diff --git a/.github/workflows/test-code-quality.yml b/.github/workflows/test-code-quality.yml index ae31395521a..fab05fc2bbb 100644 --- a/.github/workflows/test-code-quality.yml +++ b/.github/workflows/test-code-quality.yml @@ -7,13 +7,17 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: code-quality: diff --git a/.github/workflows/test-unit-core-utils.yml b/.github/workflows/test-unit-core-utils.yml index d6d6353238f..a01f09559c6 100644 --- a/.github/workflows/test-unit-core-utils.yml +++ b/.github/workflows/test-unit-core-utils.yml @@ -7,6 +7,10 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read @@ -14,8 +18,8 @@ permissions: pull-requests: write concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: core-utils: diff --git a/.github/workflows/test-unit-documentation.yml b/.github/workflows/test-unit-documentation.yml index c12a289ce9f..50589cb5926 100644 --- a/.github/workflows/test-unit-documentation.yml +++ b/.github/workflows/test-unit-documentation.yml @@ -7,13 +7,17 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: documentation: diff --git a/.github/workflows/test-unit-enterprise-routing.yml b/.github/workflows/test-unit-enterprise-routing.yml index 13136c968d1..a64f00f4744 100644 --- a/.github/workflows/test-unit-enterprise-routing.yml +++ b/.github/workflows/test-unit-enterprise-routing.yml @@ -7,6 +7,10 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read @@ -14,8 +18,8 @@ permissions: pull-requests: write concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: enterprise-routing: diff --git a/.github/workflows/test-unit-integrations.yml b/.github/workflows/test-unit-integrations.yml index c95ed4e7c24..39752cf8e5d 100644 --- a/.github/workflows/test-unit-integrations.yml +++ b/.github/workflows/test-unit-integrations.yml @@ -7,6 +7,10 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read @@ -14,8 +18,8 @@ permissions: pull-requests: write concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: integrations: diff --git a/.github/workflows/test-unit-llm-providers.yml b/.github/workflows/test-unit-llm-providers.yml index df78564ab0c..4d1c921f723 100644 --- a/.github/workflows/test-unit-llm-providers.yml +++ b/.github/workflows/test-unit-llm-providers.yml @@ -7,13 +7,17 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: vertex-ai: diff --git a/.github/workflows/test-unit-misc.yml b/.github/workflows/test-unit-misc.yml index 9afaaaead93..505e22cfed4 100644 --- a/.github/workflows/test-unit-misc.yml +++ b/.github/workflows/test-unit-misc.yml @@ -7,6 +7,10 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read @@ -14,8 +18,8 @@ permissions: pull-requests: write concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: misc: diff --git a/.github/workflows/test-unit-proxy-auth.yml b/.github/workflows/test-unit-proxy-auth.yml index 97dfaed6e81..c27fe16d611 100644 --- a/.github/workflows/test-unit-proxy-auth.yml +++ b/.github/workflows/test-unit-proxy-auth.yml @@ -7,6 +7,10 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read @@ -14,8 +18,8 @@ permissions: pull-requests: write concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: proxy-auth: diff --git a/.github/workflows/test-unit-proxy-db.yml b/.github/workflows/test-unit-proxy-db.yml index b0ee56f5a5c..60d2e471862 100644 --- a/.github/workflows/test-unit-proxy-db.yml +++ b/.github/workflows/test-unit-proxy-db.yml @@ -7,13 +7,17 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read concurrency: - group: ${{ github.workflow }}-${{ github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} # Semantic matrix: each shard groups tests by concern (auth, server, logging, …) # rather than alphabetical letter ranges. Adding a new test file means adding it diff --git a/.github/workflows/test-unit-proxy-endpoints.yml b/.github/workflows/test-unit-proxy-endpoints.yml index b3eb8f79a43..6a51d2a8578 100644 --- a/.github/workflows/test-unit-proxy-endpoints.yml +++ b/.github/workflows/test-unit-proxy-endpoints.yml @@ -7,14 +7,18 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging workflow_dispatch: permissions: contents: read concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: proxy-endpoints: diff --git a/.github/workflows/test-unit-proxy-infra.yml b/.github/workflows/test-unit-proxy-infra.yml index 884d62289b9..913653a1711 100644 --- a/.github/workflows/test-unit-proxy-infra.yml +++ b/.github/workflows/test-unit-proxy-infra.yml @@ -7,6 +7,10 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read @@ -14,8 +18,8 @@ permissions: pull-requests: write concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: proxy-infra: diff --git a/.github/workflows/test-unit-proxy-legacy.yml b/.github/workflows/test-unit-proxy-legacy.yml index bcbf365babf..49aa5f9f51d 100644 --- a/.github/workflows/test-unit-proxy-legacy.yml +++ b/.github/workflows/test-unit-proxy-legacy.yml @@ -7,13 +7,17 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: test: diff --git a/.github/workflows/test-unit-responses-caching-types.yml b/.github/workflows/test-unit-responses-caching-types.yml index 2f177587997..5b336452069 100644 --- a/.github/workflows/test-unit-responses-caching-types.yml +++ b/.github/workflows/test-unit-responses-caching-types.yml @@ -7,6 +7,10 @@ on: - litellm_internal_staging - litellm_oss_staging - "litellm_**" + push: + branches: + - main + - litellm_internal_staging permissions: contents: read @@ -14,8 +18,8 @@ permissions: pull-requests: write concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} jobs: responses-caching-types: diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json index 65142091712..f6dd90077b1 100644 --- a/basedpyright-code-budget.json +++ b/basedpyright-code-budget.json @@ -1,6 +1,6 @@ { "reportAny": { - "limit": 31903 + "limit": 29813 }, "reportArgumentType": { "limit": 2645 @@ -24,7 +24,7 @@ "limit": 42 }, "reportExplicitAny": { - "limit": 10214 + "limit": 9473 }, "reportFunctionMemberAccess": { "limit": 11 @@ -33,7 +33,7 @@ "limit": 227 }, "reportIncompatibleMethodOverride": { - "limit": 78 + "limit": 77 }, "reportIncompatibleVariableOverride": { "limit": 12 @@ -54,10 +54,10 @@ "limit": 0 }, "reportMissingParameterType": { - "limit": 5869 + "limit": 5855 }, "reportMissingTypeArgument": { - "limit": 15861 + "limit": 15852 }, "reportMissingTypeStubs": { "limit": 41 @@ -99,19 +99,19 @@ "limit": 0 }, "reportUnknownArgumentType": { - "limit": 45366 + "limit": 45324 }, "reportUnknownLambdaType": { "limit": 113 }, "reportUnknownMemberType": { - "limit": 40477 + "limit": 40452 }, "reportUnknownParameterType": { - "limit": 20338 + "limit": 20309 }, "reportUnknownVariableType": { - "limit": 32047 + "limit": 31978 }, "reportUnnecessaryCast": { "limit": 177 @@ -123,7 +123,7 @@ "limit": 7 }, "reportUnnecessaryIsInstance": { - "limit": 1205 + "limit": 1204 }, "reportUntypedBaseClass": { "limit": 165 diff --git a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py index 8821736d0ff..d57c1a78f3d 100644 --- a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py +++ b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py @@ -215,7 +215,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints): ) if result: - return LiteLLM_ManagedFileTable(**result) + return LiteLLM_ManagedFileTable.model_validate(result) ## CHECK DB db_object = await self.prisma_client.db.litellm_managedfiletable.find_first( @@ -223,7 +223,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints): ) if db_object: - return LiteLLM_ManagedFileTable(**db_object.model_dump()) + return LiteLLM_ManagedFileTable.model_validate(db_object.model_dump()) return None async def delete_unified_file_id( @@ -349,7 +349,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints): if isinstance(batch.file_object, str) else batch.file_object ) - batch_obj = LiteLLMBatch(**batch_data) + batch_obj = LiteLLMBatch.model_validate(batch_data) batch_obj.id = batch.unified_object_id batch_objects.append(batch_obj) @@ -382,7 +382,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints): "flat_model_file_ids": {"hasSome": model_object_ids}, } ) - return [OpenAIFileObject(**file_object.file_object) for file_object in file_ids] + return [OpenAIFileObject.model_validate(file_object.file_object) for file_object in file_ids] async def check_managed_file_id_access( self, data: Dict, user_api_key_dict: UserAPIKeyAuth diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml index fa209e55eb8..5489eba1494 100644 --- a/enterprise/pyproject.toml +++ b/enterprise/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm-enterprise" -version = "0.1.52" +version = "0.1.53" description = "Package for LiteLLM Enterprise features" readme = "README.md" requires-python = ">=3.9" @@ -26,7 +26,7 @@ required-version = ">=0.10.9" module-root = "" [tool.commitizen] -version = "0.1.52" +version = "0.1.53" version_files = [ "pyproject.toml:^version", "../pyproject.toml:litellm-enterprise==", diff --git a/helm/litellm-helm/templates/migrations-job.yaml b/helm/litellm-helm/templates/migrations-job.yaml index 5ec7f5b7f3e..7bc1a133883 100644 --- a/helm/litellm-helm/templates/migrations-job.yaml +++ b/helm/litellm-helm/templates/migrations-job.yaml @@ -35,6 +35,8 @@ spec: {{- toYaml . | nindent 8 }} {{- end }} serviceAccountName: {{ include "litellm.migrationServiceAccountName" . }} + securityContext: + {{- toYaml .Values.podSecurityContext | nindent 8 }} {{- with .Values.migrationJob.extraInitContainers }} initContainers: {{- tpl (toYaml .) $ | nindent 8 }} diff --git a/helm/litellm-helm/tests/migrations-job_tests.yaml b/helm/litellm-helm/tests/migrations-job_tests.yaml index 05dd37b4857..6bfc1f38adc 100644 --- a/helm/litellm-helm/tests/migrations-job_tests.yaml +++ b/helm/litellm-helm/tests/migrations-job_tests.yaml @@ -254,3 +254,39 @@ tests: content: name: sidecar-tpl image: "ghcr.io/berriai/litellm-database:test" + - it: should render the pod-level securityContext from podSecurityContext + template: migrations-job.yaml + set: + migrationJob: + enabled: true + podSecurityContext: + fsGroup: 10000 + runAsUser: 10000 + runAsNonRoot: true + asserts: + - equal: + path: spec.template.spec.securityContext + value: + fsGroup: 10000 + runAsUser: 10000 + runAsNonRoot: true + - it: should keep the pod-level and container-level securityContext separate + template: migrations-job.yaml + set: + migrationJob: + enabled: true + podSecurityContext: + fsGroup: 10000 + securityContext: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + asserts: + - equal: + path: spec.template.spec.securityContext + value: + fsGroup: 10000 + - equal: + path: spec.template.spec.containers[0].securityContext + value: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true diff --git a/helm/litellm/templates/_helpers.tpl b/helm/litellm/templates/_helpers.tpl index a0205c0a3a2..bffd627393a 100644 --- a/helm/litellm/templates/_helpers.tpl +++ b/helm/litellm/templates/_helpers.tpl @@ -138,6 +138,59 @@ is false the chart uses the provided name, or the namespace `default` SA. {{- end -}} {{- end -}} +{{/* +ServiceAccount name for the migrations Job. + +The Job is a pre-install / pre-upgrade hook, so it is created before the +chart's ordinary resources. A ServiceAccount the chart creates is one of +those ordinary resources, which makes borrowing the backend name a cycle: +the hook pod is rejected because the account does not exist yet. So when +`serviceAccounts.backend.create` is true the Job falls back to the namespace +`default` account unless the operator names one that already exists. With +`create` false the backend name is either an operator-supplied existing +account or `default`, both of which are safe for the hook, so the Job keeps +sharing it. + +`migrationJob.serviceAccountName` always wins when set, which is how a Job +that needs credentials of its own (IRSA / Workload Identity for IAM database +auth) gets them. +*/}} +{{- define "litellm.migrations.serviceAccountName" -}} +{{- if .Values.migrationJob.serviceAccountName -}} +{{ .Values.migrationJob.serviceAccountName }} +{{- else if .Values.serviceAccounts.backend.create -}} +default +{{- else -}} +{{ include "litellm.backend.serviceAccountName" . }} +{{- end -}} +{{- end -}} + +{{/* +Extra pod labels for a component's Deployment, validated against its selector. + +Invoke with a dict: + (dict "podLabels" .Values.gateway.podLabels "componentName" "gateway") + +The three selector keys are also emitted on the pod template, so a podLabels +entry reusing one renders a duplicate YAML key whose later value wins. That +leaves the pod template no longer matching the (immutable) selector and the +apiserver rejects the Deployment. Fail at template time naming the key +instead, so the operator gets the reason here rather than an opaque +`selector does not match template labels` from the apiserver. + +The migrations Job takes podLabels