepoConfig from feast.infra.key_encoding_utils import serialize_entity_key +from feast.infra.online_stores.helpers import compute_table_id from feast.infra.online_stores.online_store import OnlineStore from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto from feast.protos.feast.types.Value_pb2 import Value as ValueProto @@ -43,16 +44,21 @@ def teardown(self): self.entity_keys = {} +def _table_id(project: str, table: FeatureView, enable_versioning: bool = False) -> str: + return compute_table_id(project, table, enable_versioning) + + class FaissOnlineStore(OnlineStore): - _index: Optional[faiss.IndexIVFFlat] = None - _in_memory_store: InMemoryStore = InMemoryStore() - _config: Optional[FaissOnlineStoreConfig] = None _logger: logging.Logger = logging.getLogger(__name__) - def _get_index(self, config: RepoConfig) -> faiss.IndexIVFFlat: - if self._index is None or self._config is None: - raise ValueError("Index is not initialized") - return self._index + def __init__(self): + super().__init__() + self._indices: Dict[str, faiss.IndexIVFFlat] = {} + self._in_memory_stores: Dict[str, InMemoryStore] = {} + self._config: Optional[FaissOnlineStoreConfig] = None + + def _get_index(self, table_key: str) -> Optional[faiss.IndexIVFFlat]: + return self._indices.get(table_key) def update( self, @@ -63,23 +69,31 @@ def update( entities_to_keep: Sequence[Entity], partial: bool, ): - feature_views = tables_to_keep - if not feature_views: - return - - feature_names = [f.name for f in feature_views[0].features] - dimension = len(feature_names) - self._config = FaissOnlineStoreConfig(**config.online_store.dict()) - if self._index is None or not partial: - quantizer = faiss.IndexFlatL2(dimension) - self._index = faiss.IndexIVFFlat(quantizer, dimension, self._config.nlist) - self._index.train( - np.random.rand(self._config.nlist * 100, dimension).astype(np.float32) - ) - self._in_memory_store = InMemoryStore() + versioning = config.registry.enable_online_feature_view_versioning + + for table in tables_to_delete: + table_key = _table_id(config.project, table, versioning) + self._indices.pop(table_key, None) + self._in_memory_stores.pop(table_key, None) + + for table in tables_to_keep: + table_key = _table_id(config.project, table, versioning) + feature_names = [f.name for f in table.features] + dimension = len(feature_names) + + if table_key not in self._indices or not partial: + quantizer = faiss.IndexFlatL2(dimension) + index = faiss.IndexIVFFlat(quantizer, dimension, self._config.nlist) + index.train( + np.random.rand(self._config.nlist * 100, dimension).astype( + np.float32 + ) + ) + self._indices[table_key] = index + self._in_memory_stores[table_key] = InMemoryStore() - self._in_memory_store.update(feature_names, {}) + self._in_memory_stores[table_key].update(feature_names, {}) def teardown( self, @@ -87,8 +101,13 @@ def teardown( tables: Sequence[FeatureView], entities: Sequence[Entity], ): - self._index = None - self._in_memory_store.teardown() + versioning = config.registry.enable_online_feature_view_versioning + for table in tables: + table_key = _table_id(config.project, table, versioning) + self._indices.pop(table_key, None) + store = self._in_memory_stores.pop(table_key, None) + if store is not None: + store.teardown() def online_read( self, @@ -97,7 +116,12 @@ def online_read( entity_keys: List[EntityKeyProto], requested_features: Optional[List[str]] = None, ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]: - if self._index is None: + versioning = config.registry.enable_online_feature_view_versioning + table_key = _table_id(config.project, table, versioning) + index = self._get_index(table_key) + in_memory_store = self._in_memory_stores.get(table_key) + + if index is None or in_memory_store is None: return [(None, None)] * len(entity_keys) results: List[Tuple[Optional[datetime], Optional[Dict[str, Any]]]] = [] @@ -105,15 +129,15 @@ def online_read( serialized_key = serialize_entity_key( entity_key, config.entity_key_serialization_version ).hex() - idx = self._in_memory_store.entity_keys.get(serialized_key, -1) + idx = in_memory_store.entity_keys.get(serialized_key, -1) if idx == -1: results.append((None, None)) else: - feature_vector = self._index.reconstruct(int(idx)) + feature_vector = index.reconstruct(int(idx)) feature_dict = { name: ValueProto(double_val=value) for name, value in zip( - self._in_memory_store.feature_names, feature_vector + in_memory_store.feature_names, feature_vector ) } results.append((None, feature_dict)) @@ -128,8 +152,16 @@ def online_write_batch( ], progress: Optional[Callable[[int], Any]], ) -> None: - if self._index is None: - self._logger.warning("Index is not initialized. Skipping write operation.") + versioning = config.registry.enable_online_feature_view_versioning + table_key = _table_id(config.project, table, versioning) + index = self._get_index(table_key) + in_memory_store = self._in_memory_stores.get(table_key) + + if index is None or in_memory_store is None: + self._logger.warning( + "Index for table '%s' is not initialized. Skipping write operation.", + table_key, + ) return feature_vectors = [] @@ -142,7 +174,7 @@ def online_write_batch( feature_vector = np.array( [ feature_dict[name].double_val - for name in self._in_memory_store.feature_names + for name in in_memory_store.feature_names ], dtype=np.float32, ) @@ -153,21 +185,17 @@ def online_write_batch( feature_vectors_array = np.array(feature_vectors) existing_indices = [ - self._in_memory_store.entity_keys.get(sk, -1) for sk in serialized_keys + in_memory_store.entity_keys.get(sk, -1) for sk in serialized_keys ] mask = np.array(existing_indices) != -1 if np.any(mask): - self._index.remove_ids( - np.array([idx for idx in existing_indices if idx != -1]) - ) + index.remove_ids(np.array([idx for idx in existing_indices if idx != -1])) - new_indices = np.arange( - self._index.ntotal, self._index.ntotal + len(feature_vectors_array) - ) - self._index.add(feature_vectors_array) + new_indices = np.arange(index.ntotal, index.ntotal + len(feature_vectors_array)) + index.add(feature_vectors_array) for sk, idx in zip(serialized_keys, new_indices): - self._in_memory_store.entity_keys[sk] = idx + in_memory_store.entity_keys[sk] = idx if progress: progress(len(data)) @@ -189,12 +217,16 @@ def retrieve_online_documents( Optional[ValueProto], ] ]: - if self._index is None: + versioning = config.registry.enable_online_feature_view_versioning + table_key = _table_id(config.project, table, versioning) + index = self._get_index(table_key) + + if index is None: self._logger.warning("Index is not initialized. Returning empty result.") return [] query_vector = np.array(embedding, dtype=np.float32).reshape(1, -1) - distances, indices = self._index.search(query_vector, top_k) + distances, indices = index.search(query_vector, top_k) results: List[ Tuple[ @@ -209,7 +241,7 @@ def retrieve_online_documents( if idx == -1: continue - feature_vector = self._index.reconstruct(int(idx)) + feature_vector = index.reconstruct(int(idx)) timestamp = Timestamp() timestamp.GetCurrentTime() @@ -237,5 +269,4 @@ async def online_read_async( entity_keys: List[EntityKeyProto], requested_features: Optional[List[str]] = None, ) -> List[Tuple[Optional[datetime], Optional[Dict[str, ValueProto]]]]: - # Implement async read if needed raise NotImplementedError("Async read is not implemented for FaissOnlineStore") diff --git a/sdk/python/feast/infra/online_stores/online_store.py b/sdk/python/feast/infra/online_stores/online_store.py index 41555ccfb2b..cc77abf39ba 100644 --- a/sdk/python/feast/infra/online_stores/online_store.py +++ b/sdk/python/feast/infra/online_stores/online_store.py @@ -274,6 +274,12 @@ def _check_versioned_read_support(self, grouped_refs): supported_types.append(PostgreSQLOnlineStore) except ImportError: pass + try: + from feast.infra.online_stores.faiss_online_store import FaissOnlineStore + + supported_types.append(FaissOnlineStore) + except ImportError: + pass if isinstance(self, tuple(supported_types)): return diff --git a/sdk/python/tests/unit/infra/online_store/test_faiss_versioning.py b/sdk/python/tests/unit/infra/online_store/test_faiss_versioning.py new file mode 100644 index 00000000000..84b0aa24e99 --- /dev/null +++ b/sdk/python/tests/unit/infra/online_store/test_faiss_versioning.py @@ -0,0 +1,249 @@ +"""Unit tests for FAISS online store feature view versioning.""" + +import sys +from datetime import timedelta +from unittest.mock import MagicMock, patch + +import numpy as np +import pytest + +from feast import Entity, FeatureView +from feast.field import Field +from feast.protos.feast.types.EntityKey_pb2 import EntityKey as EntityKeyProto +from feast.protos.feast.types.Value_pb2 import Value as ValueProto +from feast.types import Float32 +from feast.value_type import ValueType + + +def _make_feature_view(name="driver_stats", version_number=None, version_tag=None): + entity = Entity( + name="driver_id", + join_keys=["driver_id"], + value_type=ValueType.INT64, + ) + fv = FeatureView( + name=name, + entities=[entity], + ttl=timedelta(days=1), + schema=[Field(name="feature_a", dtype=Float32)], + ) + if version_number is not None: + fv.current_version_number = version_number + if version_tag is not None: + fv.projection.version_tag = version_tag + return fv + + +@pytest.fixture(autouse=True) +def _mock_faiss(): + """Inject a minimal faiss mock so faiss_online_store can be imported.""" + faiss_mock = MagicMock() + with patch.dict(sys.modules, {"faiss": faiss_mock}): + sys.modules.pop("feast.infra.online_stores.faiss_online_store", None) + yield faiss_mock + sys.modules.pop("feast.infra.online_stores.faiss_online_store", None) + + +class TestFaissTableId: + """Test _table_id generates correct versioned table names.""" + + def test_default_no_versioning(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view() + assert _table_id("proj", fv) == "proj_driver_stats" + + def test_versioning_explicitly_disabled(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view(version_number=3) + assert _table_id("proj", fv, enable_versioning=False) == "proj_driver_stats" + + def test_versioning_enabled_no_version_set(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view() + assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats" + + def test_versioning_enabled_with_current_version_number(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view(version_number=2) + assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats_v2" + + def test_version_zero_no_suffix(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view(version_number=0) + assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats" + + def test_projection_version_tag_takes_priority(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view(version_number=1, version_tag=3) + assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats_v3" + + def test_projection_version_tag_zero_no_suffix(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view(version_tag=0, version_number=3) + assert _table_id("proj", fv, enable_versioning=True) == "proj_driver_stats" + + def test_different_project_names(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view(version_number=1) + assert _table_id("prod", fv, enable_versioning=True) == "prod_driver_stats_v1" + assert ( + _table_id("staging", fv, enable_versioning=True) + == "staging_driver_stats_v1" + ) + + def test_different_feature_view_names(self): + from feast.infra.online_stores.faiss_online_store import _table_id + + fv = _make_feature_view(name="user_stats", version_number=2) + assert _table_id("proj", fv, enable_versioning=True) == "proj_user_stats_v2" + + +class TestFaissVersionedReadSupport: + """Test that FaissOnlineStore passes _check_versioned_read_support.""" + + def test_allowed_with_version_tag(self): + from feast.infra.online_stores.faiss_online_store import FaissOnlineStore + + store = FaissOnlineStore() + fv = _make_feature_view() + fv.projection.version_tag = 2 + store._check_versioned_read_support([(fv, ["feature_a"])]) + + def test_allowed_without_version_tag(self): + from feast.infra.online_stores.faiss_online_store import FaissOnlineStore + + store = FaissOnlineStore() + fv = _make_feature_view() + store._check_versioned_read_support([(fv, ["feature_a"])]) + + +def _make_config(project="test_project", versioning=False): + """Build a minimal RepoConfig-like mock.""" + config = MagicMock() + config.project = project + config.entity_key_serialization_version = 2 + config.online_store.dict.return_value = { + "dimension": 1, + "index_path": "/tmp/test.index", + "index_type": "IVFFlat", + "nlist": 10, + } + config.registry.enable_online_feature_view_versioning = versioning + return config + + +def _make_entity_key(driver_id=1): + return EntityKeyProto( + join_keys=["driver_id"], + entity_values=[ValueProto(int64_val=driver_id)], + ) + + +class TestFaissOnlineStoreVersionedReadWrite: + def _make_store(self, faiss_mock, nlist=10): + """Create a FaissOnlineStore with a real-enough faiss mock.""" + index_mock = MagicMock() + index_mock.ntotal = 0 + + def add_side_effect(vectors): + index_mock.ntotal += len(vectors) + + index_mock.add.side_effect = add_side_effect + + def reconstruct_side_effect(idx): + return np.array([float(idx)], dtype=np.float32) + + index_mock.reconstruct.side_effect = reconstruct_side_effect + + faiss_mock.IndexFlatL2.return_value = MagicMock() + faiss_mock.IndexIVFFlat.return_value = index_mock + + from feast.infra.online_stores.faiss_online_store import FaissOnlineStore + + store = FaissOnlineStore() + return store, index_mock + + def test_write_and_read_without_versioning(self, _mock_faiss): + store, _ = self._make_store(_mock_faiss) + config = _make_config(versioning=False) + fv = _make_feature_view() + + store.update(config, [], [fv], [], [], partial=False) + + entity_key = _make_entity_key(driver_id=42) + data = [(entity_key, {"feature_a": ValueProto(double_val=1.5)}, None, None)] + store.online_write_batch(config, fv, data, None) + + results = store.online_read(config, fv, [entity_key]) + assert len(results) == 1 + _, feature_dict = results[0] + assert feature_dict is not None + assert "feature_a" in feature_dict + + def test_write_and_read_with_versioning(self, _mock_faiss): + store, _ = self._make_store(_mock_faiss) + config = _make_config(versioning=True) + fv_v2 = _make_feature_view(version_number=2) + + store.update(config, [], [fv_v2], [], [], partial=False) + + entity_key = _make_entity_key(driver_id=7) + data = [(entity_key, {"feature_a": ValueProto(double_val=2.0)}, None, None)] + store.online_write_batch(config, fv_v2, data, None) + + results = store.online_read(config, fv_v2, [entity_key]) + assert len(results) == 1 + _, feature_dict = results[0] + assert feature_dict is not None + + def test_versioned_namespaces_are_isolated(self, _mock_faiss): + """Data written under v1 must not be visible when reading under v2.""" + store, _ = self._make_store(_mock_faiss) + config = _make_config(versioning=True) + + fv_v1 = _make_feature_view(version_number=1) + fv_v2 = _make_feature_view(version_number=2) + + store.update(config, [], [fv_v1, fv_v2], [], [], partial=False) + + entity_key = _make_entity_key(driver_id=99) + data = [(entity_key, {"feature_a": ValueProto(double_val=9.9)}, None, None)] + store.online_write_batch(config, fv_v1, data, None) + + results_v2 = store.online_read(config, fv_v2, [entity_key]) + assert results_v2 == [(None, None)] + + results_v1 = store.online_read(config, fv_v1, [entity_key]) + assert results_v1[0][1] is not None + + def test_missing_index_returns_none(self, _mock_faiss): + store, _ = self._make_store(_mock_faiss) + config = _make_config(versioning=True) + fv = _make_feature_view(version_number=5) + entity_key = _make_entity_key(driver_id=1) + results = store.online_read(config, fv, [entity_key]) + assert results == [(None, None)] + + def test_teardown_removes_versioned_index(self, _mock_faiss): + store, _ = self._make_store(_mock_faiss) + config = _make_config(versioning=True) + fv = _make_feature_view(version_number=3) + + store.update(config, [], [fv], [], [], partial=False) + + entity_key = _make_entity_key(driver_id=1) + data = [(entity_key, {"feature_a": ValueProto(double_val=3.0)}, None, None)] + store.online_write_batch(config, fv, data, None) + + store.teardown(config, [fv], []) + + results = store.online_read(config, fv, [entity_key]) + assert results == [(None, None)] From 705df00ecfbdc5a23e7190fb0d014eb4f024e31b Mon Sep 17 00:00:00 2001 From: Nikhil Kathole Date: Sat, 11 Apr 2026 21:15:28 +0530 Subject: [PATCH 07/96] docs: Add Feast-powered AI agent example with MCP, persistent memory, and blog post (#6253) * docs: Add Feast-powered AI agent example with MCP and persistent memory Signed-off-by: ntkathole * docs: Memory as infra checkpoint Signed-off-by: ntkathole --------- Signed-off-by: ntkathole --- docs/SUMMARY.md | 1 + docs/getting-started/genai.md | 17 +- examples/agent_feature_store/README.md | 420 +++++++++ examples/agent_feature_store/agent.py | 816 ++++++++++++++++++ .../feature_repo/feature_store.yaml | 30 + .../feature_repo/features.py | 83 ++ examples/agent_feature_store/run_demo.sh | 82 ++ examples/agent_feature_store/setup_data.py | 201 +++++ infra/website/docs/blog/feast-agents-mcp.md | 363 ++++++++ .../blog/feast-mcp-agent-workflow-prod.png | Bin 0 -> 97437 bytes .../images/blog/feast-mcp-agent-workflow.png | Bin 0 -> 139336 bytes .../public/images/blog/feast-mcp-agent.png | Bin 0 -> 6468952 bytes 12 files changed, 2012 insertions(+), 1 deletion(-) create mode 100644 examples/agent_feature_store/README.md create mode 100644 examples/agent_feature_store/agent.py create mode 100644 examples/agent_feature_store/feature_repo/feature_store.yaml create mode 100644 examples/agent_feature_store/feature_repo/features.py create mode 100755 examples/agent_feature_store/run_demo.sh create mode 100644 examples/agent_feature_store/setup_data.py create mode 100644 infra/website/docs/blog/feast-agents-mcp.md create mode 100644 infra/website/public/images/blog/feast-mcp-agent-workflow-prod.png create mode 100644 infra/website/public/images/blog/feast-mcp-agent-workflow.png create mode 100644 infra/website/public/images/blog/feast-mcp-agent.png diff --git a/docs/SUMMARY.md b/docs/SUMMARY.md index 5f24c2efd1b..f9d0d13f3c5 100644 --- a/docs/SUMMARY.md +++ b/docs/SUMMARY.md @@ -55,6 +55,7 @@ * [Retrieval Augmented Generation (RAG) with Feast](tutorials/rag-with-docling.md) * [RAG Fine Tuning with Feast and Milvus](../examples/rag-retriever/README.md) * [MCP - AI Agent Example](../examples/mcp_feature_store/README.md) +* [Feast-Powered AI Agent](../examples/agent_feature_store/README.md) ## How-to Guides diff --git a/docs/getting-started/genai.md b/docs/getting-started/genai.md index d8798b481d7..22803f8406d 100644 --- a/docs/getting-started/genai.md +++ b/docs/getting-started/genai.md @@ -89,6 +89,17 @@ Implement semantic search by: 2. Converting search queries to embeddings 3. Finding semantically similar documents using vector search +### AI Agents with Context and Memory + +Feast can serve as both the **context provider** and **persistent memory layer** for AI agents. Unlike stateless RAG pipelines, agents make autonomous decisions about which tools to call and can write state back to the feature store: + +1. **Structured context**: Retrieve customer profiles, account data, and other entity-keyed features +2. **Knowledge retrieval**: Search vector embeddings for relevant documents +3. **Persistent memory**: Store and recall per-entity interaction history (last topic, resolution, preferences) using `write_to_online_store` +4. **Governed access**: All reads and writes are subject to the same RBAC, TTL, and audit policies as any other feature + +With MCP enabled, agents built with any framework (LangChain, LlamaIndex, CrewAI, AutoGen, or custom) can discover and call Feast tools dynamically. See the [Feast-Powered AI Agent example](../../examples/agent_feature_store/) and the blog post [Building AI Agents with Feast](https://feast.dev/blog/feast-agents-mcp/) for a complete walkthrough. + ### Scaling with Spark Integration Feast integrates with Apache Spark to enable large-scale processing of unstructured data for GenAI applications: @@ -167,9 +178,11 @@ The MCP integration uses the `fastapi_mcp` library to automatically transform yo The fastapi_mcp integration automatically exposes your Feast feature server's FastAPI endpoints as MCP tools. This means AI assistants can: * **Call `/get-online-features`** to retrieve features from the feature store +* **Call `/retrieve-online-documents`** to perform vector similarity search +* **Call `/write-to-online-store`** to persist agent state (memory, notes, interaction history) * **Use `/health`** to check server status -For a complete example, see the [MCP Feature Store Example](../../examples/mcp_feature_store/). +For a basic MCP example, see the [MCP Feature Store Example](../../examples/mcp_feature_store/). For a full agent with persistent memory, see the [Feast-Powered AI Agent Example](../../examples/agent_feature_store/). ## Learn More @@ -181,6 +194,8 @@ For more detailed information and examples: * [Milvus Quickstart Example](https://github.com/feast-dev/feast/tree/master/examples/rag/milvus-quickstart.ipynb) * [Feast + Ray: Distributed Processing for RAG Applications](https://feast.dev/blog/feast-ray-distributed-processing/) * [MCP Feature Store Example](../../examples/mcp_feature_store/) +* [Feast-Powered AI Agent Example (with Memory)](../../examples/agent_feature_store/) +* [Blog: Building AI Agents with Feast](https://feast.dev/blog/feast-agents-mcp/) * [MCP Feature Server Reference](../reference/feature-servers/mcp-feature-server.md) * [Spark Data Source](../reference/data-sources/spark.md) * [Spark Offline Store](../reference/offline-stores/spark.md) diff --git a/examples/agent_feature_store/README.md b/examples/agent_feature_store/README.md new file mode 100644 index 00000000000..039b580fd59 --- /dev/null +++ b/examples/agent_feature_store/README.md @@ -0,0 +1,420 @@ +# Feast-Powered AI Agent Example + +This example demonstrates an **AI agent with persistent memory** that uses **Feast as both a feature store and a context memory layer** through the **Model Context Protocol (MCP)**. This demo uses **Milvus** as the vector-capable online store, but Feast supports multiple vector backends -- including **Milvus, Elasticsearch, Qdrant, PGVector, and FAISS** -- swappable via configuration. + +## Why Feast for Agents? + +Agents need more than just access to data -- they need to **remember** what happened in prior interactions. Feast's online store is entity-keyed, low-latency, governed, and supports both reads and writes, making it a natural fit for agent context and memory. + +| Capability | How Feast Provides It | +|---|---| +| **Structured context** | Entity-keyed feature retrieval (customer profiles, account data) | +| **Document search** | Vector similarity search via pluggable backends (Milvus, Elasticsearch, Qdrant, PGVector, FAISS) | +| **Persistent memory** | Auto-checkpointed after each turn via `write_to_online_store` | +| **Governance** | RBAC, audit trails, and feature-level permissions | +| **TTL management** | Declarative expiration on feature views (memory auto-expires) | +| **Offline analysis** | Memory is queryable offline like any other feature | + +## Architecture + +```mermaid +%%{init: {'theme': 'base', 'themeVariables': {'primaryColor': '#E3F2FD', 'primaryBorderColor': '#1565C0', 'primaryTextColor': '#0D47A1', 'lineColor': '#546E7A', 'secondaryColor': '#F3E5F5', 'tertiaryColor': '#E8F5E9'}}}%% +flowchart LR + User((("🧑 User"))):::userClass + + subgraph AgentLoop ["🤖 Agent Loop"] + LLM["LLM Engine\ntool-calling · reasoning"]:::agentClass + end + + subgraph Feast ["🏗️ Feast MCP Server"] + direction TB + ReadAPI["get_online_features\nretrieve_online_documents"]:::feastClass + WriteAPI["write_to_online_store"]:::feastClass + end + + subgraph VectorStore ["🗄️ Online Store"] + direction TB + Profiles[("👤 customer_profile\nplan · spend · tickets")]:::storageClass + Articles[("📚 knowledge_base\nvector embeddings")]:::storageClass + Memory[("🧠 agent_memory\ntopic · resolution · prefs")]:::memoryClass + end + + User -->|"query"| LLM + LLM -->|"MCP: recall_memory\nlookup_customer\nsearch_kb"| ReadAPI + LLM -->|"MCP: auto-checkpoint"| WriteAPI + ReadAPI --> Profiles + ReadAPI --> Articles + ReadAPI --> Memory + WriteAPI --> Memory + ReadAPI -.