unvalidated: a Job's selector is generated +by the controller rather than declared, so nothing there can collide. +*/}} +{{- define "litellm.podLabels" -}} +{{- $componentName := .componentName -}} +{{- range $key, $value := .podLabels }} +{{- if has $key (list "app.kubernetes.io/name" "app.kubernetes.io/instance" "app.kubernetes.io/component") }} +{{- fail (printf "%s.podLabels cannot set %s: it is part of the Deployment's immutable selector" $componentName $key) }} +{{- end }} +{{- end }} +{{- toYaml .podLabels }} +{{- end -}} + {{/* Master-key + database + redis env block — shared by gateway, backend, and the migrations Job. diff --git a/helm/litellm/templates/backend/deployment.yaml b/helm/litellm/templates/backend/deployment.yaml index 892b84ff7d5..c5d799a0faf 100644 --- a/helm/litellm/templates/backend/deployment.yaml +++ b/helm/litellm/templates/backend/deployment.yaml @@ -23,9 +23,16 @@ spec: {{- end }} labels: {{- include "litellm.backend.selectorLabels" . | nindent 8 }} + {{- with .Values.backend.podLabels }} + {{- include "litellm.podLabels" (dict "podLabels" . "componentName" "backend") | nindent 8 }} + {{- end }} spec: serviceAccountName: {{ include "litellm.backend.serviceAccountName" . }} automountServiceAccountToken: {{ .Values.serviceAccounts.backend.automount }} + {{- with .Values.backend.podSecurityContext }} + securityContext: + {{- toYaml . | nindent 8 }} + {{- end }} {{- with .Values.imagePullSecrets }} imagePullSecrets: {{- toYaml . | nindent 8 }} @@ -34,6 +41,10 @@ spec: - name: backend image: "{{ .Values.backend.image.repository }}:{{ .Values.backend.image.tag | default .Chart.AppVersion }}" imagePullPolicy: {{ .Values.backend.image.pullPolicy }} + {{- with .Values.backend.securityContext }} + securityContext: + {{- toYaml . | nindent 12 }} + {{- end }} ports: - name: http containerPort: 4001 @@ -70,8 +81,15 @@ spec: readinessProbe: {{- toYaml . | nindent 12 }} {{- end }} + {{- with .Values.backend.lifecycle }} + lifecycle: + {{- toYaml . | nindent 12 }} + {{- end }} resources: {{- toYaml .Values.backend.resources | nindent 12 }} + {{- with .Values.backend.extraContainers }} + {{- tpl (toYaml .) $ | nindent 8 }} + {{- end }} {{- if or .Values.gateway.config.create .Values.backend.volumes .Values.billingMetrics.enabled }} volumes: {{- if .Values.gateway.config.create }} @@ -102,4 +120,8 @@ spec: topologySpreadConstraints: {{- toYaml . | nindent 8 }} {{- end }} + {{- $gracePeriod := .Values.backend.terminationGracePeriodSeconds }} + {{- if not (or (kindIs "invalid" $gracePeriod) (eq (printf "%v" $gracePeriod) "")) }} + terminationGracePeriodSeconds: {{ $gracePeriod }} + {{- end }} {{- end }} diff --git a/helm/litellm/templates/gateway/deployment.yaml b/helm/litellm/templates/gateway/deployment.yaml index b2e22612905..7d16134a53d 100644 --- a/helm/litellm/templates/gateway/deployment.yaml +++ b/helm/litellm/templates/gateway/deployment.yaml @@ -21,9 +21,16 @@ spec: {{- end }} labels: {{- include "litellm.gateway.selectorLabels" . | nindent 8 }} + {{- with .Values.gateway.podLabels }} + {{- include "litellm.podLabels" (dict "podLabels" . "componentName" "gateway") | nindent 8 }} + {{- end }} spec: serviceAccountName: {{ include "litellm.gateway.serviceAccountName" . }} automountServiceAccountToken: {{ .Values.serviceAccounts.gateway.automount }} + {{- with .Values.gateway.podSecurityContext }} + securityContext: + {{- toYaml . | nindent 8 }} + {{- end }} {{- with .Values.imagePullSecrets }} imagePullSecrets: {{- toYaml . | nindent 8 }} @@ -32,6 +39,10 @@ spec: - name: gateway image: "{{ .Values.gateway.image.repository }}:{{ .Values.gateway.image.tag | default .Chart.AppVersion }}" imagePullPolicy: {{ .Values.gateway.image.pullPolicy }} + {{- with .Values.gateway.securityContext }} + securityContext: + {{- toYaml . | nindent 12 }} + {{- end }} ports: - name: http containerPort: 4000 @@ -72,8 +83,15 @@ spec: readinessProbe: {{- toYaml . | nindent 12 }} {{- end }} + {{- with .Values.gateway.lifecycle }} + lifecycle: + {{- toYaml . | nindent 12 }} + {{- end }} resources: {{- toYaml .Values.gateway.resources | nindent 12 }} + {{- with .Values.gateway.extraContainers }} + {{- tpl (toYaml .) $ | nindent 8 }} + {{- end }} {{- if or .Values.gateway.config.create .Values.gateway.volumes .Values.billingMetrics.enabled }} volumes: {{- if .Values.gateway.config.create }} @@ -104,4 +122,8 @@ spec: topologySpreadConstraints: {{- toYaml . | nindent 8 }} {{- end }} + {{- $gracePeriod := .Values.gateway.terminationGracePeriodSeconds }} + {{- if not (or (kindIs "invalid" $gracePeriod) (eq (printf "%v" $gracePeriod) "")) }} + terminationGracePeriodSeconds: {{ $gracePeriod }} + {{- end }} {{- end }} diff --git a/helm/litellm/templates/migrations-job.yaml b/helm/litellm/templates/migrations-job.yaml index 92671388546..2debe8a1e10 100644 --- a/helm/litellm/templates/migrations-job.yaml +++ b/helm/litellm/templates/migrations-job.yaml @@ -23,12 +23,21 @@ spec: ttlSecondsAfterFinished: {{ .Values.migrationJob.ttlSecondsAfterFinished }} template: metadata: + {{- /* The Job's selector is generated by the controller rather than + declared, so podLabels may override a chart label here. Merge + instead of appending so an override replaces the key rather than + rendering it twice. */}} + {{- $chartLabels := merge (dict "app.kubernetes.io/component" "migrations") (fromYaml (include "litellm.commonLabels" .)) }} labels: - {{- include "litellm.commonLabels" . | nindent 8 }} - app.kubernetes.io/component: migrations + {{- toYaml (merge (deepCopy .Values.migrationJob.podLabels) $chartLabels) | nindent 8 }} spec: restartPolicy: Never - serviceAccountName: {{ include "litellm.backend.serviceAccountName" . }} + serviceAccountName: {{ include "litellm.migrations.serviceAccountName" . }} + automountServiceAccountToken: {{ .Values.migrationJob.automountServiceAccountToken }} + {{- with .Values.migrationJob.podSecurityContext }} + securityContext: + {{- toYaml . | nindent 8 }} + {{- end }} {{- with .Values.imagePullSecrets }} imagePullSecrets: {{- toYaml . | nindent 8 }} @@ -37,10 +46,22 @@ spec: - name: prisma-migrations image: "{{ .Values.migrationJob.image.repository }}:{{ .Values.migrationJob.image.tag | default .Chart.AppVersion }}" imagePullPolicy: {{ .Values.migrationJob.image.pullPolicy }} + {{- with .Values.migrationJob.securityContext }} + securityContext: + {{- toYaml . | nindent 12 }} + {{- end }} env: {{- include "litellm.serverEnv" (dict "root" $ "component" .Values.migrationJob) | nindent 12 }} + {{- with .Values.migrationJob.volumeMounts }} + volumeMounts: + {{- toYaml . | nindent 12 }} + {{- end }} {{- with .Values.migrationJob.resources }} resources: {{- toYaml . | nindent 12 }} {{- end }} + {{- with .Values.migrationJob.volumes }} + volumes: + {{- toYaml . | nindent 8 }} + {{- end }} {{- end }} diff --git a/helm/litellm/templates/ui/deployment.yaml b/helm/litellm/templates/ui/deployment.yaml index cd1f8c08fd4..b4129dbc8ac 100644 --- a/helm/litellm/templates/ui/deployment.yaml +++ b/helm/litellm/templates/ui/deployment.yaml @@ -18,9 +18,16 @@ spec: {{- end }} labels: {{- include "litellm.ui.selectorLabels" . | nindent 8 }} + {{- with .Values.ui.podLabels }} + {{- include "litellm.podLabels" (dict "podLabels" . "componentName" "ui") | nindent 8 }} + {{- end }} spec: serviceAccountName: {{ include "litellm.ui.serviceAccountName" . }} automountServiceAccountToken: {{ .Values.serviceAccounts.ui.automount }} + {{- with .Values.ui.podSecurityContext }} + securityContext: + {{- toYaml . | nindent 8 }} + {{- end }} {{- with .Values.imagePullSecrets }} imagePullSecrets: {{- toYaml . | nindent 8 }} @@ -29,6 +36,10 @@ spec: - name: ui image: "{{ .Values.ui.image.repository }}:{{ .Values.ui.image.tag | default .Chart.AppVersion }}" imagePullPolicy: {{ .Values.ui.image.pullPolicy }} + {{- with .Values.ui.securityContext }} + securityContext: + {{- toYaml . | nindent 12 }} + {{- end }} ports: - name: http containerPort: 3000 @@ -58,8 +69,15 @@ spec: readinessProbe: {{- toYaml . | nindent 12 }} {{- end }} + {{- with .Values.ui.lifecycle }} + lifecycle: + {{- toYaml . | nindent 12 }} + {{- end }} resources: {{- toYaml .Values.ui.resources | nindent 12 }} + {{- with .Values.ui.extraContainers }} + {{- tpl (toYaml .) $ | nindent 8 }} + {{- end }} {{- with .Values.ui.volumes }} volumes: {{- toYaml . | nindent 8 }} @@ -80,4 +98,8 @@ spec: topologySpreadConstraints: {{- toYaml . | nindent 8 }} {{- end }} + {{- $gracePeriod := .Values.ui.terminationGracePeriodSeconds }} + {{- if not (or (kindIs "invalid" $gracePeriod) (eq (printf "%v" $gracePeriod) "")) }} + terminationGracePeriodSeconds: {{ $gracePeriod }} + {{- end }} {{- end }} diff --git a/helm/litellm/tests/migration_job_tests.yaml b/helm/litellm/tests/migration_job_tests.yaml new file mode 100644 index 00000000000..12e525c5a8c --- /dev/null +++ b/helm/litellm/tests/migration_job_tests.yaml @@ -0,0 +1,169 @@ +suite: test migrations Job ServiceAccount resolution and pod hardening +templates: + - migrations-job.yaml +values: + - ./values/required.yaml +tests: + - it: borrows the namespace default account when no ServiceAccount is configured + asserts: + - equal: + path: spec.template.spec.serviceAccountName + value: default + + - it: falls back to the namespace default account when the chart creates the backend ServiceAccount + set: + serviceAccounts.backend.create: true + asserts: + - equal: + path: spec.template.spec.serviceAccountName + value: default + - notEqual: + path: spec.template.spec.serviceAccountName + value: RELEASE-NAME-litellm-backend + + - it: keeps sharing an existing backend ServiceAccount the chart does not create + set: + serviceAccounts.backend.create: false + serviceAccounts.backend.name: existing-backend-sa + asserts: + - equal: + path: spec.template.spec.serviceAccountName + value: existing-backend-sa + + - it: prefers an explicit migration ServiceAccount over the created backend one + set: + serviceAccounts.backend.create: true + migrationJob.serviceAccountName: migrations-sa + asserts: + - equal: + path: spec.template.spec.serviceAccountName + value: migrations-sa + + - it: prefers an explicit migration ServiceAccount over an existing backend one + set: + serviceAccounts.backend.create: false + serviceAccounts.backend.name: existing-backend-sa + migrationJob.serviceAccountName: migrations-sa + asserts: + - equal: + path: spec.template.spec.serviceAccountName + value: migrations-sa + + - it: mounts no ServiceAccount token by default + asserts: + - equal: + path: spec.template.spec.automountServiceAccountToken + value: false + + - it: mounts a ServiceAccount token when the operator asks for one + set: + migrationJob.automountServiceAccountToken: true + asserts: + - equal: + path: spec.template.spec.automountServiceAccountToken + value: true + + - it: keeps the token off the Job when the backend disables automounting + set: + serviceAccounts.backend.create: true + serviceAccounts.backend.automount: false + asserts: + - equal: + path: spec.template.spec.serviceAccountName + value: default + - equal: + path: spec.template.spec.automountServiceAccountToken + value: false + + - it: renders no hardening fields by default + asserts: + - isNull: + path: spec.template.spec.securityContext + - isNull: + path: spec.template.spec.containers[0].securityContext + - isNull: + path: spec.template.spec.volumes + - isNull: + path: spec.template.spec.containers[0].volumeMounts + - equal: + path: spec.template.metadata.labels + value: + app.kubernetes.io/name: litellm + app.kubernetes.io/instance: RELEASE-NAME + app.kubernetes.io/managed-by: Helm + helm.sh/chart: litellm-0.1.0 + app.kubernetes.io/component: migrations + + - it: renders pod-level and container-level securityContext in their own scopes + set: + migrationJob.podSecurityContext: + runAsNonRoot: true + runAsUser: 65532 + seccompProfile: + type: RuntimeDefault + migrationJob.securityContext: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + capabilities: + drop: + - ALL + asserts: + - equal: + path: spec.template.spec.securityContext + value: + runAsNonRoot: true + runAsUser: 65532 + seccompProfile: + type: RuntimeDefault + - equal: + path: spec.template.spec.containers[0].securityContext + value: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + capabilities: + drop: + - ALL + + - it: renders volumes on the pod and volumeMounts on the migration container + set: + migrationJob.volumes: + - name: tmp + emptyDir: + sizeLimit: 64Mi + migrationJob.volumeMounts: + - name: tmp + mountPath: /tmp + asserts: + - equal: + path: spec.template.spec.volumes + value: + - name: tmp + emptyDir: + sizeLimit: 64Mi + - equal: + path: spec.template.spec.containers[0].volumeMounts + value: + - name: tmp + mountPath: /tmp + + - it: merges podLabels with the chart labels on the Job pod + set: + migrationJob.podLabels: + egress-policy: restricted + asserts: + - equal: + path: spec.template.metadata.labels['egress-policy'] + value: restricted + - equal: + path: spec.template.metadata.labels['app.kubernetes.io/component'] + value: migrations + + - it: accepts a podLabel that reuses a chart label, since the Job selector is controller-generated + set: + migrationJob.podLabels: + app.kubernetes.io/component: batch-migrations + asserts: + - notFailedTemplate: {} + - equal: + path: spec.template.metadata.labels['app.kubernetes.io/component'] + value: batch-migrations diff --git a/helm/litellm/tests/pod_hardening_tests.yaml b/helm/litellm/tests/pod_hardening_tests.yaml new file mode 100644 index 00000000000..18e836670c0 --- /dev/null +++ b/helm/litellm/tests/pod_hardening_tests.yaml @@ -0,0 +1,298 @@ +suite: test pod hardening knobs on the component deployments +templates: + - gateway/deployment.yaml + - gateway/configmap.yaml + - backend/deployment.yaml + - ui/deployment.yaml +values: + - ./values/required.yaml +tests: + - it: gateway renders no hardening fields by default + template: gateway/deployment.yaml + asserts: + - isNull: + path: spec.template.spec.securityContext + - isNull: + path: spec.template.spec.containers[0].securityContext + - isNull: + path: spec.template.spec.containers[0].lifecycle + - isNull: + path: spec.template.spec.terminationGracePeriodSeconds + - lengthEqual: + path: spec.template.spec.containers + count: 1 + - equal: + path: spec.template.metadata.labels + value: + app.kubernetes.io/name: litellm + app.kubernetes.io/instance: RELEASE-NAME + app.kubernetes.io/component: gateway + + - it: gateway renders pod-level and container-level securityContext in their own scopes + template: gateway/deployment.yaml + set: + gateway.podSecurityContext: + runAsNonRoot: true + runAsUser: 65532 + fsGroup: 65532 + seccompProfile: + type: RuntimeDefault + gateway.securityContext: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + capabilities: + drop: + - ALL + asserts: + - equal: + path: spec.template.spec.securityContext + value: + runAsNonRoot: true + runAsUser: 65532 + fsGroup: 65532 + seccompProfile: + type: RuntimeDefault + - equal: + path: spec.template.spec.containers[0].securityContext + value: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + capabilities: + drop: + - ALL + + - it: gateway merges podLabels with the selector labels + template: gateway/deployment.yaml + set: + gateway.podLabels: + egress-policy: restricted + team: platform + asserts: + - equal: + path: spec.template.metadata.labels + value: + app.kubernetes.io/name: litellm + app.kubernetes.io/instance: RELEASE-NAME + app.kubernetes.io/component: gateway + egress-policy: restricted + team: platform + - equal: + path: spec.selector.matchLabels + value: + app.kubernetes.io/name: litellm + app.kubernetes.io/instance: RELEASE-NAME + app.kubernetes.io/component: gateway + + - it: gateway rejects a podLabel that collides with the selector + template: gateway/deployment.yaml + set: + gateway.podLabels: + app.kubernetes.io/component: not-gateway + asserts: + - failedTemplate: + errorMessage: "gateway.podLabels cannot set app.kubernetes.io/component: it is part of the Deployment's immutable selector" + + - it: backend rejects a podLabel that collides with the selector + template: backend/deployment.yaml + set: + backend.podLabels: + app.kubernetes.io/name: not-litellm + asserts: + - failedTemplate: + errorMessage: "backend.podLabels cannot set app.kubernetes.io/name: it is part of the Deployment's immutable selector" + + - it: ui rejects a podLabel that collides with the selector + template: ui/deployment.yaml + set: + ui.podLabels: + app.kubernetes.io/instance: not-the-release + asserts: + - failedTemplate: + errorMessage: "ui.podLabels cannot set app.kubernetes.io/instance: it is part of the Deployment's immutable selector" + + - it: gateway renders lifecycle hooks on the container + template: gateway/deployment.yaml + set: + gateway.lifecycle: + preStop: + httpGet: + path: /health/drain + port: 4000 + asserts: + - equal: + path: spec.template.spec.containers[0].lifecycle + value: + preStop: + httpGet: + path: /health/drain + port: 4000 + + - it: gateway renders terminationGracePeriodSeconds on the pod spec + template: gateway/deployment.yaml + set: + gateway.terminationGracePeriodSeconds: 90 + asserts: + - equal: + path: spec.template.spec.terminationGracePeriodSeconds + value: 90 + + - it: gateway honors an explicit terminationGracePeriodSeconds of zero + template: gateway/deployment.yaml + set: + gateway.terminationGracePeriodSeconds: 0 + asserts: + - equal: + path: spec.template.spec.terminationGracePeriodSeconds + value: 0 + + - it: gateway appends extraContainers after the gateway container + template: gateway/deployment.yaml + set: + gateway.extraContainers: + - name: auth-sidecar + image: registry.example.com/auth-proxy:1.2.3 + args: + - --upstream + - http://127.0.0.1:4000 + asserts: + - lengthEqual: + path: spec.template.spec.containers + count: 2 + - equal: + path: spec.template.spec.containers[0].name + value: gateway + - equal: + path: spec.template.spec.containers[1] + value: + name: auth-sidecar + image: registry.example.com/auth-proxy:1.2.3 + args: + - --upstream + - http://127.0.0.1:4000 + + - it: gateway templates chart context inside extraContainers + template: gateway/deployment.yaml + set: + gateway.extraContainers: + - name: auth-sidecar + image: registry.example.com/auth-proxy:1.2.3 + env: + - name: RELEASE + value: "{{ .Release.Name }}" + asserts: + - equal: + path: spec.template.spec.containers[1].env[0].value + value: RELEASE-NAME + + - it: backend renders every hardening knob in the right scope + template: backend/deployment.yaml + set: + backend.podLabels: + egress-policy: restricted + backend.podSecurityContext: + runAsNonRoot: true + backend.securityContext: + readOnlyRootFilesystem: true + backend.lifecycle: + preStop: + exec: + command: + - sleep + - "5" + backend.terminationGracePeriodSeconds: 60 + backend.extraContainers: + - name: auth-sidecar + image: registry.example.com/auth-proxy:1.2.3 + asserts: + - equal: + path: spec.template.metadata.labels['egress-policy'] + value: restricted + - equal: + path: spec.template.spec.securityContext + value: + runAsNonRoot: true + - equal: + path: spec.template.spec.containers[0].securityContext + value: + readOnlyRootFilesystem: true + - equal: + path: spec.template.spec.containers[0].lifecycle + value: + preStop: + exec: + command: + - sleep + - "5" + - equal: + path: spec.template.spec.terminationGracePeriodSeconds + value: 60 + - equal: + path: spec.template.spec.containers[1].name + value: auth-sidecar + + - it: ui renders every hardening knob in the right scope + template: ui/deployment.yaml + set: + ui.podLabels: + egress-policy: restricted + ui.podSecurityContext: + runAsNonRoot: true + fsGroup: 101 + ui.securityContext: + readOnlyRootFilesystem: true + ui.lifecycle: + preStop: + exec: + command: + - /bin/sh + - -c + - nginx -s quit + ui.terminationGracePeriodSeconds: 30 + ui.extraContainers: + - name: auth-sidecar + image: registry.example.com/auth-proxy:1.2.3 + asserts: + - equal: + path: spec.template.metadata.labels['egress-policy'] + value: restricted + - equal: + path: spec.template.spec.securityContext + value: + runAsNonRoot: true + fsGroup: 101 + - equal: + path: spec.template.spec.containers[0].securityContext + value: + readOnlyRootFilesystem: true + - equal: + path: spec.template.spec.containers[0].lifecycle + value: + preStop: + exec: + command: + - /bin/sh + - -c + - nginx -s quit + - equal: + path: spec.template.spec.terminationGracePeriodSeconds + value: 30 + - equal: + path: spec.template.spec.containers[1].name + value: auth-sidecar + + - it: backend and ui render no hardening fields by default + templates: + - backend/deployment.yaml + - ui/deployment.yaml + asserts: + - isNull: + path: spec.template.spec.securityContext + - isNull: + path: spec.template.spec.containers[0].securityContext + - isNull: + path: spec.template.spec.containers[0].lifecycle + - isNull: + path: spec.template.spec.terminationGracePeriodSeconds + - lengthEqual: + path: spec.template.spec.containers + count: 1 diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml index 461935b2f50..48e55a6805b 100644 --- a/helm/litellm/values.yaml +++ b/helm/litellm/values.yaml @@ -57,6 +57,42 @@ migrationJob: backoffLimit: 4 ttlSecondsAfterFinished: 120 resources: {} + # ServiceAccount for the Job pod only. + # + # The Job is a pre-install / pre-upgrade hook, so it runs before the chart's + # ordinary resources exist. With `serviceAccounts.backend.create: true` the + # backend ServiceAccount is one of those ordinary resources, so a Job that + # borrowed its name would reference an account that does not exist yet and + # the first install would fail with a forbidden pod creation. The name set + # here always wins; when it is empty the Job falls back to `default` if the + # chart creates the backend ServiceAccount, and to the backend + # ServiceAccount name otherwise (that name is either an existing account you + # supplied or `default`). + # + # Point this at a pre-existing ServiceAccount when the Job needs credentials + # of its own, e.g. the IRSA / Workload Identity annotations that + # `database.writer.useIAMAuth` relies on. That is also the upgrade path to + # watch: a release already running with `serviceAccounts.backend.create: + # true` used to hand the Job the created backend account on every upgrade, + # and now hands it `default` unless you name an account here. + serviceAccountName: "" + # The Job runs `prisma migrate deploy` against Postgres and never calls the + # K8s API, so it defaults to no projected ServiceAccount token, the same + # reasoning the ui SA above uses. Flip to true if your Job genuinely needs + # one; IAM database auth does not, since EKS Pod Identity injects its own + # projected token volume and GKE Workload Identity goes through the + # metadata server, neither of which is the default token mount. + automountServiceAccountToken: false + # Standard k8s pod-level and container-level securityContext for the Job + # pod. Same shape as gateway.podSecurityContext / gateway.securityContext. + podSecurityContext: {} + securityContext: {} + # Extra pod labels on the Job pod, merged into the chart's common labels. + podLabels: {} + # Additional volumes on the Job pod and volumeMounts on its container, e.g. + # the writable scratch space a read-only root filesystem needs. + volumes: [] + volumeMounts: [] image: repository: ghcr.io/berriai/litellm-migrations tag: "" # defaults to .Chart.AppVersion @@ -200,6 +236,37 @@ gateway: minAvailable: "" maxUnavailable: "" podAnnotations: {} + # Extra pod labels, merged into the chart's selector labels. Do not + # re-declare `app.kubernetes.io/name` / `instance` / `component` here: they + # form the Deployment's immutable selector. + podLabels: {} + # Pod-level securityContext, applied to every container in the pod + # (runAsNonRoot, runAsUser, fsGroup, seccompProfile, ...). Empty by default + # so the cluster's own defaults keep applying to existing installs; clusters + # enforcing a restricted Pod Security Standard usually want at least + # `runAsNonRoot: true` and `seccompProfile.type: RuntimeDefault`. + podSecurityContext: {} + # Container-level securityContext for the gateway container. Empty by + # default for the same reason. Example: + # allowPrivilegeEscalation: false + # readOnlyRootFilesystem: true + # capabilities: + # drop: + # - ALL + # `readOnlyRootFilesystem: true` needs writable scratch space; supply it + # through `volumes` / `volumeMounts` above rather than expecting the chart + # to guess the paths your workload writes to. + securityContext: {} + # Extra sidecar containers appended to the gateway pod, e.g. an auth or + # egress proxy. Rendered through `tpl`, so entries may reference chart + # values and release metadata. + extraContainers: [] + # Container lifecycle hooks (postStart / preStop) for the gateway container. + lifecycle: {} + # Grace period the kubelet allows between SIGTERM and SIGKILL. Leave empty + # to inherit the Kubernetes default of 30s. Set it a few seconds above the + # proxy's GRACEFUL_SHUTDOWN_TIMEOUT when you use a draining preStop hook. + terminationGracePeriodSeconds: "" nodeSelector: {} tolerations: [] affinity: {} @@ -257,6 +324,13 @@ backend: minAvailable: "" maxUnavailable: "" podAnnotations: {} + # Same shape as the gateway blocks of the same name. + podLabels: {} + podSecurityContext: {} + securityContext: {} + extraContainers: [] + lifecycle: {} + terminationGracePeriodSeconds: "" nodeSelector: {} tolerations: [] affinity: {} @@ -310,6 +384,16 @@ ui: minAvailable: "" maxUnavailable: "" podAnnotations: {} + # Same shape as the gateway blocks of the same name. The nginx runtime + # writes its pid, cache, and proxy temp files under the image's root + # filesystem, so `securityContext.readOnlyRootFilesystem: true` here needs + # emptyDir volumes mounted over those paths. + podLabels: {} + podSecurityContext: {} + securityContext: {} + extraContainers: [] + lifecycle: {} + terminationGracePeriodSeconds: "" nodeSelector: {} tolerations: [] affinity: {} diff --git a/litellm/__init__.py b/litellm/__init__.py index 3f8c742c5a2..a9a78846fa1 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -449,6 +449,8 @@ enable_end_user_cost_tracking_prometheus_only: Optional[bool] = None custom_prometheus_metadata_labels: List[str] = [] custom_prometheus_tags: List[str] = [] prometheus_metrics_config: Optional[List] = None +prometheus_exclude_metrics: Optional[List[str]] = None +prometheus_exclude_labels: Optional[List[str]] = None prometheus_emit_stream_label: bool = False # Opt-in: emit `rate_limit_category` and `rate_limit_type` labels on # `litellm_proxy_failed_requests_metric`. Off by default to preserve the diff --git a/litellm/constants.py b/litellm/constants.py index 78bfc6501e8..45a350bc862 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -357,6 +357,15 @@ NON_LLM_CONNECTION_TIMEOUT = int( MAX_EXCEPTION_MESSAGE_LENGTH = int(os.getenv("MAX_EXCEPTION_MESSAGE_LENGTH", 2000)) MAX_STRING_LENGTH_PROMPT_IN_DB = int(os.getenv("MAX_STRING_LENGTH_PROMPT_IN_DB", 2048)) BEDROCK_MAX_POLICY_SIZE = int(os.getenv("BEDROCK_MAX_POLICY_SIZE", 75)) +# One entry per distinct AWS credential-argument set. Per-user cost attribution passes the attributed +# identity as aws_session_name, so this bounds how many attributed identities keep a cached STS session. +BEDROCK_IAM_CACHE_MAX_ENTRIES = 1000 +# Single-flight lock stripes over that cache. Only keys landing on the same stripe wait for each +# other, so a burst of distinct identities still resolves its credentials in parallel. +BEDROCK_IAM_CACHE_FETCH_LOCK_STRIPES = 64 +# Retire a cached STS credential this many seconds before AWS expires it, so a request that reads it +# still has a usable credential for the whole call. +STS_CREDENTIAL_EXPIRY_SAFETY_MARGIN_SECONDS = 60 BEDROCK_MIN_THINKING_BUDGET_TOKENS = int(os.getenv("BEDROCK_MIN_THINKING_BUDGET_TOKENS", 1024)) # Anthropic's Messages API rejects thinking.budget_tokens < 1024. ANTHROPIC_MIN_THINKING_BUDGET_TOKENS = 1024 @@ -1461,6 +1470,7 @@ SPEND_LOG_CLEANUP_BATCH_FAILURE_BACKOFF_SECONDS = float( TOOL_SPEND_TOP_TOOLS = 100 SPEND_LOG_PARTITION_INTERVAL = os.getenv("SPEND_LOG_PARTITION_INTERVAL", "day") SPEND_LOG_PARTITION_PRECREATE_AHEAD = int(os.getenv("SPEND_LOG_PARTITION_PRECREATE_AHEAD", 7)) +SPEND_LOG_WRITE_BATCH_MAX_BYTES = max(1, int(os.getenv("SPEND_LOG_WRITE_BATCH_MAX_BYTES", 2_000_000))) SPEND_LOG_QUEUE_SIZE_THRESHOLD = int(os.getenv("SPEND_LOG_QUEUE_SIZE_THRESHOLD", 100)) SPEND_LOG_QUEUE_POLL_INTERVAL = float(os.getenv("SPEND_LOG_QUEUE_POLL_INTERVAL", 2.0)) SPEND_COUNTER_RESEED_LOCKS_MAX_SIZE = int(os.getenv("SPEND_COUNTER_RESEED_LOCKS_MAX_SIZE", 10000)) diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index 41a4d026fe1..1bc7308f7df 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -64,11 +64,48 @@ from litellm.types.utils import ( if TYPE_CHECKING: from apscheduler.schedulers.asyncio import AsyncIOScheduler + from prometheus_client.metrics import MetricWrapperBase else: AsyncIOScheduler = Any _DEFAULT_BUDGET_METRICS_PER_REQUEST_TIMEOUT = 5.0 +_NON_ENUM_METRIC_LABELS: frozenset[str] = frozenset( + ( + "guardrail_name", + "status", + "error_type", + "hook_type", + "purpose", + "file_type", + "result", + ) +) + + +class _ExcludedLabelMetric: + """Proxies a prometheus metric whose declared ``labelnames`` had globally + excluded labels removed, dropping those labels from every ``labels(...)`` + call so the emitted arguments always match the metric's real label set.""" + + def __init__( + self, + metric: MetricWrapperBase, + original_labelnames: tuple[str, ...], + excluded_labels: frozenset[str], + ) -> None: + self._metric = metric + self._original_labelnames = original_labelnames + self._excluded_labels = excluded_labels + + def labels(self, *labelvalues: str, **labelkwargs: str) -> MetricWrapperBase: + values = labelvalues or tuple(labelkwargs[name] for name in self._original_labelnames) + kept_values = tuple( + value for name, value in zip(self._original_labelnames, values) if name not in self._excluded_labels + ) + return self._metric.labels(*kept_values) if kept_values else self._metric + + # Tiers a caller may name in a request, across the providers that accept the # parameter: OpenAI ("auto", "default", "flex", "priority", "scale"), Bedrock and # Groq (subsets of those), Anthropic ("auto", "standard_only") and Vertex, which @@ -122,6 +159,8 @@ class PrometheusLogger(CustomLogger): # Always initialize label_filters, even for non-premium users self.label_filters = self._parse_prometheus_config() + self.exclude_metrics, self.exclude_labels = self._parse_exclude_config() + # Cache resolved label sets per metric. Several entries in # ``PrometheusMetricLabels.get_labels`` read module-level toggles # (e.g. ``litellm.prometheus_emit_stream_label``, @@ -696,6 +735,44 @@ class PrometheusLogger(CustomLogger): self._pretty_print_prometheus_config(label_filters) return label_filters + def _parse_exclude_config(self) -> tuple[frozenset[str], frozenset[str]]: + """Parse and validate the global ``exclude_metrics`` / ``exclude_labels`` settings.""" + from typing import get_args + + import litellm + + exclude_metrics = frozenset(litellm.prometheus_exclude_metrics or ()) + exclude_labels = frozenset(litellm.prometheus_exclude_labels or ()) + + valid_metrics = frozenset(get_args(DEFINED_PROMETHEUS_METRICS)) + invalid_metrics = sorted(exclude_metrics - valid_metrics) + + valid_labels = self._all_defined_labels() + invalid_labels = sorted(exclude_labels - valid_labels) + + errors = ( + *(f"Invalid metric name in prometheus_exclude_metrics: {metric}" for metric in invalid_metrics), + *(f"Invalid label name in prometheus_exclude_labels: {label}" for label in invalid_labels), + ) + if errors: + raise ValueError("Prometheus exclude configuration validation failed:\n" + "\n".join(errors)) + + return exclude_metrics, exclude_labels + + @staticmethod + def _all_defined_labels() -> frozenset[str]: + """Every label a metric can emit: enum labels, hard-coded labels, and configured custom labels / tags.""" + import litellm + + builtin_labels = frozenset(label.value for label in UserAPIKeyLabelNames) + custom_metadata_labels = frozenset( + _sanitize_prometheus_label_name(label) for label in litellm.custom_prometheus_metadata_labels + ) + custom_tag_labels = frozenset( + _sanitize_prometheus_label_name(f"tag_{tag}") for tag in litellm.custom_prometheus_tags + ) + return builtin_labels | _NON_ENUM_METRIC_LABELS | custom_metadata_labels | custom_tag_labels + def _validate_all_configurations(self, parsed_configs: List) -> ValidationResults: """Validate all metric configurations and return collected errors""" metric_errors = [] @@ -1015,6 +1092,9 @@ class PrometheusLogger(CustomLogger): def _is_metric_enabled(self, metric_name: str) -> bool: """Check if a metric is enabled based on configuration""" + if metric_name in self.exclude_metrics: + return False + # If no specific configuration is provided, enable all metrics (default behavior) if not hasattr(self, "enabled_metrics"): return True @@ -1032,11 +1112,18 @@ class PrometheusLogger(CustomLogger): # Extract metric name from the first argument or 'name' keyword argument metric_name = args[0] if args else kwargs.get("name", "") - if self._is_metric_enabled(metric_name): - return metric_class(*args, **kwargs) - else: + if not self._is_metric_enabled(metric_name): return NoOpMetric() + original_labelnames = tuple(kwargs.get("labelnames") or ()) + if not (frozenset(original_labelnames) & self.exclude_labels): + return metric_class(*args, **kwargs) + + kept = tuple(name for name in original_labelnames if name not in self.exclude_labels) + kept_kwargs = {**kwargs, "labelnames": kept} # mutable-ok: ** needs a mapping to override labelnames + real_metric = metric_class(*args, **kept_kwargs) + return _ExcludedLabelMetric(real_metric, original_labelnames, self.exclude_labels) + return factory def get_labels_for_metric(self, metric_name: DEFINED_PROMETHEUS_METRICS) -> List[str]: @@ -1059,19 +1146,15 @@ class PrometheusLogger(CustomLogger): # Get default labels for this metric from PrometheusMetricLabels default_labels = PrometheusMetricLabels.get_labels(metric_name) - # If no label filtering is configured for this metric, use default labels - if metric_name not in self.label_filters: - self._cached_metric_labels[metric_name] = default_labels - return default_labels + resolved_labels = [ + label + for label in default_labels + if label not in self.exclude_labels + and (metric_name not in self.label_filters or label in self.label_filters[metric_name]) + ] - # Get configured labels for this metric - configured_labels = self.label_filters[metric_name] - - # Return intersection of configured and default labels to ensure we only use valid labels - filtered_labels = [label for label in default_labels if label in configured_labels] - - self._cached_metric_labels[metric_name] = filtered_labels - return filtered_labels + self._cached_metric_labels[metric_name] = resolved_labels + return resolved_labels @staticmethod def _guardrail_is_additive(info: StandardLoggingGuardrailInformation) -> bool: diff --git a/litellm/integrations/websearch_interception/handler.py b/litellm/integrations/websearch_interception/handler.py index 21d990e8e60..531caf273f1 100644 --- a/litellm/integrations/websearch_interception/handler.py +++ b/litellm/integrations/websearch_interception/handler.py @@ -9,7 +9,8 @@ server-side using litellm router's search tools. import asyncio import math import uuid -from typing import Any, Dict, List, Optional, Tuple, Union, cast +from collections.abc import AsyncIterator, Mapping +from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union, cast import litellm from litellm._logging import verbose_logger @@ -29,19 +30,31 @@ from litellm.integrations.websearch_interception.transformation import ( WebSearchTransformation, ) from litellm.llms.base_llm.search.transformation import SearchResponse -from litellm.types.integrations.websearch_interception import ( - WebSearchInterceptionConfig, -) from litellm.types.integrations.custom_logger import ( CHAT_COMPLETION_AGENTIC_SURFACE, RESPONSES_AGENTIC_SURFACE, AgenticLoopPlan, AgenticLoopRequestPatch, ) +from litellm.types.integrations.websearch_interception import ( + WebSearchInterceptionConfig, +) from litellm.types.llms.openai import AllMessageValues from litellm.types.utils import CallTypes, LlmProviders from litellm.utils import ProviderConfigManager +if TYPE_CHECKING: + from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj + from litellm.llms.base_llm.anthropic_messages.transformation import ( + BaseAnthropicMessagesConfig, + ) + from litellm.proxy._types import UserAPIKeyAuth + from litellm.types.llms.anthropic_messages.anthropic_response import ( + AnthropicMessagesResponse, + ) + from litellm.types.utils import ModelResponse + from litellm.utils import CustomStreamWrapper + # Key used to flag, on per-request kwargs, that the originating client sent # an Anthropic-native ``web_search_*`` tool — meaning the final response # should include ``web_search_tool_result`` content blocks so the client @@ -94,8 +107,8 @@ class WebSearchInterceptionLogger(CustomLogger): messages: List[Dict], tools: Optional[List[Dict]], custom_llm_provider: Optional[str], - kwargs: Optional[dict[str, Any]] = None, - ) -> Optional[Dict[str, Any]]: + kwargs: Mapping[str, object] | None = None, + ) -> dict[str, object] | None: """ Short-circuit web-search-only requests by executing the search directly. @@ -188,7 +201,7 @@ class WebSearchInterceptionLogger(CustomLogger): verbose_logger.error(f"WebSearchInterception: Short-circuit search failed: {e}") search_result_text, structured = f"Search failed: {e}", None - content: List[Dict[str, Any]] = [] + content: list[dict[str, object]] = [] if native_tool is not None: tool_use_id = f"srvtoolu_{uuid.uuid4().hex}" tool_name = native_tool.get("name") or "web_search" @@ -210,7 +223,7 @@ class WebSearchInterceptionLogger(CustomLogger): # github_copilot, etc.) see the same payload they always have. content.append({"type": "text", "text": search_result_text}) - response: Dict[str, Any] = { + response: dict[str, object] = { "id": f"msg_{str(uuid.uuid4())}", "type": "message", "role": "assistant", @@ -228,7 +241,9 @@ class WebSearchInterceptionLogger(CustomLogger): ) return response - async def async_pre_call_deployment_hook(self, kwargs: Dict[str, Any], call_type: Optional[Any]) -> Optional[dict]: + async def async_pre_call_deployment_hook( + self, kwargs: Dict[str, Any], call_type: Optional[CallTypes] + ) -> Optional[dict]: """ Pre-call hook to convert native Anthropic web_search tools to regular tools. @@ -297,7 +312,7 @@ class WebSearchInterceptionLogger(CustomLogger): return kwargs - def _convert_responses_tools(self, kwargs: dict[str, Any], tools: list[dict[str, Any]]) -> dict | None: + def _convert_responses_tools(self, kwargs: Mapping[str, object], tools: list[dict[str, object]]) -> dict | None: """Convert Responses API web search tools to the LiteLLM standard function tool.""" if not any(is_web_search_tool_responses(tool) for tool in tools): return None @@ -370,7 +385,7 @@ class WebSearchInterceptionLogger(CustomLogger): return tool.get("name") @classmethod - def _sync_forced_tool_choice(cls, tool_choice: Any, converted_tools: list[dict[str, Any]]) -> Any: + def _sync_forced_tool_choice(cls, tool_choice: Any, converted_tools: list[dict[str, object]]) -> object: """Repoint a forced ``tool_choice`` at ``litellm_web_search`` when it names a web-search tool that was just converted away. @@ -468,7 +483,7 @@ class WebSearchInterceptionLogger(CustomLogger): async def async_should_run_agentic_loop( self, - response: Any, + response: object, model: str, messages: List[Dict], tools: Optional[List[Dict]], @@ -578,7 +593,7 @@ class WebSearchInterceptionLogger(CustomLogger): async def async_should_run_chat_completion_agentic_loop( self, - response: Any, + response: object, model: str, messages: List[Dict], tools: Optional[List[Dict]], @@ -636,7 +651,7 @@ class WebSearchInterceptionLogger(CustomLogger): async def async_should_run_responses_agentic_loop( self, - response: Any, + response: object, model: str, messages: list[dict], tools: list[dict] | None, @@ -687,13 +702,13 @@ class WebSearchInterceptionLogger(CustomLogger): tools: Dict, model: str, messages: List[Dict], - response: Any, - anthropic_messages_provider_config: Any, + response: object, + anthropic_messages_provider_config: "BaseAnthropicMessagesConfig | None", anthropic_messages_optional_request_params: Dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", stream: bool, kwargs: Dict, - ) -> Any: + ) -> "AnthropicMessagesResponse | AsyncIterator[object]": """ Execute agentic loop with WebSearch execution for Anthropic Messages API. @@ -721,10 +736,10 @@ class WebSearchInterceptionLogger(CustomLogger): tools: Dict, model: str, messages: List[Dict], - response: Any, - anthropic_messages_provider_config: Any, + response: object, + anthropic_messages_provider_config: "BaseAnthropicMessagesConfig | None", anthropic_messages_optional_request_params: Dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", stream: bool, kwargs: Dict, ) -> AgenticLoopPlan: @@ -764,7 +779,7 @@ class WebSearchInterceptionLogger(CustomLogger): kwargs=kwargs, ) - metadata: Dict[str, Any] = { + metadata: dict[str, object] = { "tool_type": "websearch", "response_format": "anthropic", } @@ -787,10 +802,10 @@ class WebSearchInterceptionLogger(CustomLogger): async def async_post_agentic_loop_response_hook( self, - response: Any, + response: object, plan: AgenticLoopPlan, kwargs: Dict, - ) -> Any: + ) -> object: """ Inject Anthropic-native ``web_search_tool_result`` blocks into the final response when the originating client used a native @@ -810,9 +825,9 @@ class WebSearchInterceptionLogger(CustomLogger): def _build_native_result_blocks( tool_calls: List[Dict], structured_results: List[Optional[SearchResponse]], - ) -> List[Dict[str, Any]]: + ) -> list[dict[str, object]]: """Build one ``web_search_tool_result`` block per tool_call.""" - blocks: List[Dict[str, Any]] = [] + blocks: list[dict[str, object]] = [] for i, tool_call in enumerate(tool_calls): tool_use_id = tool_call.get("id") or "" structured = structured_results[i] if i < len(structured_results) else None @@ -825,7 +840,7 @@ class WebSearchInterceptionLogger(CustomLogger): return blocks @staticmethod - def _inject_native_blocks(response: Any, native_blocks: List[Dict[str, Any]]) -> Any: + def _inject_native_blocks(response: Any, native_blocks: list[dict[str, object]]) -> Any: """Prepend native blocks to response content, dict or object form.""" if not native_blocks: return response @@ -849,12 +864,12 @@ class WebSearchInterceptionLogger(CustomLogger): tools: Dict, model: str, messages: List[Dict], - response: Any, + response: object, optional_params: Dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", stream: bool, kwargs: Dict, - ) -> Any: + ) -> "ModelResponse | CustomStreamWrapper": """ Execute agentic loop with WebSearch execution for Chat Completions API. @@ -884,9 +899,9 @@ class WebSearchInterceptionLogger(CustomLogger): tools: Dict, model: str, messages: List[Dict], - response: Any, + response: object, optional_params: Dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", stream: bool, kwargs: Dict, ) -> AgenticLoopPlan: @@ -911,9 +926,9 @@ class WebSearchInterceptionLogger(CustomLogger): tools: dict, model: str, messages: list[dict], - response: Any, + response: object, optional_params: dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", stream: bool, kwargs: dict, ) -> AgenticLoopPlan: @@ -1023,7 +1038,7 @@ class WebSearchInterceptionLogger(CustomLogger): return [] @staticmethod - def _extract_search_text(result: Any) -> str: + def _extract_search_text(result: object) -> str: if isinstance(result, Exception): verbose_logger.error(f"WebSearchInterception: Responses search failed with error: {str(result)}") return f"Search failed: {str(result)}" @@ -1091,10 +1106,10 @@ class WebSearchInterceptionLogger(CustomLogger): tool_calls: List[Dict], thinking_blocks: List[Dict], anthropic_messages_optional_request_params: Dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", stream: bool, kwargs: Dict, - ) -> Any: + ) -> "AnthropicMessagesResponse | AsyncIterator[object]": """Legacy path: execute search + build patch + run follow-up call.""" request_patch, structured_results = await self._build_anthropic_request_patch( model=model, @@ -1118,7 +1133,7 @@ class WebSearchInterceptionLogger(CustomLogger): if max_tokens is None: max_tokens = cast(int, kwargs.get("max_tokens", 1024)) - response = await anthropic_messages.acreate( + response: AnthropicMessagesResponse | AsyncIterator[object] = await anthropic_messages.acreate( max_tokens=max_tokens, messages=request_patch.messages, model=request_patch.model or model, @@ -1145,7 +1160,7 @@ class WebSearchInterceptionLogger(CustomLogger): tool_calls: List[Dict], thinking_blocks: List[Dict], anthropic_messages_optional_request_params: Dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", kwargs: Dict, ) -> Tuple[AgenticLoopRequestPatch, List[Optional[SearchResponse]]]: """ @@ -1238,7 +1253,7 @@ class WebSearchInterceptionLogger(CustomLogger): return patch, structured_results async def _execute_search( - self, query: str, kwargs: Optional[dict[str, Any]] = None + self, query: str, kwargs: Mapping[str, object] | None = None ) -> Tuple[str, Optional[SearchResponse]]: """ Execute a single web search using router's search tools. @@ -1300,8 +1315,8 @@ class WebSearchInterceptionLogger(CustomLogger): async def _authorize_search_tool( self, - search_tool: dict[str, Any], - kwargs: Optional[dict[str, Any]], + search_tool: Mapping[str, object], + kwargs: Mapping[str, object] | None, ) -> None: search_tool_name = search_tool.get("search_tool_name") if not isinstance(search_tool_name, str) or not search_tool_name: @@ -1343,7 +1358,7 @@ class WebSearchInterceptionLogger(CustomLogger): ) @staticmethod - def _get_user_api_key_auth_from_kwargs(kwargs: Optional[dict[str, Any]]) -> Any: + def _get_user_api_key_auth_from_kwargs(kwargs: Mapping[str, object] | None) -> "UserAPIKeyAuth | None": if not kwargs: return None @@ -1363,7 +1378,7 @@ class WebSearchInterceptionLogger(CustomLogger): return None - def _select_search_tool_from_router(self, llm_router: Any) -> Optional[dict[str, Any]]: + def _select_search_tool_from_router(self, llm_router: object) -> Optional[dict[str, Any]]: if llm_router is None or not hasattr(llm_router, "search_tools"): return None search_tools = list(getattr(llm_router, "search_tools") or []) @@ -1405,11 +1420,11 @@ class WebSearchInterceptionLogger(CustomLogger): messages: List[Dict], tool_calls: List[Dict], optional_params: Dict, - logging_obj: Any, + logging_obj: "LiteLLMLoggingObj | None", stream: bool, kwargs: Dict, response_format: str = "openai", - ) -> Any: + ) -> "ModelResponse | CustomStreamWrapper": """Legacy path: execute search + build patch + run follow-up call.""" request_patch = await self._build_chat_completion_request_patch( model=model, diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py index 60dbf7c644a..0ac22b5bb1e 100644 --- a/litellm/litellm_core_utils/streaming_handler.py +++ b/litellm/litellm_core_utils/streaming_handler.py @@ -131,8 +131,8 @@ class CustomStreamWrapper: self.sent_last_chunk = False self._stream_created_time: float = time.time() - litellm_params: GenericLiteLLMParams = GenericLiteLLMParams( - **self.logging_obj.model_call_details.get("litellm_params", {}) + litellm_params: GenericLiteLLMParams = GenericLiteLLMParams.model_validate( + dict(**self.logging_obj.model_call_details.get("litellm_params", {})) ) self.merge_reasoning_content_in_choices: bool = litellm_params.merge_reasoning_content_in_choices or False self.sent_first_thinking_block = False diff --git a/litellm/llms/anthropic/experimental_pass_through/context_management/editors/compact.py b/litellm/llms/anthropic/experimental_pass_through/context_management/editors/compact.py index f18a9f41939..c87014ffc1e 100644 --- a/litellm/llms/anthropic/experimental_pass_through/context_management/editors/compact.py +++ b/litellm/llms/anthropic/experimental_pass_through/context_management/editors/compact.py @@ -13,7 +13,8 @@ Mirrors Anthropic's native ``compact_20260112`` for non-Anthropic providers: """ import re -from typing import Any, Dict, List, Literal, Optional, Tuple, Union, cast +from collections.abc import Mapping +from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Union, cast import litellm from litellm._logging import verbose_logger @@ -23,6 +24,18 @@ from litellm.types.llms.anthropic import ( UsageIteration, ) +if TYPE_CHECKING: + from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper + from litellm.proxy._types import UserAPIKeyAuth + from litellm.router import Router + from litellm.types.llms.anthropic import ( + AllAnthropicToolsValues, + AnthopicMessagesAssistantMessageParam, + AnthropicMessagesUserMessageParam, + ) + from litellm.types.llms.openai import ChatCompletionToolParam + from litellm.types.utils import ModelResponse + from ..constants import ( COMPACT_DEFAULT_INSTRUCTIONS, COMPACT_DEFAULT_TRIGGER_TOKENS, @@ -98,9 +111,9 @@ def _read_summary_max_tokens_setting() -> int: async def _check_summary_model_access( - user_api_key_auth: Any, + user_api_key_auth: Optional["UserAPIKeyAuth"], summary_model: str, - llm_router: Any, + llm_router: Optional["Router"], ) -> bool: """Return True when every model-allowlist scope on the parent request is satisfied for ``summary_model``. @@ -294,7 +307,7 @@ async def _check_summary_model_access( async def _check_summary_model_budget( - user_api_key_auth: Any, + user_api_key_auth: Optional["UserAPIKeyAuth"], summary_model: str, ) -> bool: """Return True when the caller is within their per-model budget for @@ -357,7 +370,7 @@ async def _check_summary_model_budget( async def _check_summary_model_rate_limit( - user_api_key_auth: Any, + user_api_key_auth: Optional["UserAPIKeyAuth"], summary_model: str, ) -> bool: """Return True when the caller is within their configured RPM/TPM limits @@ -433,7 +446,7 @@ async def _check_summary_model_rate_limit( def _find_latest_compaction_index( - messages: List[Dict[str, Any]], + messages: List[Dict[str, object]], ) -> Tuple[Optional[int], Optional[int]]: """Return (message_index, block_index) of the most recent compaction block. @@ -453,7 +466,7 @@ def _find_latest_compaction_index( def _slice_around_compaction_block( messages: List[Dict[str, Any]], -) -> Tuple[List[Dict[str, Any]], Optional[Dict[str, Any]]]: +) -> Tuple[List[Dict[str, object]], Optional[Dict[str, object]]]: """Apply Anthropic's "drop everything before the compaction block" rule. Returns ``(sliced_messages_with_compaction_block, compaction_block_dict)`` @@ -468,27 +481,26 @@ def _slice_around_compaction_block( original_msg = messages[msg_idx] original_content = original_msg["content"] - compaction_block = cast(Dict[str, Any], original_content[blk_idx]) + compaction_block = cast(Dict[str, object], original_content[blk_idx]) # Per Anthropic's contract everything before the compaction block is # dropped, including