->|"results"| LLM + LLM -->|"answer"| User + + classDef userClass fill:#E8EAF6,stroke:#283593,color:#1A237E + classDef agentClass fill:#E3F2FD,stroke:#1565C0,color:#0D47A1 + classDef feastClass fill:#FFF3E0,stroke:#E65100,color:#BF360C + classDef storageClass fill:#E8F5E9,stroke:#2E7D32,color:#1B5E20 + classDef memoryClass fill:#F3E5F5,stroke:#6A1B9A,color:#4A148C +``` + +## Tools (backed by Feast) + +The agent has four tools. Feast is both the **read path** (context) and the **write path** (memory): + +| Tool | Direction | What it does | When the LLM calls it | +|---|---|---|---| +| `lookup_customer` | READ | Fetches customer profile features (plan, spend, tickets) | Questions about the customer's account | +| `search_knowledge_base` | READ | Retrieves support articles from the vector store | Questions needing product docs | +| `recall_memory` | READ | Reads past interaction context (last topic, open issues, preferences) | Start of every conversation | + +Memory is **auto-saved after each agent turn** (not as an LLM tool call). This follows the same pattern used by production frameworks -- see [Memory as Infrastructure](#memory-as-infrastructure) below. + +### Feast as Context Memory + +The `agent_memory` feature view stores per-customer interaction state: + +```python +agent_memory = FeatureView( + name="agent_memory", + entities=[customer], + schema=[ + Field(name="last_topic", dtype=String), + Field(name="last_resolution", dtype=String), + Field(name="interaction_count", dtype=Int64), + Field(name="preferences", dtype=String), + Field(name="open_issue", dtype=String), + ], + ttl=timedelta(days=30), +) +``` + +This gives agents **persistent, governed, entity-keyed memory** that survives across sessions, is versioned, and lives under the same RBAC as every other feature -- unlike an ad-hoc Redis cache or an in-process dict. + +### Memory as Infrastructure + +Production agent frameworks treat memory as **infrastructure, not an LLM decision**. The framework auto-saves state after each step - the LLM never needs to "decide" to persist: + +| Framework | Memory mechanism | How it works | +|---|---|---| +| **LangGraph** | Checkpointers (`MemorySaver`, `PostgresSaver`) | Every graph step is checkpointed automatically by `thread_id` | +| **CrewAI** | Built-in memory (`memory=True`) | Short-term, long-term, and entity memory auto-persist after each task | +| **AutoGen** | Teachable agents | Post-conversation hooks extract and store learnings in a vector DB | +| **OpenAI Agents SDK** | Application-level | Serialize `RunResult` between turns; framework manages state | + +This demo follows the same pattern: the agent's three read tools (`recall_memory`, `lookup_customer`, `search_knowledge_base`) are exposed to the LLM for reasoning, while **memory persistence is handled by the framework after each turn** via `_auto_save_memory`. This ensures consistent, reliable memory regardless of LLM behaviour - no risk of the LLM forgetting to save, double-saving, or writing inconsistent state. + +Feast is a natural fit for this checkpoint layer because it already provides: +- **Entity-keyed storage**: memory is keyed by customer ID (or any entity) +- **TTL management**: memory auto-expires via declarative feature view TTL +- **Schema enforcement**: typed fields prevent corrupt memory writes +- **RBAC and audit trails**: memory reads/writes are governed like any other feature +- **Offline queryability**: agent memory can be analysed in batch pipelines + +## Prerequisites + +- Python 3.10+ +- Feast with MCP and Milvus support +- OpenAI API key (for live tool-calling; demo mode works without it) + +## Quickstart + +### One command + +```bash +cd examples/agent_feature_store +./run_demo.sh + +# Or with live LLM tool-calling: +OPENAI_API_KEY=sk-... ./run_demo.sh +``` + +The script installs dependencies, generates sample data, starts the Feast server, runs the agent, and cleans up on exit. + +### Step by step + +### 1. Install dependencies + +```bash +pip install "feast[mcp,milvus]" +``` + +### 2. Generate sample data and apply the registry + +```bash +cd examples/agent_feature_store +python setup_data.py +``` + +This creates: +- **3 customer profiles** with attributes like plan tier, spend, and satisfaction score +- **6 knowledge-base articles** with 384-dimensional vector embeddings +- **Empty agent memory scaffold** (populated as the agent runs) + +### 3. Start the Feast MCP Feature Server + +```bash +cd feature_repo +feast serve --host 0.0.0.0 --port 6566 --workers 1 +``` + +### 4. Run the agent + +In a new terminal: + +```bash +# Without API key: runs in demo mode (simulated tool selection) +python agent.py +``` + +To run with a real LLM, set the API key and (optionally) the base URL: + +```bash +# OpenAI +export OPENAI_API_KEY="sk-..." #pragma: allowlist secret +python agent.py + +# Ollama (free, local -- no API key needed) +ollama pull llama3.1:8b +export OPENAI_API_KEY="ollama" #pragma: allowlist secret +export OPENAI_BASE_URL="http://localhost:11434/v1" +export LLM_MODEL="llama3.1:8b" +python agent.py + +# Any OpenAI-compatible provider (Azure, vLLM, LiteLLM, etc.) +export OPENAI_API_KEY="your-key" #pragma: allowlist secret +export OPENAI_BASE_URL="https://your-endpoint/v1" +export LLM_MODEL="your-model" +python agent.py +``` + +### Demo mode output + +Without an API key, the agent simulates the decision-making process with memory: + +``` +================================================================= + Scene 1: Enterprise customer (C1001) asks about SSO + Customer: C1001 | Query: "How do I set up SSO for my team?" +================================================================= + [Demo mode] Simulating agent reasoning + + Round 1 | recall_memory(customer_id=C1001) + -> No prior interactions found + + Round 1 | lookup_customer(customer_id=C1001) + -> Alice Johnson | enterprise plan | $24,500 spend | 1 open tickets + + Round 1 | search_knowledge_base(query="How do I set up SSO for my team?...") + -> Best match: "Configuring single sign-on (SSO)" + + Round 2 | Generating personalised response... + + ───────────────────────────────────────────────────────────── + Agent Response: + ───────────────────────────────────────────────────────────── + Hi Alice! + Since you're on our Enterprise plan, SSO is available for your + team. Go to Settings > Security > SSO and enter your Identity + Provider metadata URL. We support SAML 2.0 and OIDC... + + [Checkpoint] Memory saved: topic="SSO setup" + +================================================================= + Scene 4: C1001 returns -- does the agent remember Scene 1? + Customer: C1001 | Query: "I'm back about my SSO question from earlier." +================================================================= + [Demo mode] Simulating agent reasoning + + Round 1 | recall_memory(customer_id=C1001) + -> Previous topic: SSO setup + -> Open issue: none + -> Interaction count: 1 + + Round 1 | lookup_customer(customer_id=C1001) + -> Alice Johnson | enterprise plan | $24,500 spend | 1 open tickets + + Round 2 | Generating personalised response... + + ───────────────────────────────────────────────────────────── + Agent Response: + ───────────────────────────────────────────────────────────── + Welcome back, Alice! I can see from our records that we last + discussed "SSO setup". How can I help you today? + + [Checkpoint] Memory saved: topic="SSO setup" +``` + +Scene 4 demonstrates memory continuity -- the agent recalls the SSO conversation from Scene 1 without the customer re-explaining. + +### Live mode output (with API key) + +With an API key, the LLM autonomously decides which tools to use: + +``` +================================================================= + Scene 1: Enterprise customer (C1001) asks about SSO + Customer: C1001 | Query: "How do I set up SSO for my team?" +================================================================= + [Round 1] Tool call: recall_memory({'customer_id': 'C1001'}) + [Round 1] Tool call: lookup_customer({'customer_id': 'C1001'}) + [Round 1] Tool call: search_knowledge_base({'query': 'SSO setup'}) + Agent finished after 2 round(s) + + ───────────────────────────────────────────────────────────── + Agent Response: + ───────────────────────────────────────────────────────────── + Hi Alice! Since you're on our Enterprise plan, SSO is available + for your team. Go to Settings > Security > SSO and enter your + Identity Provider metadata URL. We support SAML 2.0 and OIDC... + + [Checkpoint] Memory saved: topic="SSO setup" +``` + +## How It Works + +> **Why a raw loop?** This example builds the agent from scratch using the OpenAI tool-calling API and the MCP Python SDK to keep dependencies minimal and make every Feast call visible. All Feast interactions go through the MCP protocol -- the agent connects to Feast's MCP endpoint, discovers tools dynamically, and invokes them via `session.call_tool()`. In production, you would use a framework like LangChain/LangGraph, LlamaIndex, CrewAI, or AutoGen -- Feast's MCP endpoint lets any of them auto-discover the tools with zero custom wiring (see [MCP Integration](#mcp-integration) below). + +### The Agent Loop (`agent.py`) + +```python +from mcp import ClientSession +from mcp.client.streamable_http import streamablehttp_client + +async with streamablehttp_client("http://localhost:6566/mcp") as (r, w, _): + async with ClientSession(r, w) as session: + await session.initialize() + tools = await session.list_tools() # discover Feast tools + + for round in range(MAX_ROUNDS): + # 1. Send messages + read tools to LLM + response = call_llm(messages, tools=[...]) + + # 2. If LLM says "stop" -> return the answer + if response.finish_reason == "stop": + break + + # 3. Execute tool calls via MCP + for tool_call in response.tool_calls: + result = await session.call_tool(name, args) + messages.append(tool_result(result)) + + # 4. Framework-style checkpoint: auto-save via MCP + await session.call_tool("write_to_online_store", {...}) +``` + +The LLM sees the tool definitions (JSON Schema) and decides: +- **Which tools to call** (can call zero, one, or multiple per round) +- **What arguments to pass** (e.g., which customer ID to look up) +- **When to stop** (once it has enough information to answer) + +All Feast calls go through **MCP** (`session.call_tool()`), not direct REST. Memory is saved **automatically after each turn** by the framework, not by the LLM. This mirrors how production frameworks handle persistence (see [Memory as Infrastructure](#memory-as-infrastructure)). + +### Feature Definitions (`feature_repo/features.py`) + +- **`customer_profile`**: Structured data (name, plan, spend, tickets, satisfaction) +- **`knowledge_base`**: Support articles with 384-dim vector embeddings (Milvus in this demo; swappable to Elasticsearch, Qdrant, PGVector, or FAISS) +- **`agent_memory`**: Per-customer interaction history (last topic, resolution, preferences, open issues) + +### MCP Integration + +The Feast Feature Server exposes all endpoints as MCP tools at `http://localhost:6566/mcp`. +Any MCP-compatible framework can connect: + +```python +# LangChain / LangGraph +from langchain_mcp_adapters.client import MultiServerMCPClient +from langgraph.prebuilt import create_react_agent + +async with MultiServerMCPClient( + {"feast": {"url": "http://localhost:6566/mcp", "transport": "streamable_http"}} +) as client: + tools = client.get_tools() + agent = create_react_agent(llm, tools) + result = await agent.ainvoke({"messages": "How do I set up SSO?"}) +``` + +```python +# LlamaIndex +from llama_index.tools.mcp import aget_tools_from_mcp_url +from llama_index.core.agent.function_calling import FunctionCallingAgent +from llama_index.llms.openai import OpenAI + +tools = await aget_tools_from_mcp_url("http://localhost:6566/mcp") +agent = FunctionCallingAgent.from_tools(tools, llm=OpenAI(model="gpt-4o-mini")) +response = await agent.achat("How do I set up SSO?") +``` + +```json +// Claude Desktop / Cursor +{ + "mcpServers": { + "feast": { + "url": "http://localhost:6566/mcp", + "transport": "streamable_http" + } + } +} +``` + +> **Building the same agent with a framework:** The examples above show the Feast-specific part -- connecting to the MCP endpoint and getting the tools. Once you have the tools, building the agent follows each framework's standard patterns. The key difference from this demo's raw loop: frameworks handle the tool-calling loop, message threading, and (with LangGraph checkpointers or CrewAI `memory=True`) automatic state persistence natively. Feast's MCP endpoint means zero custom integration code -- the tools are discovered and callable immediately. + +**Adapting to your use case:** The demo's system prompt, tool wrappers (`lookup_customer`, `recall_memory`), and feature views are all specific to customer support. For your own agent, you define your feature views in Feast (e.g., `product_catalog`, `order_history`, `fraud_signals`), run `feast apply`, and start the server. The same three generic MCP tools -- `get_online_features`, `retrieve_online_documents`, and `write_to_online_store` -- serve any domain. With a framework like LangChain or LlamaIndex, you don't even need custom tool wrappers -- the LLM calls the generic Feast tools directly with your feature view names and entities. + +## Production Deployment + +For production, Feast fits into a layered platform architecture: + +```mermaid +%%{init: {'theme': 'base', 'themeVariables': {'primaryColor': '#E3F2FD', 'primaryBorderColor': '#1565C0', 'lineColor': '#546E7A'}}}%% +flowchart TB + Agent(("🤖 AI Agent")):::agentClass + + subgraph Platform ["🛡️ Production Platform"] + direction TB + Gateway["🔐 MCP Gateway\nJWT auth · tool filtering"]:::platformClass + Sandbox["📦 Sandboxed Container\nkernel-level isolation"]:::platformClass + Guardrails["🛑 Guardrails Orchestrator\ninput/output screening"]:::platformClass + end + + subgraph Observability ["📊 Observability + Lifecycle"] + direction LR + OTel["OpenTelemetry + MLflow\ntraces · metrics · audit"]:::obsClass + Kagenti["Kagenti Operator\nAgentCard CRDs · discovery"]:::lifecycleClass + end + + subgraph FeastSvc ["🏗️ Feast MCP Server"] + FS["/mcp · /get-online-features · /write-to-online-store"]:::feastClass + end + + subgraph Store ["🗄️ Online Store"] + direction LR + P[("👤 Profiles")]:::storageClass + K[("📚 Knowledge Base")]:::storageClass + M[("🧠 Agent Memory")]:::memoryClass + end + + Agent --> Gateway + Gateway --> Sandbox + Sandbox --> Guardrails + Guardrails --> FS + FS --> P + FS --> K + FS <--> M + OTel -.->|"traces"| FS + Kagenti -.->|"discover"| FS + + classDef agentClass fill:#E3F2FD,stroke:#1565C0,color:#0D47A1 + classDef platformClass fill:#FFEBEE,stroke:#C62828,color:#B71C1C + classDef obsClass fill:#FFF8E1,stroke:#F57F17,color:#E65100 + classDef lifecycleClass fill:#E0F2F1,stroke:#00695C,color:#004D40 + classDef feastClass fill:#FFF3E0,stroke:#E65100,color:#BF360C + classDef storageClass fill:#E8F5E9,stroke:#2E7D32,color:#1B5E20 + classDef memoryClass fill:#F3E5F5,stroke:#6A1B9A,color:#4A148C +``` + +This demo uses Milvus Lite (embedded). For production, swap to any supported vector-capable backend by updating `feature_store.yaml`: + +- **Milvus cluster**: Deploy via the [Milvus Operator](https://milvus.io/docs/install_cluster-milvusoperator.md) and set `host`/`port` instead of `path`. +- **Elasticsearch**: Set `online_store: type: elasticsearch` with your cluster URL. +- **Qdrant**: Set `online_store: type: qdrant` with your Qdrant endpoint. +- **PGVector**: Set `online_store: type: postgres` with `pgvector_enabled: true`. +- **FAISS**: Set `online_store: type: faiss` for in-process vector search. diff --git a/examples/agent_feature_store/agent.py b/examples/agent_feature_store/agent.py new file mode 100644 index 00000000000..3297cbe393e --- /dev/null +++ b/examples/agent_feature_store/agent.py @@ -0,0 +1,816 @@ +""" +Customer-support AI agent powered by Feast features and memory via MCP. + +The LLM decides which tools to call, when to call them, and what to do +with the results. Feast acts as both the **context provider** (read) and +the **memory store** (write). + +All Feast interactions use the **Model Context Protocol (MCP)**: the agent +connects to the Feast MCP server, discovers available tools dynamically, +and invokes them through the standard protocol -- exactly how production +frameworks like LangChain, LlamaIndex, and CrewAI integrate with MCP +tool servers. + +The agent has three Feast-backed read tools: + + - lookup_customer: Retrieve customer profile features. + - search_knowledge_base: Retrieve support articles. + - recall_memory: Read past interaction context for this customer. + +Memory is automatically saved after every agent turn (framework-style +checkpointing), not as an explicit LLM tool call. This mirrors how +production frameworks like LangGraph, CrewAI, and AutoGen handle +persistence -- as infrastructure, not an LLM decision. + +Memory is entity-keyed (per customer), TTL-managed, versioned, and governed +by the same RBAC as every other feature -- unlike an ad-hoc Redis cache or +an in-process dict. + +Prerequisites: + 1. Run `python setup_data.py` to populate sample data. + 2. Start the Feast server: `cd feature_repo && feast serve --host 0.0.0.0 --port 6566 --workers 1` + 3. Set OPENAI_API_KEY (required for tool-calling). + +Usage: + python agent.py +""" + +import asyncio +import json +import os +import sys +from typing import Any + +import requests + +from mcp import ClientSession +from mcp.client.streamable_http import streamablehttp_client + +FEAST_SERVER = os.getenv("FEAST_SERVER_URL", "http://localhost:6566") +FEAST_MCP_URL = os.getenv("FEAST_MCP_URL", f"{FEAST_SERVER}/mcp") +OPENAI_API_KEY = os.getenv("OPENAI_API_KEY", "") +OPENAI_BASE_URL = os.getenv("OPENAI_BASE_URL", "https://api.openai.com/v1") +LLM_MODEL = os.getenv("LLM_MODEL", "gpt-4o-mini") +MAX_TOOL_ROUNDS = 5 + +# Module-level MCP session (initialised in main) +_mcp_session: ClientSession | None = None +# Maps Feast MCP tool names discovered at startup +_feast_tools: dict[str, str] = {} + + +async def _call_feast_tool(tool_name: str, arguments: dict) -> dict: + """Call a Feast MCP tool and parse the JSON response.""" + assert _mcp_session is not None, "MCP session not initialised" + mcp_tool = _feast_tools.get(tool_name) + if not mcp_tool: + raise ValueError( + f"Feast MCP tool '{tool_name}' not found. " + f"Available: {list(_feast_tools.keys())}" + ) + result = await _mcp_session.call_tool(mcp_tool, arguments) + text = result.content[0].text if result.content else "{}" + return json.loads(text) + + +async def _discover_feast_tools() -> dict[str, str]: + """List MCP tools and build a lookup mapping logical names to MCP names.""" + assert _mcp_session is not None + tools_result = await _mcp_session.list_tools() + tool_map: dict[str, str] = {} + for tool in tools_result.tools: + name = tool.name + if "get_online_features" in name: + tool_map["get_online_features"] = name + elif "retrieve_online_documents" in name: + tool_map["retrieve_online_documents"] = name + elif "write_to_online_store" in name: + tool_map["write_to_online_store"] = name + return tool_map + + +# --------------------------------------------------------------------------- +# Tools: each wraps a Feast MCP call +# --------------------------------------------------------------------------- +# These tool specs are domain-specific wrappers for the customer-support demo. +# With a framework (LangChain, LlamaIndex), you can skip these entirely -- +# the LLM calls Feast's generic MCP tools (get_online_features, etc.) directly. + +TOOLS_SPEC = [ + { + "type": "function", + "function": { + "name": "lookup_customer", + "description": ( + "Look up a customer's profile from the feature store. Returns " + "name, email, plan tier, account age, total spend, open support " + "tickets, and satisfaction score." + ), + "parameters": { + "type": "object", + "properties": { + "customer_id": { + "type": "string", + "description": "The customer ID, e.g. 'C1001'", + } + }, + "required": ["customer_id"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "search_knowledge_base", + "description": ( + "Search the support knowledge base for articles relevant to " + "the user's question. Returns article titles, content, and " + "categories. Use this when you need product documentation or " + "how-to information." + ), + "parameters": { + "type": "object", + "properties": { + "query": { + "type": "string", + "description": "The search query describing what the user needs help with", + } + }, + "required": ["query"], + }, + }, + }, + { + "type": "function", + "function": { + "name": "recall_memory", + "description": ( + "Recall past interaction context for a customer from the memory " + "store. Returns the last topic discussed, how it was resolved, " + "interaction count, stated preferences, and any open issue. " + "Call this at the start of a conversation to personalise your " + "response based on history." + ), + "parameters": { + "type": "object", + "properties": { + "customer_id": { + "type": "string", + "description": "The customer ID to recall memory for", + } + }, + "required": ["customer_id"], + }, + }, + }, +] + + +def _parse_online_features(data: dict) -> dict[str, Any]: + """Parse the response from get-online-features into a flat dict.""" + results = data.get("results", []) + feature_names = data.get("metadata", {}).get("feature_names", []) + features: dict[str, Any] = {} + for i, name in enumerate(feature_names): + values = results[i].get("values", []) + val = values[0] if values else None + if val is not None: + features[name] = val + return features + + +async def tool_lookup_customer(customer_id: str) -> dict[str, Any]: + """Fetch customer profile features from Feast via MCP.""" + data = await _call_feast_tool( + "get_online_features", + { + "features": [ + "customer_profile:name", + "customer_profile:email", + "customer_profile:plan_tier", + "customer_profile:account_age_days", + "customer_profile:total_spend", + "customer_profile:open_tickets", + "customer_profile:satisfaction_score", + ], + "entities": {"customer_id": [customer_id]}, + }, + ) + return _parse_online_features(data) + + +async def tool_search_knowledge_base(query: str) -> list[dict[str, Any]]: + """Search knowledge-base articles from Feast via MCP.""" + data = await _call_feast_tool( + "retrieve_online_documents", + { + "features": [ + "knowledge_base:title", + "knowledge_base:content", + "knowledge_base:category", + ], + "query_string": query, + "top_k": 3, + "api_version": 2, + }, + ) + results = data.get("results", []) + feature_names = data.get("metadata", {}).get("feature_names", []) + + num_docs = len(results[0]["values"]) if results else 0 + docs = [] + for doc_idx in range(num_docs): + doc = {} + for feat_idx, name in enumerate(feature_names): + doc[name] = results[feat_idx]["values"][doc_idx] + if doc.get("title"): + docs.append(doc) + return docs + + +async def tool_recall_memory(customer_id: str) -> dict[str, Any]: + """Read the agent's memory for a customer from Feast via MCP.""" + data = await _call_feast_tool( + "get_online_features", + { + "features": [ + "agent_memory:last_topic", + "agent_memory:last_resolution", + "agent_memory:interaction_count", + "agent_memory:preferences", + "agent_memory:open_issue", + ], + "entities": {"customer_id": [customer_id]}, + }, + ) + memory = _parse_online_features(data) + has_memory = any(v is not None for k, v in memory.items() if k != "customer_id") + if not has_memory: + return {"status": "no_previous_interactions", "customer_id": customer_id} + return memory + + +async def tool_save_memory( + customer_id: str, + topic: str, + resolution: str, + open_issue: str = "", + preferences: str = "", +) -> dict[str, str]: + """Write interaction memory back to Feast via MCP.""" + from datetime import datetime, timezone + + existing = await tool_recall_memory(customer_id) + prev_count = existing.get("interaction_count", 0) + prev_preferences = existing.get("preferences", "") + prev_open_issue = existing.get("open_issue", "") + + now = datetime.now(timezone.utc).isoformat() + await _call_feast_tool( + "write_to_online_store", + { + "feature_view_name": "agent_memory", + "df": { + "customer_id": [customer_id], + "last_topic": [topic], + "last_resolution": [resolution], + "interaction_count": [prev_count + 1], + "preferences": [preferences or prev_preferences], + "open_issue": [open_issue or prev_open_issue], + "event_timestamp": [now], + }, + "allow_registry_cache": True, + }, + ) + return {"status": "saved", "customer_id": customer_id, "topic": topic} + + +TOOL_REGISTRY: dict[str, Any] = { + "lookup_customer": lambda args: tool_lookup_customer( + args.get("customer_id") or next(iter(args.values())) + ), + "search_knowledge_base": lambda args: tool_search_knowledge_base( + args.get("query") or args.get("search_query") or next(iter(args.values())) + ), + "recall_memory": lambda args: tool_recall_memory( + args.get("customer_id") or next(iter(args.values())) + ), +} + + +# --------------------------------------------------------------------------- +# Agent loop +# --------------------------------------------------------------------------- + +# Demo-specific prompt: replace with your own domain instructions and tool +# names when adapting this example to a different use case. +SYSTEM_PROMPT = """\ +You are a customer-support agent. You MUST follow these steps in order: + +1. ALWAYS call BOTH recall_memory AND lookup_customer in your first round. + Call them together in the same round. You MUST call lookup_customer even if + recall_memory returns no history -- you need the customer's name and plan. +2. If the question is about a product feature (SSO, API, invoices, passwords, + upgrades, etc.), also call search_knowledge_base with a short keyword. +3. Once you have the tool results, write a helpful, personalised answer. + Use the customer's name and plan tier. Enterprise customers get full access; + starter/pro customers may need to upgrade for certain features. + +Memory is saved automatically -- do NOT try to save it yourself. + +Rules: +- Never call the same tool twice with the same arguments. +- After you have tool results, WRITE your answer immediately. Do not call more tools. +""" + + +def _call_llm(messages: list, use_tools: bool = True) -> dict: + """Make a single LLM API call, returning the parsed choice dict.""" + url = f"{OPENAI_BASE_URL}/chat/completions" + payload: dict[str, Any] = { + "model": LLM_MODEL, + "messages": messages, + "temperature": 0.3, + } + if use_tools: + payload["tools"] = TOOLS_SPEC + resp = requests.post( + url, + headers={ + "Authorization": f"Bearer {OPENAI_API_KEY}", + "Content-Type": "application/json", + }, + json=payload, + ) + if not resp.ok: + print(f"\n ERROR {resp.status_code} from {url}") + print(f" Response: {resp.text[:300]}") + print( + "\n Hint: set OPENAI_BASE_URL to an OpenAI-compatible endpoint.