earlier blocks within the same assistant message. sliced_content = list(original_content[blk_idx:]) - sliced_first_msg = {**original_msg, "content": sliced_content} - sliced_messages: List[Dict[str, Any]] = [sliced_first_msg] + sliced_messages: List[Dict[str, object]] = [{**original_msg, "content": sliced_content}] sliced_messages.extend(messages[msg_idx + 1 :]) return sliced_messages, compaction_block def _strip_compaction_blocks( - messages: List[Dict[str, Any]], -) -> List[Dict[str, Any]]: + messages: List[Dict[str, object]], +) -> List[Dict[str, object]]: """Drop any ``compaction`` content blocks from messages. Used to build the downstream-bound message list — the adapter has no concept of a compaction block, so it must not see one. """ - cleaned: List[Dict[str, Any]] = [] + cleaned: List[Dict[str, object]] = [] for msg in messages: content = msg.get("content") if not isinstance(content, list): @@ -503,9 +515,9 @@ def _strip_compaction_blocks( def _augment_system_with_summary( - system: Optional[Union[str, List[Dict[str, Any]]]], + system: Optional[Union[str, List[Dict[str, object]]]], summary_text: str, -) -> Union[str, List[Dict[str, Any]]]: +) -> Union[str, List[Dict[str, object]]]: """Prepend a "Previous conversation summary: ..." block to ``system``.""" prefix = f"{COMPACT_SUMMARY_SYSTEM_PREFIX}{summary_text}\n\n" if system is None: @@ -522,7 +534,7 @@ def _augment_system_with_summary( return [{"type": "text", "text": prefix.rstrip()}, *system] -def _resolve_trigger_tokens(edit_spec: Dict[str, Any]) -> Tuple[int, List[str]]: +def _resolve_trigger_tokens(edit_spec: Dict[str, object]) -> Tuple[int, List[str]]: """Validate and resolve ``trigger.value``. Raises ``AnthropicContextManagementError`` if the explicitly-supplied value @@ -556,7 +568,7 @@ def _resolve_trigger_tokens(edit_spec: Dict[str, Any]) -> Tuple[int, List[str]]: return value, warnings -def _build_summary_prompt(edit_spec: Dict[str, Any], tools: Optional[List[Dict[str, Any]]]) -> str: +def _build_summary_prompt(edit_spec: Dict[str, object], tools: Optional[List[Dict[str, object]]]) -> str: custom = edit_spec.get("instructions") if isinstance(custom, str) and custom.strip(): return custom @@ -567,8 +579,8 @@ def _build_summary_prompt(edit_spec: Dict[str, Any], tools: Optional[List[Dict[s def _propagate_metadata( - parent_litellm_metadata: Optional[Dict[str, Any]], -) -> Dict[str, Any]: + parent_litellm_metadata: Optional[Mapping[str, object]], +) -> Dict[str, object]: """Extract the parent request's auth/spend-attribution fields for the summary subcall. The proxy attaches ``user_api_key``, ``user_api_key_team_id`` etc. to @@ -579,7 +591,7 @@ def _propagate_metadata( """ if not parent_litellm_metadata: return {} - propagated: Dict[str, Any] = {} + propagated: Dict[str, object] = {} for key in _PROPAGATED_METADATA_KEYS: if key in parent_litellm_metadata: propagated[key] = parent_litellm_metadata[key] @@ -588,10 +600,10 @@ def _propagate_metadata( def _count_effective_tokens( model: str, - effective_messages: List[Dict[str, Any]], - compaction_block: Optional[Dict[str, Any]], - tools: Optional[List[Dict[str, Any]]], - system: Optional[Union[str, List[Dict[str, Any]]]] = None, + effective_messages: List[Dict[str, object]], + compaction_block: Optional[CompactionBlock], + tools: Optional[List[Dict[str, object]]], + system: Optional[Union[str, List[Dict[str, object]]]] = None, ) -> int: """Token-count the conversation as it will appear downstream. @@ -609,25 +621,32 @@ def _count_effective_tokens( messages_without_compaction = _strip_compaction_blocks(effective_messages) adapter = LiteLLMAnthropicMessagesAdapter() try: - openai_shape = adapter.translate_anthropic_messages_to_openai(messages=cast(Any, messages_without_compaction)) + openai_shape = adapter.translate_anthropic_messages_to_openai( + messages=cast( + "List[Union[AnthropicMessagesUserMessageParam, AnthopicMessagesAssistantMessageParam]]", + messages_without_compaction, + ) + ) except Exception as e: verbose_logger.debug( "compact_20260112: anthropic→openai translation failed during token " "count, falling back to raw messages: %s", e, ) - openai_shape = cast(Any, messages_without_compaction) + openai_shape = messages_without_compaction # Translate Anthropic-shaped tools (``input_schema``) to OpenAI-shaped # tools (``{"type": "function", "function": {...}}``) so ``token_counter`` # gets a consistent format regardless of which counting path it uses. # An inaccurate tool token count here could cause the polyfill to skip # needed compaction or trigger unnecessary summarization. - openai_tools: Optional[List[Dict[str, Any]]] = None + openai_tools: Optional[List[Dict[str, object]]] = None if tools: try: - translated_tools, _ = adapter.translate_anthropic_tools_to_openai(tools=cast(Any, tools)) - openai_tools = cast(List[Dict[str, Any]], translated_tools) + translated_tools, _ = adapter.translate_anthropic_tools_to_openai( + tools=cast("List[AllAnthropicToolsValues]", tools) + ) + openai_tools = cast(List[Dict[str, object]], translated_tools) except Exception as e: verbose_logger.debug( "compact_20260112: anthropic→openai tools translation failed " @@ -638,8 +657,8 @@ def _count_effective_tokens( total = litellm.token_counter( model=model, - messages=cast(Any, openai_shape), - tools=cast(Any, openai_tools), + messages=cast(List[Dict[str, object]], openai_shape), + tools=cast("Optional[List[ChatCompletionToolParam]]", openai_tools), ) if compaction_block is not None: content = compaction_block.get("content") or "" @@ -652,7 +671,7 @@ def _count_effective_tokens( def _system_to_text( - system: Optional[Union[str, List[Dict[str, Any]]]], + system: Optional[Union[str, List[Dict[str, object]]]], ) -> str: """Flatten an Anthropic-style ``system`` value into a single string for token counting. Returns ``""`` when ``system`` carries no text.""" @@ -670,8 +689,8 @@ def _system_to_text( def _select_last_user_question( - messages: List[Dict[str, Any]], -) -> List[Dict[str, Any]]: + messages: List[Dict[str, object]], +) -> List[Dict[str, object]]: """Pick the most recent ``user`` turn that is a real question. Returns a one-element message list with any ``tool_result`` blocks @@ -735,10 +754,10 @@ def _system_to_openai_message( def _build_summary_messages( - effective_messages: List[Dict[str, Any]], + effective_messages: List[Dict[str, object]], prompt: str, - system: Optional[Union[str, List[Dict[str, Any]]]] = None, -) -> List[Dict[str, Any]]: + system: Optional[Union[str, List[Dict[str, object]]]] = None, +) -> List[Dict[str, object]]: """Build the OpenAI-shape message list for the summary call. The caller's ``system`` prompt is prepended (the default summarization @@ -753,7 +772,10 @@ def _build_summary_messages( stripped = _strip_compaction_blocks(effective_messages) try: openai_messages = LiteLLMAnthropicMessagesAdapter().translate_anthropic_messages_to_openai( - messages=cast(Any, stripped) + messages=cast( + "List[Union[AnthropicMessagesUserMessageParam, AnthopicMessagesAssistantMessageParam]]", + stripped, + ) ) except Exception as e: verbose_logger.warning( @@ -761,9 +783,9 @@ def _build_summary_messages( "building summary call; falling back to raw shape: %s", e, ) - openai_messages = cast(Any, stripped) + openai_messages = stripped - summary_messages: List[Dict[str, Any]] = [] + summary_messages: List[Dict[str, object]] = [] system_message = _system_to_openai_message(system) if system_message is not None: summary_messages.append(system_message) @@ -783,7 +805,7 @@ def _build_summary_messages( return summary_messages -def _is_user_message(msg: Any) -> bool: +def _is_user_message(msg: object) -> bool: return isinstance(msg, dict) and msg.get("role") == "user" @@ -805,12 +827,12 @@ def _append_text_to_content(content: Any, extra_text: str) -> Any: async def _call_summary_model( *, summary_model: str, - summary_messages: List[Dict[str, Any]], - metadata: Dict[str, Any], + summary_messages: List[Dict[str, object]], + metadata: Mapping[str, object], llm_router: Any, allowed_model_region: Optional[str] = None, max_tokens: int = COMPACT_SUMMARY_MAX_TOKENS, -) -> Any: +) -> Union["ModelResponse", "CustomStreamWrapper"]: """Invoke the configured summary model. Prefers ``llm_router.acompletion`` so the model alias resolves against the @@ -877,7 +899,7 @@ def _extract_response_text(response: Any) -> Optional[str]: return None -def _extract_usage(response: Any) -> Tuple[int, int]: +def _extract_usage(response: object) -> Tuple[int, int]: usage = getattr(response, "usage", None) if usage is None: return 0, 0 @@ -889,8 +911,8 @@ def _extract_usage(response: Any) -> Tuple[int, int]: def apply_client_compaction_block_history( *, - messages: List[Dict[str, Any]], - system: Optional[Union[str, List[Dict[str, Any]]]], + messages: List[Dict[str, object]], + system: Optional[Union[str, List[Dict[str, object]]]], ) -> Optional[PolyfillResult]: """Honor client-sent compaction blocks without a ``compact_20260112`` edit. @@ -911,7 +933,7 @@ def apply_client_compaction_block_history( ) prior_summary_text = prior_compaction_block.get("content") or "" - augmented_system: Union[str, List[Dict[str, Any]], None] = system + augmented_system: Union[str, List[Dict[str, object]], None] = system if isinstance(prior_summary_text, str) and prior_summary_text: augmented_system = _augment_system_with_summary(system, prior_summary_text) verbose_logger.info( @@ -936,13 +958,13 @@ def apply_client_compaction_block_history( async def apply_compact_20260112( *, model: str, - messages: List[Dict[str, Any]], - tools: Optional[List[Dict[str, Any]]], - system: Optional[Union[str, List[Dict[str, Any]]]], - edit_spec: Dict[str, Any], - litellm_metadata: Optional[Dict[str, Any]] = None, - llm_router: Any = None, - user_api_key_auth: Any = None, + messages: List[Dict[str, object]], + tools: Optional[List[Dict[str, object]]], + system: Optional[Union[str, List[Dict[str, object]]]], + edit_spec: Dict[str, object], + litellm_metadata: Optional[Mapping[str, object]] = None, + llm_router: Optional["Router"] = None, + user_api_key_auth: Optional["UserAPIKeyAuth"] = None, ) -> PolyfillResult: """Apply ``compact_20260112``; return a ``PolyfillResult``. @@ -971,7 +993,7 @@ async def apply_compact_20260112( # non-Anthropic backends (which would reject them). effective_messages, prior_compaction_block = _slice_around_compaction_block(messages) prior_summary_text = prior_compaction_block.get("content") if prior_compaction_block else None - augmented_system: Union[str, List[Dict[str, Any]], None] = system + augmented_system: Union[str, List[Dict[str, object]], None] = system if isinstance(prior_summary_text, str) and prior_summary_text: augmented_system = _augment_system_with_summary(system, prior_summary_text) verbose_logger.info( diff --git a/litellm/llms/azure/responses/transformation.py b/litellm/llms/azure/responses/transformation.py index d0b0dbb070d..1a860cca5a9 100644 --- a/litellm/llms/azure/responses/transformation.py +++ b/litellm/llms/azure/responses/transformation.py @@ -66,7 +66,7 @@ class AzureOpenAIResponsesAPIConfig(OpenAIResponsesAPIConfig): ) # Create ResponseReasoningItem object from the item data - reasoning_item = ResponseReasoningItem(**item_data) + reasoning_item = ResponseReasoningItem.model_validate(item_data) # Convert back to dict with exclude_none=True to exclude None fields dict_reasoning_item = reasoning_item.model_dump(exclude_none=True) @@ -346,4 +346,4 @@ class AzureOpenAIResponsesAPIConfig(OpenAIResponsesAPIConfig): from litellm.llms.azure.chat.gpt_transformation import AzureOpenAIError raise AzureOpenAIError(message=raw_response.text, status_code=raw_response.status_code) - return ResponsesAPIResponse(**raw_response_json) + return ResponsesAPIResponse.model_validate(raw_response_json) diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py index 6b89fb69739..8cb15ad26ed 100644 --- a/litellm/llms/bedrock/base_aws_llm.py +++ b/litellm/llms/bedrock/base_aws_llm.py @@ -5,6 +5,7 @@ import os import re import urllib.parse from datetime import datetime +from threading import Lock from typing import ( TYPE_CHECKING, Any, @@ -24,10 +25,14 @@ from pydantic import BaseModel, ValidationError from litellm._logging import verbose_logger from litellm.caching.caching import DualCache +from litellm.caching.in_memory_cache import InMemoryCache from litellm.constants import ( BEDROCK_EMBEDDING_PROVIDERS_LITERAL, + BEDROCK_IAM_CACHE_FETCH_LOCK_STRIPES, + BEDROCK_IAM_CACHE_MAX_ENTRIES, BEDROCK_INVOKE_PROVIDERS_LITERAL, BEDROCK_MAX_POLICY_SIZE, + STS_CREDENTIAL_EXPIRY_SAFETY_MARGIN_SECONDS, ) from litellm.litellm_core_utils.dd_tracing import tracer from litellm.secret_managers.main import get_secret, get_secret_str @@ -75,14 +80,28 @@ class AwsAuthError(Exception): class BaseAWSLLM: # Process-wide IAM credential