\n" + " Examples:\n" + " OpenAI: export OPENAI_BASE_URL=https://api.openai.com/v1\n" + " Ollama: export OPENAI_BASE_URL=http://localhost:11434/v1\n" + ) + resp.raise_for_status() + return resp.json()["choices"][0] + + +async def run_agent(customer_id: str, user_message: str) -> str: + """ + Agentic loop: the LLM decides which tools to call (if any), executes + them, feeds results back, and repeats until it produces a final answer. + Memory is auto-saved after every turn -- framework-style checkpointing, + not an LLM decision. + """ + if not OPENAI_API_KEY: + response = await _run_agent_demo_mode(customer_id, user_message) + else: + response = await _run_agent_llm(customer_id, user_message) + + await _auto_save_memory(customer_id, user_message, response) + return response + + +async def _auto_save_memory(customer_id: str, user_message: str, response: str) -> None: + """ + Framework-style memory checkpoint: automatically persist interaction + context after every agent turn. + + Production agent frameworks (LangGraph checkpointers, CrewAI memory, + AutoGen teachable agents) all treat memory as infrastructure -- the + framework saves state after each step, rather than relying on the LLM + to decide when to persist. This ensures consistent, reliable memory + regardless of LLM behaviour. + """ + topic = _extract_topic(user_message) + resolution = response[:120] if response else "Answered query" + try: + await tool_save_memory( + customer_id=customer_id, + topic=topic, + resolution=resolution, + ) + print(f' [Checkpoint] Memory saved: topic="{topic}"') + except Exception as e: + print(f" [Checkpoint] Failed to save memory: {e}") + + +async def _run_agent_llm(customer_id: str, user_message: str) -> str: + """Core LLM agent loop. Returns the response text.""" + messages = [ + {"role": "system", "content": SYSTEM_PROMPT}, + { + "role": "user", + "content": f"[Customer ID: {customer_id}]\n\n{user_message}", + }, + ] + + seen_calls: set[str] = set() + collected_context: dict[str, Any] = {} + + for round_num in range(1, MAX_TOOL_ROUNDS + 1): + choice = _call_llm(messages) + assistant_msg = choice["message"] + messages.append(assistant_msg) + + content = assistant_msg.get("content") or "" + if choice["finish_reason"] == "stop": + if content: + print(f" ✓ Agent finished after {round_num} round(s)") + return content + break # empty stop -- fall through to forced response + + tool_calls = assistant_msg.get("tool_calls", []) + if not tool_calls: + if content: + return content + break + + tool_names = [tc["function"]["name"] for tc in tool_calls] + print(f" 🔧 Round {round_num}: LLM chose tool(s): {', '.join(tool_names)}") + + for tc in tool_calls: + fn_name = tc["function"]["name"] + fn_args = json.loads(tc["function"]["arguments"]) + call_key = f"{fn_name}:{json.dumps(fn_args, sort_keys=True)}" + + if call_key in seen_calls: + print(f" [Round {round_num}] Skipping duplicate: {fn_name}({fn_args})") + messages.append( + { + "role": "tool", + "tool_call_id": tc["id"], + "content": json.dumps( + { + "note": "Already called. Use the results you have and respond." + } + ), + } + ) + continue + + seen_calls.add(call_key) + print(f" [Round {round_num}] ➜ {fn_name}({fn_args})") + + handler = TOOL_REGISTRY.get(fn_name) + if handler: + result = await handler(fn_args) + result_str = json.dumps(result, default=str) + collected_context[fn_name] = result + else: + result_str = json.dumps({"error": f"Unknown tool: {fn_name}"}) + + messages.append( + { + "role": "tool", + "tool_call_id": tc["id"], + "content": result_str, + } + ) + + # If the LLM never produced a response, force one last call without tools + print(" ⏳ Forcing final response...") + messages.append( + { + "role": "user", + "content": "You have all the information. Write your answer to the customer now.", + } + ) + choice = _call_llm(messages, use_tools=False) + content = choice["message"].get("content") or "" + if content: + return content + + # Last resort: build a response from collected tool results + return _fallback_response(collected_context, customer_id, user_message) + + +def _fallback_response(context: dict, customer_id: str, user_message: str) -> str: + """Build a basic response from collected tool results when the LLM fails.""" + profile = context.get("lookup_customer", {}) + name = profile.get("name", customer_id) + plan = profile.get("plan_tier", "your") + memory = context.get("recall_memory", {}) + + parts = [] + if memory and memory.get("last_topic"): + parts.append( + f'Welcome back, {name}! I see we last discussed "{memory["last_topic"]}".' + ) + else: + parts.append(f"Hi {name}!") + + parts.append( + f"You're on the {plan} plan. I've noted your question about " + f'"{user_message[:50]}" and will follow up.' + ) + return " ".join(parts) + + +async def _run_agent_demo_mode(customer_id: str, user_message: str) -> str: + """ + Demo mode: simulates the agentic tool-calling flow and generates a + personalised response that shows how Feast context shapes the answer. + """ + print(" [Demo mode] Simulating agent reasoning\n") + + # ── Round 1: recall memory ────────────────────────────────────────── + print(f" Round 1 | recall_memory(customer_id={customer_id})") + memory = await tool_recall_memory(customer_id) + has_memory = memory.get("status") != "no_previous_interactions" + if has_memory: + print(f" -> Previous topic: {memory.get('last_topic')}") + print(f" -> Open issue: {memory.get('open_issue') or 'none'}") + print(f" -> Interaction count: {memory.get('interaction_count')}") + else: + print(" -> No prior interactions found") + + # ── Round 1: lookup customer ──────────────────────────────────────── + print(f"\n Round 1 | lookup_customer(customer_id={customer_id})") + profile = await tool_lookup_customer(customer_id) + name = profile.get("name", "Customer") + plan = profile.get("plan_tier", "unknown") + spend = profile.get("total_spend", 0) + tickets = profile.get("open_tickets", 0) + print( + f" -> {name} | {plan} plan | ${spend:,.0f} spend | {tickets} open tickets" + ) + + # ── Round 1: search knowledge base (if question needs docs) ───────── + needs_kb = any( + kw in user_message.lower() + for kw in [ + "how", + "what", + "set up", + "configure", + "reset", + "help", + "sso", + "api", + "invoice", + "upgrade", + "password", + ] + ) + kb_article = None + if needs_kb: + print(f'\n Round 1 | search_knowledge_base(query="{user_message[:50]}...")') + docs = await tool_search_knowledge_base(user_message) + if docs: + kb_article = _pick_best_article(user_message, docs) + print(f' -> Best match: "{kb_article.get("title")}"') + + # ── Round 2: generate response (simulated LLM reasoning) ──────────── + print("\n Round 2 | Generating personalised response...") + response = _build_demo_response( + name=name, + plan=plan, + profile=profile, + memory=memory if has_memory else None, + kb_article=kb_article, + user_message=user_message, + ) + + return response + + +def _pick_best_article(query: str, docs: list) -> dict: + """Simple keyword matching to select the most relevant article.""" + query_lower = query.lower() + keywords_to_category = { + "sso": "Configuring single sign-on", + "single sign": "Configuring single sign-on", + "password": "How to reset your password", # pragma: allowlist secret + "reset": "How to reset your password", + "invoice": "Understanding your invoice", + "billing": "Understanding your invoice", + "upgrade": "Upgrading your subscription", + "plan": "Upgrading your subscription", + "api": "Setting up API access", + "rate limit": "Setting up API access", + "support": "Contacting support", + "contact": "Contacting support", + } + for keyword, title_prefix in keywords_to_category.items(): + if keyword in query_lower: + for doc in docs: + if doc.get("title", "").startswith(title_prefix): + return doc + return docs[0] + + +def _extract_topic(message: str) -> str: + """Extract a short topic label from the user message.""" + topic_map = { + "sso": "SSO setup", + "invoice": "Invoice help", + "upgrade": "Plan upgrade", + "api": "API access", + "password": "Password reset", # pragma: allowlist secret + "reset": "Password reset", + } + lower = message.lower() + for keyword, topic in topic_map.items(): + if keyword in lower: + return topic + return message[:40] + + +def _build_demo_response( + name: str, + plan: str, + profile: dict, + memory: dict | None, + kb_article: dict | None, + user_message: str, +) -> str: + """Build a realistic personalised response based on Feast context.""" + parts = [] + + # Acknowledge returning customer if we have memory + if memory and memory.get("last_topic"): + parts.append( + f"Welcome back, {name}! I can see from our records that we last " + f'discussed "{memory["last_topic"]}".' + ) + if memory.get("open_issue"): + parts.append( + f"I also notice you have an open issue: {memory['open_issue']}. " + "Let me know if you'd like to follow up on that." + ) + else: + parts.append(f"Hi {name}!") + + # Role-based response logic + lower = user_message.lower() + + if "sso" in lower: + if plan == "enterprise": + parts.append( + "Since you're on our Enterprise plan, SSO is available for your " + "team. Go to Settings > Security > SSO and enter your Identity " + "Provider metadata URL. We support SAML 2.0 and OIDC. Once " + "configured, all team members will authenticate through your IdP." + ) + parts.append( + "As an Enterprise customer, you also have a dedicated Slack " + "channel and account manager if you need hands-on help." + ) + elif plan == "pro": + parts.append( + "SSO is only available on our Enterprise plan. You're currently " + "on the Pro plan. Would you like to learn about upgrading? The " + "Enterprise plan includes SSO, priority support, and a dedicated " + "account manager." + ) + else: + parts.append( + "SSO is an Enterprise-only feature. You're currently on the " + f"Starter plan (${profile.get('total_spend', 0):,.0f} total spend). " + "You'd need to upgrade to Enterprise to access SSO. I can walk " + "you through the upgrade options if you're interested." + ) + + elif "invoice" in lower: + parts.append( + "Invoices are generated on the first of each month and sent to " + f"{profile.get('email', 'your billing email')}." + ) + if plan == "enterprise": + parts.append( + "As an Enterprise customer, your invoice includes base plan " + "charges, any overage fees, and applied credits. You can also " + "reach your dedicated account manager for a detailed breakdown." + ) + else: + parts.append( + "You can download past invoices from Billing > Invoices. Each " + "invoice shows base charges and any overages." + ) + if profile.get("open_tickets", 0) > 0: + parts.append( + f"I also see you have {profile['open_tickets']} open support " + "ticket(s) -- let me know if any are billing-related." + ) + + elif "upgrade" in lower or "api" in lower: + if plan == "starter": + parts.append( + "Great question! You're on the Starter plan. Upgrading to Pro " + "gives you API access with 1,000 requests/minute. Enterprise " + "gets you 5,000 req/min plus priority support. The price " + "difference is prorated for your current billing cycle." + ) + elif plan == "pro": + parts.append( + "You're on the Pro plan with 1,000 API requests/minute. " + "Upgrading to Enterprise would give you 5,000 req/min, SSO, " + f"and a dedicated account manager. Given your ${profile.get('total_spend', 0):,.0f} " + "total spend, I can check if there are any loyalty discounts available." + ) + else: + parts.append( + "You're already on our Enterprise plan with the highest rate " + "limits (5,000 req/min). If you need even higher throughput, " + "I can connect you with your account manager to discuss custom limits." + ) + + elif memory and memory.get("last_topic"): + parts.append( + f"Yes, I have the full context from our previous conversation about " + f'"{memory["last_topic"]}". ' + f"We've now had {memory.get('interaction_count', 1)} interaction(s). " + "How can I help you today?" + ) + + else: + parts.append("How can I help you today?") + + return "\n".join(parts) + + +# --------------------------------------------------------------------------- +# Demo queries +# --------------------------------------------------------------------------- + +DEMO_QUERIES = [ + # Scene 1: Enterprise customer asks about SSO -- should get full access instructions + ("C1001", "How do I set up SSO for my team?"), + # Scene 2: Starter customer asks the SAME question -- should be told it's Enterprise-only + ("C1003", "How do I set up SSO for my team?"), + # Scene 3: Pro customer asks about invoices -- response uses their email/ticket context + ("C1002", "I need help understanding my last invoice."), + # Scene 4: C1001 returns -- agent should recall the SSO conversation from Scene 1 + ("C1001", "I'm back about my SSO question from earlier."), +] + + +async def main(): + global _mcp_session, _feast_tools + + print("=" * 65) + print(" Feast-Powered AI Agent Demo: Context + Memory via MCP") + print("=" * 65) + print() + print(" This demo shows two key capabilities:") + print(" 1. ROLE-BASED RESPONSES: Same question, different answer per plan tier") + print(" 2. PERSISTENT MEMORY: Agent recalls prior conversations via Feast") + print() + print(" Tools: recall_memory | lookup_customer | search_knowledge_base") + print(" Memory: auto-saved after each turn (framework-style checkpoint)") + print(f" Protocol: MCP ({FEAST_MCP_URL})") + print() + + try: + resp = requests.get(f"{FEAST_SERVER}/health") + resp.raise_for_status() + print(f"Feast server: healthy at {FEAST_SERVER}") + except (requests.ConnectionError, requests.HTTPError) as exc: + print(f"ERROR: Cannot reach Feast server at {FEAST_SERVER} ({exc})") + print( + "Start it with: cd feature_repo && feast serve --host 0.0.0.0 --port 6566 --workers 1" + ) + sys.exit(1) + + async with streamablehttp_client(FEAST_MCP_URL) as (read_stream, write_stream, _): + async with ClientSession(read_stream, write_stream) as session: + _mcp_session = session + await session.initialize() + + _feast_tools = await _discover_feast_tools() + print(f"MCP tools discovered: {', '.join(_feast_tools.values())}") + + if not OPENAI_API_KEY: + print( + "OPENAI_API_KEY not set -- running in demo mode (simulated reasoning)\n" + ) + else: + print(f"Using LLM: {LLM_MODEL} via {OPENAI_BASE_URL}\n") + + scene_labels = [ + "Scene 1: Enterprise customer (C1001) asks about SSO", + "Scene 2: Starter customer (C1003) asks the SAME SSO question", + "Scene 3: Pro customer (C1002) asks about invoices", + "Scene 4: C1001 returns -- does the agent remember Scene 1?", + ] + + for i, (customer_id, query) in enumerate(DEMO_QUERIES): + label = scene_labels[i] if i < len(scene_labels) else "" + print(f"\n{'=' * 65}") + print(f" {label}") + print(f' Customer: {customer_id} | Query: "{query}"') + print(f"{'=' * 65}") + + response = await run_agent(customer_id, query) + + print(f"\n {'─' * 61}") + print(" Agent Response:") + print(f" {'─' * 61}") + for line in response.split("\n"): + print(f" {line}") + print() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/agent_feature_store/feature_repo/feature_store.yaml b/examples/agent_feature_store/feature_repo/feature_store.yaml new file mode 100644 index 00000000000..7cc89d536c8 --- /dev/null +++ b/examples/agent_feature_store/feature_repo/feature_store.yaml @@ -0,0 +1,30 @@ +project: feast_agent +provider: local +registry: data/registry.db + +online_store: + type: milvus + path: data/online_store.db + vector_enabled: true + embedding_dim: 384 + index_type: "IVF_FLAT" + metric_type: "COSINE" + nlist: 128 + +offline_store: + type: file + +entity_key_serialization_version: 3 + +feature_server: + type: mcp + enabled: true + mcp_enabled: true + mcp_transport: http + mcp_server_name: "feast-agent-demo" + mcp_server_version: "1.0.0" + feature_logging: + enabled: false + +auth: + type: no_auth diff --git a/examples/agent_feature_store/feature_repo/features.py b/examples/agent_feature_store/feature_repo/features.py new file mode 100644 index 00000000000..935b9cb03c0 --- /dev/null +++ b/examples/agent_feature_store/feature_repo/features.py @@ -0,0 +1,83 @@ +from datetime import timedelta + +from feast import Entity, FeatureView, Field, FileSource +from feast.data_format import ParquetFormat +from feast.types import Array, Float32, Float64, Int64, String, ValueType + +customer = Entity( + name="customer_id", + description="Unique customer identifier", + value_type=ValueType.STRING, +) + +document = Entity( + name="doc_id", + description="Knowledge-base document chunk identifier", + value_type=ValueType.INT64, +) + +customer_profile_source = FileSource( + file_format=ParquetFormat(), + path="data/customer_profiles.parquet", + timestamp_field="event_timestamp", +) + +knowledge_base_source = FileSource( + file_format=ParquetFormat(), + path="data/knowledge_base.parquet", + timestamp_field="event_timestamp", +) + +agent_memory_source = FileSource( + file_format=ParquetFormat(), + path="data/agent_memory.parquet", + timestamp_field="event_timestamp", +) + +customer_profile = FeatureView( + name="customer_profile", + entities=[customer], + schema=[ + Field(name="name", dtype=String), + Field(name="email", dtype=String), + Field(name="plan_tier", dtype=String), + Field(name="account_age_days", dtype=Int64), + Field(name="total_spend", dtype=Float64), + Field(name="open_tickets", dtype=Int64), + Field(name="satisfaction_score", dtype=Float64), + ], + source=customer_profile_source, + ttl=timedelta(days=1), +) + +knowledge_base = FeatureView( + name="knowledge_base", + entities=[document], + schema=[ + Field( + name="vector", + dtype=Array(Float32), + vector_index=True, + vector_search_metric="COSINE", + ), + Field(name="title", dtype=String), + Field(name="content", dtype=String), + Field(name="category", dtype=String), + ], + source=knowledge_base_source, + ttl=timedelta(days=7), +) + +agent_memory = FeatureView( + name="agent_memory", + entities=[customer], + schema=[ + Field(name="last_topic", dtype=String), + Field(name="last_resolution", dtype=String), + Field(name="interaction_count", dtype=Int64), + Field(name="preferences", dtype=String), + Field(name="open_issue", dtype=String), + ], + source=agent_memory_source, + ttl=timedelta(days=30), +) diff --git a/examples/agent_feature_store/run_demo.sh b/examples/agent_feature_store/run_demo.sh new file mode 100755 index 00000000000..487ed4a7c6e --- /dev/null +++ b/examples/agent_feature_store/run_demo.sh @@ -0,0 +1,82 @@ +#!/usr/bin/env bash +# +# One-command setup and demo for the Feast-powered AI agent example. +# +# Usage: +# cd examples/agent_feature_store +# ./run_demo.sh # demo mode (no API key needed) +# OPENAI_API_KEY=sk-... ./run_demo.sh # live LLM tool-calling +# + +set -euo pipefail + +SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" +cd "$SCRIPT_DIR" + +PYTHON="${PYTHON:-$(command -v python3 || command -v python || true)}" +if [[ -z "$PYTHON" ]]; then + echo "ERROR: python3 or python not found on PATH." + exit 1 +fi +PIP="${PIP:-$(command -v pip3 || command -v pip || true)}" +if [[ -z "$PIP" ]]; then + echo "ERROR: pip3 or pip not found on PATH." + exit 1 +fi + +SERVER_PORT=6566 +SERVER_PID="" + +cleanup() { + if [[ -n "$SERVER_PID" ]]; then + echo "" + echo "Stopping Feast server (pid $SERVER_PID)..." + kill "$SERVER_PID" 2>/dev/null || true + wait "$SERVER_PID" 2>/dev/null || true + fi +} +trap cleanup EXIT + +# ── 1. Install dependencies ───────────────────────────────────────────────── +echo "==> Step 1/4: Installing dependencies..." +$PIP install -q "feast[mcp,milvus]" + +# ── 2. Generate data and apply registry ────────────────────────────────────── +echo "" +echo "==> Step 2/4: Generating sample data and applying Feast registry..." +$PYTHON setup_data.py + +# ── 3. Start the Feast MCP server in the background ───────────────────────── +echo "" +echo "==> Step 3/4: Starting Feast MCP feature server on port $SERVER_PORT..." +cd feature_repo +feast serve --host 0.0.0.0 --port "$SERVER_PORT" --workers 1 & +SERVER_PID=$! +cd "$SCRIPT_DIR" + +echo " Waiting for server to become healthy..." +for i in $(seq 1 30); do + if curl -sf "http://localhost:${SERVER_PORT}/health" > /dev/null 2>&1; then + echo " Server is ready." + break + fi + if ! kill -0 "$SERVER_PID" 2>/dev/null; then + echo "ERROR: Server process exited unexpectedly." + exit 1 + fi + sleep 1 +done + +if ! curl -sf "http://localhost:${SERVER_PORT}/health" > /dev/null 2>&1; then + echo "ERROR: Server did not become healthy within 30 seconds." + exit 1 +fi + +# ── 4. Run the agent ──────────────────────────────────────────────────────── +echo "" +echo "==> Step 4/4: Running the agent..." +echo "" +$PYTHON agent.py + +echo "" +echo "Demo complete." diff --git a/examples/agent_feature_store/setup_data.py b/examples/agent_feature_store/setup_data.py new file mode 100644 index 00000000000..cd88e008af4 --- /dev/null +++ b/examples/agent_feature_store/setup_data.py @@ -0,0 +1,201 @@ +""" +Generates sample data, applies the Feast registry, and materializes features +into the online store so the agent demo is ready to run. + +Usage: + cd examples/agent_feature_store + python setup_data.py +""" + +import os +import sys + +import numpy as np +import pandas as pd + +REPO_DIR = os.path.join(os.path.dirname(__file__), "feature_repo") +DATA_DIR = os.path.join(REPO_DIR, "data") +os.makedirs(DATA_DIR, exist_ok=True) + +EMBEDDING_DIM = 384 +NOW = pd.Timestamp.now() + + +def generate_customer_profiles() -> pd.DataFrame: + customers = [ + { + "customer_id": "C1001", + "name": "Alice Johnson", + "email": "alice@example.com", + "plan_tier": "enterprise", + "account_age_days": 730, + "total_spend": 24500.00, + "open_tickets": 1, + "satisfaction_score": 4.5, + }, + { + "customer_id": "C1002", + "name": "Bob Smith", + "email": "bob@example.com", + "plan_tier": "pro", + "account_age_days": 365, + "total_spend": 8400.00, + "open_tickets": 3, + "satisfaction_score": 3.2, + }, + { + "customer_id": "C1003", + "name": "Carol Lee", + "email": "carol@example.com", + "plan_tier": "starter", + "account_age_days": 90, + "total_spend": 990.00, + "open_tickets": 0, + "satisfaction_score": 4.8, + }, + ] + df = pd.DataFrame(customers) + df["event_timestamp"] = NOW + return df + + +def generate_knowledge_base() -> pd.DataFrame: + articles = [ + { + "doc_id": 1, + "title": "How to reset your password", + "content": ( + "To reset your password, go to Settings > Security > Reset Password. " + "Enter your current password, then choose a new one that is at least " + "12 characters long. Click Save. If you forgot your current password, " + "click 'Forgot Password' on the login page to receive a reset link " + "via email." + ), + "category": "account", + }, + { + "doc_id": 2, + "title": "Upgrading your subscription plan", + "content": ( + "You can upgrade your plan from Starter to Pro or Enterprise at any " + "time. Navigate to Billing > Plans and select the plan you want. " + "The price difference is prorated for the current billing cycle. " + "Enterprise plans include priority support, custom integrations, " + "and a dedicated account manager." + ), + "category": "billing", + }, + { + "doc_id": 3, + "title": "Setting up API access", + "content": ( + "To generate an API key, go to Settings > Developer > API Keys and " + "click 'Create New Key'. Choose the appropriate scopes for your use " + "case. API keys are tied to your account and inherit your permissions. " + "Rate limits are 1000 requests/minute for Pro and 5000 for Enterprise." + ), + "category": "developer", + }, + { + "doc_id": 4, + "title": "Understanding your invoice", + "content": ( + "Invoices are generated on the first of each month and sent to the " + "billing email on file. Each invoice includes a breakdown of base plan " + "charges, overage fees, and any credits applied. You can download past " + "invoices from Billing > Invoices." + ), + "category": "billing", + }, + { + "doc_id": 5, + "title": "Configuring single sign-on (SSO)", + "content": ( + "SSO is available on Enterprise plans. To configure SSO, go to " + "Settings > Security > SSO and provide your Identity Provider (IdP) " + "metadata URL. We support SAML 2.0 and OIDC. Once configured, all " + "team members will authenticate through your IdP." + ), + "category": "account", + }, + { + "doc_id": 6, + "title": "Contacting support", + "content": ( + "You can reach our support team via the in-app chat widget, by " + "emailing support@example.com, or by opening a ticket at " + "https://support.example.com. Enterprise customers have access to " + "a dedicated Slack channel and a named account manager with a " + "guaranteed 1-hour response time." + ), + "category": "support", + }, + ] + + np.random.seed(42) + df = pd.DataFrame(articles) + df["vector"] = [ + np.random.randn(EMBEDDING_DIM).astype(np.float32).tolist() + for _ in range(len(df)) + ] + df["event_timestamp"] = NOW + return df + + +def main(): + print("Generating customer profile data...") + customers_df = generate_customer_profiles() + customers_path = os.path.join(DATA_DIR, "customer_profiles.parquet") + customers_df.to_parquet(customers_path, index=False) + print(f" Saved {len(customers_df)} customer profiles to {customers_path}") + + print("Generating knowledge-base data...") + kb_df = generate_knowledge_base() + kb_path = os.path.join(DATA_DIR, "knowledge_base.parquet") + kb_df.to_parquet(kb_path, index=False) + print(f" Saved {len(kb_df)} knowledge-base articles to {kb_path}") + + print("Generating empty agent memory scaffold...") + memory_df = pd.DataFrame( + { + "customer_id": pd.Series(dtype="str"), + "last_topic": pd.Series(dtype="str"), + "last_resolution": pd.Series(dtype="str"), + "interaction_count": pd.Series(dtype="int64"), + "preferences": pd.Series(dtype="str"), + "open_issue": pd.Series(dtype="str"), + "event_timestamp": pd.Series(dtype="datetime64[ns]"), + } + ) + memory_path = os.path.join(DATA_DIR, "agent_memory.parquet") + memory_df.to_parquet(memory_path, index=False) + print(f" Saved empty memory scaffold to {memory_path}") + + print("Applying Feast registry...") + sys.path.insert(0, REPO_DIR) + from feast import FeatureStore + from features import ( + agent_memory, + customer, + customer_profile, + document, + knowledge_base, + ) + + store = FeatureStore(repo_path=REPO_DIR) + store.apply([customer, document, customer_profile, knowledge_base, agent_memory]) + + print("Materializing customer profiles to the online store...") + store.write_to_online_store(feature_view_name="customer_profile", df=customers_df) + print(" Done.") + + print("Materializing knowledge-base to the online store...") + store.write_to_online_store(feature_view_name="knowledge_base", df=kb_df) + print(" Done.") + + print("\nSetup complete! Start the feature server with:") + print(" cd feature_repo && feast serve --host 0.0.0.0 --port 6566") + + +if __name__ == "__main__": + main() diff --git a/infra/website/docs/blog/feast-agents-mcp.md b/infra/website/docs/blog/feast-agents-mcp.md new file mode 100644 index 00000000000..5678cd5a578 --- /dev/null +++ b/infra/website/docs/blog/feast-agents-mcp.md @@ -0,0 +1,363 @@ +--- +title: "Building AI Agents with Feast: Feature Stores as Context and Memory" +description: "How Feast's MCP integration turns your feature store into a governed context and memory layer for AI agents, bridging the gap between experimental agents and production-ready systems." +date: 2026-04-11 +authors: ["Nikhil Kathole"] +--- + +
+ AI Agents powered by Feast Feature Store +
+ +AI agents are moving from demos to production. They handle customer support, orchestrate complex workflows, and make real-time decisions that affect business outcomes. But there is a gap between a working prototype and a production system: agents need reliable, low-latency access to structured data, they need to remember what happened in prior interactions, and all of this access needs to be governed. + +This is where feature stores enter the picture. In this post, we show how **Feast** -- an open-source feature store -- can serve as both the **context provider** and the **persistent memory layer** for AI agents, using the **Model Context Protocol (MCP)**. + +## The Problem: Agents Need Context, Memory, and Governance + +A standalone LLM knows nothing about your customers, your products, or your internal processes. To make good decisions, agents need **tools** that give them access to real data: + +- **Who is this user?** Their plan tier, account age, purchase history, satisfaction score. +- **What do we know about this topic?** Relevant documentation, knowledge-base articles, FAQs. +- **What happened before?** What did this agent discuss with this customer last time? What was left unresolved? + +That last point is critical and often overlooked. Most agent demos are stateless -- every conversation starts from scratch. But real support interactions build on prior context: *"I called about this yesterday"*, *"you said you'd escalate"*, *"I prefer email over chat."* An agent without memory cannot handle these. + +Without a proper data layer, teams end up writing ad-hoc database queries, hardcoding API calls, stuffing memory into Redis with no governance, or giving agents raw database access. This creates fragile, ungoverned, and hard-to-audit agent systems. + +## Feature Stores Solve This -- Including Memory + +Feature stores were built to solve exactly this class of problem -- albeit originally for traditional ML. They provide: + +1. **Low-latency online serving** of pre-computed features. +2. **Versioned, governed access** to data with RBAC and audit trails. +3. **Consistency** between training/offline and serving/online environments. +4. **A single abstraction** over diverse data sources (databases, data warehouses, streaming systems, and vector stores -- including Milvus, Elasticsearch, Qdrant, PGVector, and FAISS). +5. **Entity-keyed read/write** -- the same mechanism that serves features can also store and retrieve agent memory, keyed by customer ID, session ID, or any entity. + +With Feast's MCP support, these capabilities are exposed as **tools that AI agents can discover and call dynamically** -- and critically, agents can **write back** to the feature store, turning it into a governed memory layer. + +## Feast + MCP: Turning a Feature Store into an Agent Tool + +The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) is an open standard that lets AI applications discover and interact with external tools through a unified interface. Feast's feature server can now expose its endpoints as MCP tools with a simple configuration change: + +```yaml +feature_server: + type: mcp + enabled: true + mcp_enabled: true + mcp_transport: http + mcp_server_name: "feast-feature-store" + mcp_server_version: "1.0.0" +``` + +Once enabled, any MCP-compatible agent -- whether built with LangChain, LlamaIndex, CrewAI, AutoGen, or a custom framework -- can connect to `http://your-feast-server/mcp` and discover available tools like `get-online-features` for entity-based retrieval, `retrieve-online-documents` for vector similarity search, and `write-to-online-store` for persisting agent state. + +## A Concrete Example: Customer-Support Agent with Memory + +To make this tangible, let's walk through a customer-support agent that uses Feast for structured feature retrieval, document search, and persistent memory. + +> **Note on the implementation:** This example builds the agent loop from scratch using the OpenAI tool-calling API and the MCP Python SDK -- no framework required. All Feast interactions use the MCP protocol: the agent connects to Feast's MCP endpoint, discovers available tools via `session.list_tools()`, and invokes them via `session.call_tool()`. We chose this approach to keep dependencies minimal and make every Feast interaction visible. In production, you would typically use a framework like LangChain/LangGraph, LlamaIndex, CrewAI, or AutoGen. Because Feast exposes a standard MCP endpoint, any of these frameworks can auto-discover the tools with zero custom code (see [Connecting Your Agent Framework](#connecting-your-agent-framework) below). + +### The Setup + +We define three feature views in Feast: + +**Customer profiles** -- structured data served from the online store: + +```python +customer_profile = FeatureView( + name="customer_profile", + entities=[customer], + schema=[ + Field(name="name", dtype=String), + Field(name="email", dtype=String), + Field(name="plan_tier", dtype=String), + Field(name="account_age_days", dtype=Int64), + Field(name="total_spend", dtype=Float64), + Field(name="open_tickets", dtype=Int64), + Field(name="satisfaction_score", dtype=Float64), + ], + source=customer_profile_source, + ttl=timedelta(days=1), +) +``` + +**Knowledge base** -- support articles stored as vector embeddings (Feast supports multiple vector backends including Milvus, Elasticsearch, Qdrant, PGVector, and FAISS -- this example uses Milvus): + +```python +knowledge_base = FeatureView( + name="knowledge_base", + entities=[document], + schema=[ + Field( + name="vector", dtype=Array(Float32), + vector_index=True, + vector_search_metric="COSINE", + ), + Field(name="title", dtype=String), + Field(name="content", dtype=String), + Field(name="category", dtype=String), + ], + source=knowledge_base_source, + ttl=timedelta(days=7), +) +``` + +**Agent memory** -- per-customer interaction state written back by the agent: + +```python +agent_memory = FeatureView( + name="agent_memory", + entities=[customer], + schema=[ + Field(name="last_topic", dtype=String), + Field(name="last_resolution", dtype=String), + Field(name="interaction_count", dtype=Int64), + Field(name="preferences", dtype=String), + Field(name="open_issue", dtype=String), + ], + ttl=timedelta(days=30), +) +``` + +This is the key insight: Feast is not just providing context to the agent -- it is also **storing the agent's memory**. The `agent_memory` feature view is entity-keyed by customer ID, TTL-managed (30-day expiration), schema-typed, and governed by the same RBAC as every other feature. The agent reads prior interactions via `recall_memory`, and memory is automatically checkpointed after each turn using the same online store infrastructure. + +### The Agent Loop + +The agent connects to Feast's MCP endpoint, discovers tools dynamically, and uses the MCP protocol for all Feast interactions. Each round, the LLM sees the conversation history plus the available read tools, and decides what to do. Memory is saved automatically after the turn -- framework-style, not as an LLM decision: + +```python +from mcp import ClientSession +from mcp.client.streamable_http import streamablehttp_client + +async with streamablehttp_client("http://localhost:6566/mcp") as (r, w, _): + async with ClientSession(r, w) as session: + await session.initialize() + tools = await session.list_tools() # discover Feast tools + + for round in range(MAX_ROUNDS): + response = call_llm(messages, tools=[...]) + + if response.finish_reason == "stop": + break + + for tool_call in response.tool_calls: + result = await session.call_tool(name, args) # MCP + messages.append(tool_result(result)) + + # Framework-style checkpoint: auto-save via MCP + await session.call_tool("write_to_online_store", {...}) +``` + +A typical multi-turn flow looks like: + +1. **Round 1**: Agent calls `recall_memory("C1001")` -- checks for prior interactions. Calls `lookup_customer("C1001")` -- gets profile data. Calls `search_knowledge_base("SSO setup")` -- finds the relevant article. +2. **Round 2**: Has enough context. Generates a personalised response and returns it. +3. **Checkpoint**: The framework auto-saves `topic="SSO setup"` and a resolution summary to Feast. + +When C1001 comes back later and says *"I'm following up on my SSO question"*, the agent calls `recall_memory` and immediately knows what was discussed -- no re-explanation needed. + +For a simpler question like *"What's my current plan?"*, the agent only calls `lookup_customer` -- skipping the knowledge base entirely. The LLM makes these routing decisions based on the question, not hardcoded logic. + +### Memory as Infrastructure + +Production agent frameworks treat persistence as infrastructure, not an LLM decision: + +- **LangGraph** uses checkpointers (`MemorySaver`, `PostgresSaver`) that auto-save state after every graph step, keyed by `thread_id`. +- **CrewAI** enables `memory=True` for automatic short-term, long-term, and entity memory. +- **AutoGen** uses post-conversation hooks to extract and store learnings. + +This demo follows the same pattern. The LLM has three read tools for reasoning; memory is checkpointed by the framework after each turn via Feast's `write-to-online-store` endpoint. This ensures consistent, reliable memory regardless of LLM behaviour -- no risk of the model forgetting to save or writing inconsistent state. Feast is a natural fit for this checkpoint layer because it provides entity-keyed storage, TTL-managed expiration, schema enforcement, RBAC governance, and offline queryability -- all out of the box. + +
+ Feast MCP Agent Workflow — agent loop with context retrieval, vector search, and memory persistence through Feast +
+ +The agent doesn't need to know *where* the data lives or *which* vector database is behind the scenes. It calls Feast through a standard protocol, and Feast handles the routing to the right store -- whether that's Milvus, Elasticsearch, Qdrant, PGVector, or FAISS. Swapping the vector backend is a configuration change, not a code change. The same protocol handles both reads and writes -- context retrieval and memory persistence use the same governed infrastructure. + +### The Response + +Instead of a generic answer, the agent produces something like: + +> *"Hi Alice! Since you're on our Enterprise plan, SSO is available for your team. Go to Settings > Security > SSO and enter your Identity Provider metadata URL. We support SAML 2.0 and OIDC. Once configured, all team members will authenticate through your IdP. As an Enterprise customer, you also have a dedicated Slack channel and account manager if you need hands-on help."* + +The personalisation (mentioning the Enterprise plan, dedicated Slack channel) comes directly from the Feast features. And if Alice calls back next week, the agent already knows what was discussed. + +## Why This Matters for Production + +### Unified Data Access: Structured Features + Vector Search + Memory + +Real-world agents need more than document retrieval. They need access to multiple data types through a single governed interface: + +| Data Type | Example | Feast Capability | +|---|---|---| +| Structured features | Account tier, spend history | `get_online_features` | +| Vector embeddings | Support article search | `retrieve_online_documents_v2` | +| Agent memory | Last interaction topic, open issues | `get_online_features` + `write_to_online_store` | +| Streaming features | Real-time click counts | Push sources with `write_to_online_store` | +| Pre-computed predictions | Churn probability | Served alongside other features | + +Feast unifies all of these behind a single API that agents can both read from and write to. + +### Context Memory: Why Feast Beats Ad-Hoc Solutions + +Many teams use Redis, in-memory dicts, or custom databases for agent memory. Feast provides a better foundation: + +| Concern | Ad-hoc Memory | Feast Memory | +|---|---|---| +| **Governance** | No RBAC, no audit trail | Same RBAC and permissions as all features | +| **TTL management** | Manual expiration logic | Declarative TTL on the feature view | +| **Entity-keying** | Custom key design | Native entity model (customer_id, session_id, etc.) | +| **Observability** | Custom logging | Integrated with OpenTelemetry and MLflow traces | +| **Offline analysis** | Separate export pipeline | Memory is just another feature -- queryable offline | +| **Schema evolution** | Unstructured blobs | Typed schema with versioning | + +Because agent memory is stored as a standard Feast feature view, it inherits all the infrastructure that already exists for serving ML features: monitoring, access control, TTL management, and offline queryability. There is no separate system to operate. + +### Governance: Who Can Access What + +In production, you do not want every agent to access every feature. Feast provides: + +- **RBAC**: Role-based access control with OIDC integration. +- **Feature-level permissions**: Control which feature views each service account can read or write. +- **Audit trails**: Track which agent accessed which features and when. + +This is especially important for memory: you want governance over what agents remember and who can read those memories. + +### Production Platform Architecture + +Deploying agents in production requires more than just the agent code. A well-architected platform wraps agents in enterprise infrastructure without requiring changes to the agent itself. Feast fits naturally into this layered approach: + +
+ Production platform architecture — Feast MCP Server behind MCP Gateway with observability, guardrails, and lifecycle management +
+ +- **MCP Gateway**: Feast sits behind an Envoy-based MCP Gateway as one of many tool servers. The gateway provides identity-based tool filtering -- an agent's JWT claims determine whether it can call Feast at all, and which features it can access. +- **Sandboxed Execution**: Feast runs as a standard Kubernetes service, benefiting from sandboxed container isolation that keeps agent workloads separated. +- **Observability**: Feast feature-retrieval and memory-write calls flow through the platform's OpenTelemetry pipeline, appearing in MLflow traces alongside LLM calls and tool invocations. +- **Agent Lifecycle Management (Kagenti)**: An operator like Kagenti can discover Feast as a tool server via AgentCard CRDs and inject tracing and governance without code changes. + +The principle is straightforward: the agent is yours, the platform provides the guardrails, and Feast provides the data and memory. + +## Connecting Your Agent Framework + +Since Feast exposes a standard MCP endpoint, integration is framework-agnostic: + +**LangChain / LangGraph:** +```python +from langchain_mcp_adapters.client import MultiServerMCPClient +from langgraph.prebuilt import create_react_agent + +async with MultiServerMCPClient( + {"feast": {"url": "http://feast-server:6566/mcp", "transport": "streamable_http"}} +) as client: + tools = client.get_tools() + agent = create_react_agent(llm, tools) + result = await agent.ainvoke({"messages": "How do I set up SSO?"}) +``` + +**LlamaIndex:** +```python +from llama_index.tools.mcp import aget_tools_from_mcp_url +from llama_index.core.agent.function_calling import FunctionCallingAgent +from llama_index.llms.openai import OpenAI + +tools = await aget_tools_from_mcp_url("http://feast-server:6566/mcp") +agent = FunctionCallingAgent.from_tools(tools, llm=OpenAI(model="gpt-4o-mini")) +response = await agent.achat("How do I set up SSO?") +``` + +**Claude Desktop / Cursor:** +```json +{ + "mcpServers": { + "feast": { + "url": "http://feast-server:6566/mcp", + "transport": "streamable_http" + } + } +} +``` + +**Direct REST API:** +```python +import requests + +features = requests.post("http://feast-server:6566/get-online-features", json={ + "features": ["customer_profile:plan_tier", "customer_profile:satisfaction_score"], + "entities": {"customer_id": ["C1001"]}, +}).json() +``` + +The Feast-specific integration is just connecting to the MCP endpoint and getting the tools. Once you have them, building the agent follows each framework's standard patterns -- the tool-calling loop, message threading, and state persistence are handled natively. Feast's MCP endpoint means zero custom wiring. + +### Customizing for Your Use Case + +This demo's system prompt, tool names, and feature views are all specific to the customer-support scenario. Here's what changes when you build your own agent: + +| What | This demo | Your agent | +|---|---|---| +| **Feature views** | `customer_profile`, `knowledge_base`, `agent_memory` | Define your own in `features.py` (e.g., `product_catalog`, `order_history`, `fraud_signals`) | +| **System prompt** | "Call recall_memory and lookup_customer first..." | Write instructions specific to your domain and workflow | +| **Tool wrappers** | `lookup_customer`, `search_knowledge_base`, `recall_memory` | Optional -- see below | + +**Do you need custom tool wrappers?** It depends on how you build your agent: + +- **With a framework (LangChain, LlamaIndex, etc.):** No. The framework discovers Feast's generic MCP tools (`get_online_features`, `retrieve_online_documents`, `write_to_online_store`) automatically. The LLM calls them directly with your feature view names and entities. No wrapper code needed. + +- **With a raw loop (like this demo):** Optional but recommended. This demo wraps `get_online_features` into `lookup_customer` and `recall_memory` to give the LLM friendlier, domain-specific tool names. You'd create similar wrappers for your use case (e.g., `check_inventory`, `get_order_status`). The wrappers are thin -- they just call the Feast MCP tool with the right feature names and entities. + +**What stays the same** regardless of use case: Feast's MCP server, the online/offline store infrastructure, RBAC, TTL management, and the auto-save memory pattern. You define feature views, `feast apply`, start the server, and connect -- the same three generic MCP tools serve any domain. + +## Try It Yourself + +We have published a complete working example in the Feast repository. A single script handles setup, server startup, and the demo: + +```bash +git clone https://github.com/feast-dev/feast.git +cd feast/examples/agent_feature_store + +./run_demo.sh # demo mode (no API key needed) +OPENAI_API_KEY=sk-... ./run_demo.sh # live LLM tool-calling +``` + +The script installs dependencies, generates sample data (customer profiles, knowledge-base articles, and the agent memory scaffold), starts the Feast MCP server, runs the agent, and tears everything down on exit. + +To run with a real LLM, set the API key and (optionally) the base URL and model: + +```bash +# OpenAI +export OPENAI_API_KEY="sk-..." # pragma: allowlist secret +./run_demo.sh + +# Ollama (free, local -- no API key needed) +ollama pull llama3.1:8b +export OPENAI_API_KEY="ollama" # pragma: allowlist secret +export OPENAI_BASE_URL="http://localhost:11434/v1" +export LLM_MODEL="llama3.1:8b" +./run_demo.sh + +# Any OpenAI-compatible provider (Azure, vLLM, LiteLLM, etc.) +export OPENAI_API_KEY="your-key" # pragma: allowlist secret +export OPENAI_BASE_URL="https://your-endpoint/v1" +export LLM_MODEL="your-model" +./run_demo.sh +``` + +The agent demonstrates memory continuity: when the same customer returns, the agent recalls what was discussed previously. + +See the full example on [GitHub](https://github.com/feast-dev/feast/tree/master/examples/agent_feature_store). + +## What's Next + +The intersection of feature stores and agentic AI is just getting started. Here is what we are working on: + +- **Richer MCP tools**: Exposing `retrieve_online_documents_v2` as a first-class MCP tool for native vector search. +- **Memory patterns**: Expanding the memory model to support session-scoped memory, hierarchical summarisation, and cross-agent shared memory. +- **Platform integration**: First-class support in MCP Gateway tool catalogs and agent lifecycle operators. +- **Streaming features for agents**: Real-time feature updates from Kafka/Flink that agents can subscribe to. + +## Join the Conversation + +We would love to hear how you are using (or plan to use) Feast in your agent workflows. Reach out on [Slack](https://slack.feast.dev/) or [GitHub](https://github.com/feast-dev/feast) -- and give the example a try! diff --git a/infra/website/public/images/blog/feast-mcp-agent-workflow-prod.png b/infra/website/public/images/blog/feast-mcp-agent-workflow-prod.png new file mode 100644 index 0000000000000000000000000000000000000000..5cf94df580b61fc354906a9e0b4907b0002825e5 GIT binary patch literal 97437 zcmc$`WmH^Evj&P2Ji!U>E`i`4ELd=N5AH65LxOvN;K3b&I|O%k_rcxaPQLS=?;Xzl zd)K~6XPAtFAXjHHaO#}=to+zP!jcDN~BWFFdeMo3Z&id zuml?iDXFB;lLo)d-I4zpQGJAt{e%SYC!tX{H!z~t&RPE{JM{W!%JO^~;U1!v zR6>AIE|6zFXnya$$MpA2GKqKKAEMgB6scrW@gH(eL@SJtrJNY|WvdS_;(%89YOz%c z6fJHhn2pYz*5Z%Eh-f?$@ux96hGC;0cQw7{`Kn`Ok@S!x4r3E=eBMTG^E?{Ds||Qw zOQ1DA*kv^~GVoAvcM@C}8;gDT@R_w6IgB-@%`$d4?2fBU(0U2Tr z0Ry^%1byCvJ|IuT21CGuexrjvqM1Pl?t1FW$8+Hl&M)tR(|Ni`so+fVQ|Mq0#_|LFF17!aDg!uy#3-f|&H>&M?8*Oasp4qjAYy9` z>e5NzU(fv082sTs4f&Y=jvUMq|6}I=+y&WL0FjURzdjQ{4CG@}gMbi%kQ5bGc7r@z 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