cache (shared across instances — Bedrock passthrough is per-request). - # Storage is in-process memory only: default ``DualCache()`` has no Redis backend unless attached - # elsewhere. Entry TTL: static access-key + secret + region use ``_get_default_ttl_for_boto3_credentials`` - # (~59 minutes); ambient env (``_auth_with_env_vars`` returns ``ttl=None``) uses ``InMemoryCache``'s - # ``default_ttl`` (600 seconds / 10 minutes); web identity STS credentials use - # ``_get_default_ttl_for_boto3_credentials`` (~59 minutes), keyed on all aws_* credential args - # plus ssl_verify. AssumeRole, profiles, and explicit session-token tuples are not cached — see - # ``get_credentials`` and ``_get_or_set_cached_credentials``. - _shared_iam_cache: ClassVar[DualCache] = DualCache() + # Storage is in-process memory only: no Redis backend unless attached elsewhere. Entry TTL: static + # access-key + secret + region use ``_get_default_ttl_for_boto3_credentials`` (~59 minutes); ambient + # env (``_auth_with_env_vars`` returns ``ttl=None``) uses ``InMemoryCache``'s ``default_ttl`` + # (600 seconds / 10 minutes); web identity STS credentials use + # ``_get_default_ttl_for_boto3_credentials`` (~59 minutes); AssumeRole STS credentials expire with + # the STS session itself (Expiration minus a safety margin). All are keyed on all aws_* credential + # args plus ssl_verify, so ``aws_session_name`` scopes an entry to one attributed identity. Profiles + # and explicit session-token tuples are not cached — see ``get_credentials`` and + # ``_get_or_set_cached_credentials``. The bound is larger than ``InMemoryCache``'s default because + # per-user cost attribution puts one entry per attributed identity in this cache. + _shared_iam_cache: ClassVar[DualCache] = DualCache( + in_memory_cache=InMemoryCache(max_size_in_memory=BEDROCK_IAM_CACHE_MAX_ENTRIES) + ) + + # Striped single-flight locks over ``_shared_iam_cache``. Concurrent misses on one credential + # key would otherwise each issue their own STS call, which is the same thundering herd the cache + # exists to prevent, just moved to the miss window. Striping keeps distinct identities from + # serialising behind each other without a per-key registry that grows with the identity count. + # A cache hit holds its stripe only for the lookup itself. + _credential_fetch_locks: ClassVar[tuple[Lock, ...]] = tuple( + Lock() for _ in range(BEDROCK_IAM_CACHE_FETCH_LOCK_STRIPES) + ) def __init__(self) -> None: self.iam_cache = BaseAWSLLM._shared_iam_cache @@ -140,19 +159,21 @@ class BaseAWSLLM: Used for static access-key credentials, ambient credentials from ``_auth_with_env_vars`` (including when skipping AssumeRole because the runtime identity - already matches ``aws_role_name``), and web identity STS credentials (plain - non-refreshable ``Credentials`` cached ~59 min, inside the 3600s STS session). + already matches ``aws_role_name``), web identity STS credentials (plain + non-refreshable ``Credentials`` cached ~59 min, inside the 3600s STS session), and AssumeRole + STS credentials (cached for the lifetime of the STS session minus a safety margin). - AssumeRole, profiles, and explicit session-token tuples are not - cached here — shared ``Credentials`` / refresh state must not span logical sessions. + Profiles and explicit session-token tuples are not cached here — shared ``Credentials`` / + refresh state must not span logical sessions. """ cache_key = self.get_cache_key(credential_args) - _cached = self.iam_cache.get_cache(cache_key) - if _cached: - return _cached - credentials, ttl = credential_fetcher() - self.iam_cache.set_cache(cache_key, credentials, ttl=ttl) - return credentials + with self._credential_fetch_locks[hash(cache_key) % len(self._credential_fetch_locks)]: + _cached = self.iam_cache.get_cache(cache_key) + if _cached: + return _cached + credentials, ttl = credential_fetcher() + self.iam_cache.set_cache(cache_key, credentials, ttl=ttl) + return credentials @staticmethod def _is_auth_with_web_identity_token( @@ -269,8 +290,8 @@ class BaseAWSLLM: # Credentials - boto3.Credentials # cache ttl - Optional[int]. If None, the credentials are not cached. Some auth flows have no expiry time. # - # iam_cache: static keys, ambient env (including skip-AssumeRole path), and web identity. - # Do not cache AssumeRole / profile / explicit session-token paths here. + # iam_cache: static keys, ambient env (including skip-AssumeRole path), web identity, and + # AssumeRole. Do not cache profile / explicit session-token paths here. ######################################################### if self._is_auth_with_web_identity_token( aws_web_identity_token, @@ -290,30 +311,20 @@ class BaseAWSLLM: ), ) elif self._is_auth_with_aws_role(aws_role_name): - # Same role (IRSA/ECS/EC2): ambient creds via _get_or_set_cached_credentials like the - # default env branch; never pre-read cache (must run _is_already_running_as_role first). - if self._is_already_running_as_role(cast(str, aws_role_name), ssl_verify=ssl_verify): - verbose_logger.debug( - "Already running as target role %s, using ambient credentials", - aws_role_name, - ) - return self._get_or_set_cached_credentials(args, self._auth_with_env_vars) - verbose_logger.debug("Using role assumption: calling _auth_with_aws_role") - # If aws_session_name is not provided, generate a default one - if aws_session_name is None: - aws_session_name = f"litellm-session-{int(datetime.now().timestamp())}" - credentials, _assume_ttl = self._auth_with_aws_role( - aws_access_key_id=aws_access_key_id, - aws_secret_access_key=aws_secret_access_key, - aws_session_token=aws_session_token, - aws_role_name=cast(str, aws_role_name), - aws_session_name=aws_session_name, - aws_region_name=aws_region_name, - aws_sts_endpoint=aws_sts_endpoint, - aws_external_id=aws_external_id, - ssl_verify=ssl_verify, + return self._get_or_set_cached_credentials( + args, + lambda: self._resolve_role_credentials( + aws_access_key_id=aws_access_key_id, + aws_secret_access_key=aws_secret_access_key, + aws_session_token=aws_session_token, + aws_role_name=cast(str, aws_role_name), + aws_session_name=aws_session_name, + aws_region_name=aws_region_name, + aws_sts_endpoint=aws_sts_endpoint, + aws_external_id=aws_external_id, + ssl_verify=ssl_verify, + ), ) - return credentials elif self._is_auth_with_aws_profile(aws_profile_name): credentials, _cache_ttl = self._auth_with_aws_profile(cast(str, aws_profile_name)) @@ -1046,7 +1057,11 @@ class BaseAWSLLM: return sts_client.assume_role(**assume_role_params) def _extract_credentials_and_ttl(self, sts_response: dict) -> Tuple[Credentials, Optional[int]]: - """Extract credentials and TTL from STS response.""" + """Extract credentials and TTL from STS response. + + The TTL carries the same safety margin as the non-IRSA assume path, so a cached entry is + never handed out close enough to expiry to die mid-request. + """ from botocore.credentials import Credentials sts_credentials = sts_response["Credentials"] @@ -1057,10 +1072,52 @@ class BaseAWSLLM: ) expiration_time = sts_credentials["Expiration"] - ttl = int((expiration_time - datetime.now(expiration_time.tzinfo)).total_seconds()) + ttl = int( + (expiration_time - datetime.now(expiration_time.tzinfo)).total_seconds() + - STS_CREDENTIAL_EXPIRY_SAFETY_MARGIN_SECONDS + ) return credentials, ttl + def _resolve_role_credentials( + self, + aws_access_key_id: str | None, + aws_secret_access_key: str | None, + aws_session_token: str | None, + aws_role_name: str, + aws_session_name: str | None, + aws_region_name: str | None, + aws_sts_endpoint: str | None, + aws_external_id: str | None, + ssl_verify: bool | str | None, + ) -> tuple[Credentials, int | None]: + """ + Resolve credentials for a target role, either from the ambient identity or via sts:AssumeRole. + + Both the ``sts:GetCallerIdentity`` probe and the assume itself run here, so a cache hit on the + caller's key skips both. ``aws_session_name`` defaults inside this fetcher rather than in + ``get_credentials`` so the cache key stays stable when the caller does not supply one. + """ + if self._is_already_running_as_role(aws_role_name, ssl_verify=ssl_verify): + verbose_logger.debug( + "Already running as target role %s, using ambient credentials", + aws_role_name, + ) + return self._auth_with_env_vars() + + verbose_logger.debug("Using role assumption: calling _auth_with_aws_role") + return self._auth_with_aws_role( + aws_access_key_id=aws_access_key_id, + aws_secret_access_key=aws_secret_access_key, + aws_session_token=aws_session_token, + aws_role_name=aws_role_name, + aws_session_name=aws_session_name or f"litellm-session-{int(datetime.now().timestamp())}", + aws_region_name=aws_region_name, + aws_sts_endpoint=aws_sts_endpoint, + aws_external_id=aws_external_id, + ssl_verify=ssl_verify, + ) + @tracer.wrap() def _auth_with_aws_role( self, @@ -1192,7 +1249,7 @@ class BaseAWSLLM: sts_expiry = sts_credentials["Expiration"] # Convert to timezone-aware datetime for comparison current_time = datetime.now(sts_expiry.tzinfo) - sts_ttl = (sts_expiry - current_time).total_seconds() - 60 + sts_ttl = (sts_expiry - current_time).total_seconds() - STS_CREDENTIAL_EXPIRY_SAFETY_MARGIN_SECONDS return credentials, sts_ttl @tracer.wrap() diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index ec1301e5923..b64d8e3dc7e 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -13,8 +13,10 @@ from typing import ( Iterator, List, Literal, + Mapping, Optional, Tuple, + TypeVar, Union, cast, get_type_hints, @@ -162,7 +164,11 @@ from .http_handler import get_shared_realtime_ssl_context if TYPE_CHECKING: from aiohttp import ClientSession + from litellm.integrations.custom_logger import CustomLogger from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj + from litellm.llms.anthropic.experimental_pass_through.messages.fake_stream_iterator import ( + FakeAnthropicMessagesStreamIterator, + ) from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import ( AnthropicMessagesStreamingResponse, ) @@ -182,6 +188,8 @@ if TYPE_CHECKING: else: LiteLLMLoggingObj = Any +_ResponseT = TypeVar("_ResponseT") + def _google_genai_streaming_hidden_params( *, @@ -189,11 +197,11 @@ def _google_genai_streaming_hidden_params( litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, response_headers: httpx.Headers, -) -> Dict[str, Any]: +) -> Dict[str, object]: """Pre-stream metadata for proxy response headers (mirrors CustomStreamWrapper._hidden_params).""" from litellm.litellm_core_utils.core_helpers import process_response_headers - _model_info: Dict[str, Any] = dict(getattr(litellm_params, "model_info", None) or {}) + _model_info: Mapping[str, object] = dict(getattr(litellm_params, "model_info", None) or {}) _raw_id = _model_info.get("id") or logging_obj.get_router_model_id() or "" _model_id = _raw_id if isinstance(_raw_id, str) else str(_raw_id) return { @@ -210,7 +218,7 @@ def _responses_api_optional_request_param_names() -> frozenset[str]: return frozenset(get_type_hints(ResponsesAPIOptionalRequestParams).keys()) -def _custom_logger_callbacks(logging_obj: Any) -> list[Any]: +def _custom_logger_callbacks(logging_obj: LiteLLMLoggingObj) -> list["CustomLogger"]: from litellm.integrations.custom_logger import CustomLogger from litellm.litellm_core_utils.litellm_logging import ( get_custom_logger_compatible_class, @@ -221,7 +229,7 @@ def _custom_logger_callbacks(logging_obj: Any) -> list[Any]: if isinstance(dynamic_success_callbacks, (list, tuple)): callbacks.extend(dynamic_success_callbacks) - custom_loggers: list[Any] = [] + custom_loggers: list[CustomLogger] = [] for cb in callbacks: if isinstance(cb, str): resolved = get_custom_logger_compatible_class(cb) # type: ignore[arg-type] @@ -233,7 +241,7 @@ def _custom_logger_callbacks(logging_obj: Any) -> list[Any]: return custom_loggers -def _has_pre_call_deployment_hook(logging_obj: Any) -> bool: +def _has_pre_call_deployment_hook(logging_obj: LiteLLMLoggingObj) -> bool: from litellm.integrations.custom_logger import CustomLogger base_func = CustomLogger.async_pre_call_deployment_hook @@ -359,7 +367,7 @@ class BaseLLMHTTPHandler: messages: list, optional_params: dict, litellm_params: dict, - encoding: Any, + encoding: object, api_key: Optional[str] = None, client: Optional[AsyncHTTPHandler] = None, json_mode: bool = False, @@ -425,7 +433,7 @@ class BaseLLMHTTPHandler: api_base: Optional[str], custom_llm_provider: str, model_response: ModelResponse, - encoding, + encoding: object, logging_obj: LiteLLMLoggingObj, optional_params: dict, timeout: Union[float, httpx.Timeout], @@ -474,7 +482,7 @@ class BaseLLMHTTPHandler: litellm_params=litellm_params, ) - data = provider_config.transform_request( + data: Dict[str, object] = provider_config.transform_request( model=model, messages=messages, optional_params=optional_params, @@ -651,7 +659,7 @@ class BaseLLMHTTPHandler: fake_stream: bool = False, client: Optional[HTTPHandler] = None, json_mode: bool = False, - ) -> Tuple[Any, dict]: + ) -> Tuple[object, dict]: if client is None or not isinstance(client, HTTPHandler): sync_httpx_client = _get_httpx_client( { @@ -691,7 +699,7 @@ class BaseLLMHTTPHandler: json_mode=json_mode, ) - completion_stream: Any = MockResponseIterator(model_response=model_response, json_mode=json_mode) + completion_stream: object = MockResponseIterator(model_response=model_response, json_mode=json_mode) else: completion_stream = provider_config.get_model_response_iterator( streaming_response=response.iter_lines(), @@ -783,7 +791,7 @@ class BaseLLMHTTPHandler: client: Optional[AsyncHTTPHandler] = None, json_mode: Optional[bool] = None, signed_json_body: Optional[bytes] = None, - ) -> Tuple[Any, httpx.Headers]: + ) -> Tuple[object, httpx.Headers]: """ Helper function for making an async call with stream. @@ -827,7 +835,7 @@ class BaseLLMHTTPHandler: json_mode=json_mode, ) - completion_stream: Any = MockResponseIterator(model_response=model_response, json_mode=json_mode) + completion_stream: object = MockResponseIterator(model_response=model_response, json_mode=json_mode) else: completion_stream = provider_config.get_model_response_iterator( streaming_response=response.aiter_lines(), sync_stream=False @@ -846,10 +854,10 @@ class BaseLLMHTTPHandler: def _add_stream_param_to_request_body( self, - data: dict, + data: Dict[str, object], provider_config: BaseConfig, fake_stream: bool, - ) -> dict: + ) -> Dict[str, object]: """ Some providers like Bedrock invoke do not support the stream parameter in the request body, we only pass `stream` in the request body the provider supports it. """ @@ -1051,7 +1059,7 @@ class BaseLLMHTTPHandler: timeout: Optional[Union[float, httpx.Timeout]], model_response: RerankResponse, _is_async: bool = False, - headers: Optional[Dict[str, Any]] = None, + headers: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, api_base: Optional[str] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, @@ -1177,7 +1185,7 @@ class BaseLLMHTTPHandler: logging_obj: LiteLLMLoggingObj, api_key: Optional[str], api_base: Optional[str], - headers: Optional[Dict[str, Any]], + headers: Optional[Dict[str, object]], provider_config: BaseAudioTranscriptionConfig, ) -> Tuple[dict, str, Union[dict, bytes, None], Optional[dict]]: """ @@ -1266,10 +1274,10 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, atranscription: bool = False, - headers: Optional[Dict[str, Any]] = None, + headers: Optional[Dict[str, object]] = None, provider_config: Optional[BaseAudioTranscriptionConfig] = None, shared_session: Optional["ClientSession"] = None, - ) -> Union[TranscriptionResponse, Coroutine[Any, Any, TranscriptionResponse]]: + ) -> Union[TranscriptionResponse, Coroutine[object, object, TranscriptionResponse]]: if provider_config is None: raise ValueError(f"No provider config found for model: {model} and provider: {custom_llm_provider}") @@ -1351,7 +1359,7 @@ class BaseLLMHTTPHandler: api_base: Optional[str], custom_llm_provider: str, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - headers: Optional[Dict[str, Any]] = None, + headers: Optional[Dict[str, object]] = None, provider_config: Optional[BaseAudioTranscriptionConfig] = None, shared_session: Optional["ClientSession"] = None, ) -> TranscriptionResponse: @@ -1417,7 +1425,7 @@ class BaseLLMHTTPHandler: logging_obj: LiteLLMLoggingObj, api_key: Optional[str], api_base: Optional[str], - headers: Optional[Dict[str, Any]], + headers: Optional[Dict[str, object]], provider_config: BaseOCRConfig, litellm_params: dict, ) -> Tuple[Dict[str, Any], str, Dict[str, Any], None]: @@ -1483,7 +1491,7 @@ class BaseLLMHTTPHandler: logging_obj: LiteLLMLoggingObj, api_key: Optional[str], api_base: Optional[str], - headers: Optional[Dict[str, Any]], + headers: Optional[Dict[str, object]], provider_config: BaseOCRConfig, litellm_params: dict, ) -> Tuple[Dict[str, Any], str, Dict[str, Any], None]: @@ -1567,10 +1575,10 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, aocr: bool = False, - headers: Optional[Dict[str, Any]] = None, + headers: Optional[Dict[str, object]] = None, provider_config: Optional[BaseOCRConfig] = None, litellm_params: Optional[dict] = None, - ) -> Union[OCRResponse, Coroutine[Any, Any, OCRResponse]]: + ) -> Union[OCRResponse, Coroutine[object, object, OCRResponse]]: """ Sync OCR handler. """ @@ -1641,7 +1649,7 @@ class BaseLLMHTTPHandler: api_base: Optional[str], custom_llm_provider: str, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - headers: Optional[Dict[str, Any]] = None, + headers: Optional[Dict[str, object]] = None, provider_config: Optional[BaseOCRConfig] = None, litellm_params: Optional[dict] = None, ) -> OCRResponse: @@ -1703,9 +1711,9 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, asearch: bool = False, - headers: Optional[Dict[str, Any]] = None, + headers: Optional[Dict[str, object]] = None, provider_config: Optional[BaseSearchConfig] = None, - ) -> Union[SearchResponse, Coroutine[Any, Any, SearchResponse]]: + ) -> Union[SearchResponse, Coroutine[object, object, SearchResponse]]: """ Sync Search handler. """ @@ -1798,7 +1806,7 @@ class BaseLLMHTTPHandler: api_base: Optional[str], custom_llm_provider: str, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - headers: Optional[Dict[str, Any]] = None, + headers: Optional[Dict[str, object]] = None, provider_config: Optional[BaseSearchConfig] = None, ) -> SearchResponse: """ @@ -1976,7 +1984,7 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, client: Optional[AsyncHTTPHandler] = None, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, api_base: Optional[str] = None, stream: Optional[bool] = False, @@ -2339,10 +2347,10 @@ class BaseLLMHTTPHandler: api_key: Optional[str] = None, api_base: Optional[str] = None, stream: Optional[bool] = False, - kwargs: Optional[Dict[str, Any]] = None, + kwargs: Optional[Dict[str, object]] = None, ) -> Union[ AnthropicMessagesResponse, - Coroutine[Any, Any, Union[AnthropicMessagesResponse, AsyncIterator]], + Coroutine[object, object, Union[AnthropicMessagesResponse, AsyncIterator]], ]: """ LLM HTTP Handler for Anthropic Messages @@ -2449,18 +2457,18 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Mapping[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, shared_session: Optional["ClientSession"] = None, ) -> Union[ ResponsesAPIResponse, BaseResponsesAPIStreamingIterator, - Coroutine[Any, Any, Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]], + Coroutine[object, object, Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]], ]: """ Handles responses API requests. @@ -2543,7 +2551,7 @@ class BaseLLMHTTPHandler: # Preserve the OpenAI-style request context (not sent to the provider) for streaming # hooks/metadata; the streaming iterator now consumes this to run deployment hooks # with the same info as chat, including litellm_params. - request_context: Dict[str, Any] = {"input": input} + request_context: Dict[str, object] = {"input": input} try: request_context.update(response_api_optional_request_params) except Exception: @@ -2663,12 +2671,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Mapping[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, shared_session: Optional["ClientSession"] = None, ) -> Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]: """ @@ -2720,7 +2728,7 @@ class BaseLLMHTTPHandler: # Preserve the OpenAI-style request context (not sent to the provider) for streaming # hooks/metadata; the streaming iterator now consumes this to run deployment hooks # with the same info as chat, including litellm_params. - request_context: Dict[str, Any] = {"input": input} + request_context: Dict[str, object] = {"input": input} try: request_context.update(response_api_optional_request_params) except Exception: @@ -2847,8 +2855,8 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, @@ -2931,13 +2939,13 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union[DeleteResponseResult, Coroutine[Any, Any, DeleteResponseResult]]: + ) -> Union[DeleteResponseResult, Coroutine[object, object, DeleteResponseResult]]: """ Async version of the responses API handler. Uses async HTTP client to make requests. @@ -3021,13 +3029,13 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union[ResponsesAPIResponse, Coroutine[Any, Any, ResponsesAPIResponse]]: + ) -> Union[ResponsesAPIResponse, Coroutine[object, object, ResponsesAPIResponse]]: """ Get a response by ID Uses GET /v1/responses/{response_id} endpoint in the responses API @@ -3102,8 +3110,8 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -3183,12 +3191,12 @@ class BaseLLMHTTPHandler: include: Optional[List[str]] = None, limit: int = 20, order: Literal["asc", "desc"] = "desc", - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union[Dict, Coroutine[Any, Any, Dict]]: + ) -> Union[Dict, Coroutine[object, object, Dict]]: if _is_async: return self.async_list_responses_input_items( response_id=response_id, @@ -3269,7 +3277,7 @@ class BaseLLMHTTPHandler: include: Optional[List[str]] = None, limit: int = 20, order: Literal["asc", "desc"] = "desc", - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -3375,7 +3383,7 @@ class BaseLLMHTTPHandler: _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, - ) -> Union[OpenAIFileObject, Coroutine[Any, Any, OpenAIFileObject]]: + ) -> Union[OpenAIFileObject, Coroutine[object, object, OpenAIFileObject]]: """ Creates a file using Gemini's two-step upload process """ @@ -3789,7 +3797,7 @@ class BaseLLMHTTPHandler: client: Optional[Union["HTTPHandler", "AsyncHTTPHandler"]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, model: Optional[str] = None, - ) -> Union["LiteLLMBatch", Coroutine[Any, Any, "LiteLLMBatch"]]: + ) -> Union["LiteLLMBatch", Coroutine[object, object, "LiteLLMBatch"]]: """ Creates a batch using provider-specific batch creation process """ @@ -3901,7 +3909,7 @@ class BaseLLMHTTPHandler: client: Optional[Union["HTTPHandler", "AsyncHTTPHandler"]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, model: Optional[str] = None, - ) -> Union["LiteLLMBatch", Coroutine[Any, Any, "LiteLLMBatch"]]: + ) -> Union["LiteLLMBatch", Coroutine[object, object, "LiteLLMBatch"]]: """ Retrieve a batch using provider-specific configuration. """ @@ -4138,13 +4146,13 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union[ResponsesAPIResponse, Coroutine[Any, Any, ResponsesAPIResponse]]: + ) -> Union[ResponsesAPIResponse, Coroutine[object, object, ResponsesAPIResponse]]: """ Async version of the responses API handler. Uses async HTTP client to make requests. @@ -4218,8 +4226,8 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, @@ -4294,13 +4302,13 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union[ResponsesAPIResponse, Coroutine[Any, Any, ResponsesAPIResponse]]: + ) -> Union[ResponsesAPIResponse, Coroutine[object, object, ResponsesAPIResponse]]: """ Handler for the compact responses API. """ @@ -4393,8 +4401,8 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, @@ -4485,7 +4493,7 @@ class BaseLLMHTTPHandler: _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, - ) -> Union[OpenAIFileObject, Coroutine[Any, Any, OpenAIFileObject]]: + ) -> Union[OpenAIFileObject, Coroutine[object, object, OpenAIFileObject]]: """ Retrieve file metadata by ID """ @@ -4609,7 +4617,7 @@ class BaseLLMHTTPHandler: _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, - ) -> Union["FileDeleted", Coroutine[Any, Any, "FileDeleted"]]: + ) -> Union["FileDeleted", Coroutine[object, object, "FileDeleted"]]: """ Delete a file by ID """ @@ -4733,7 +4741,7 @@ class BaseLLMHTTPHandler: _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, - ) -> Union[List[OpenAIFileObject], Coroutine[Any, Any, List[OpenAIFileObject]]]: + ) -> Union[List[OpenAIFileObject], Coroutine[object, object, List[OpenAIFileObject]]]: """ List all files """ @@ -4857,7 +4865,7 @@ class BaseLLMHTTPHandler: _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, - ) -> Union["HttpxBinaryResponseContent", Coroutine[Any, Any, "HttpxBinaryResponseContent"]]: + ) -> Union["HttpxBinaryResponseContent", Coroutine[object, object, "HttpxBinaryResponseContent"]]: """ Retrieve file content by ID """ @@ -5008,7 +5016,7 @@ class BaseLLMHTTPHandler: return depth, max(max_loops, 1), fingerprints @staticmethod - def _has_agentic_completion_hook(logging_obj: Any) -> bool: + def _has_agentic_completion_hook(logging_obj: LiteLLMLoggingObj) -> bool: """ True if any registered callback actually overrides ``async_should_run_agentic_loop`` (the gate every agentic hook goes @@ -5039,7 +5047,7 @@ class BaseLLMHTTPHandler: @staticmethod def _check_agentic_loop_safety( - tool_calls: Any, + tool_calls: object, fingerprints: List[str], depth: int, max_loops: int, @@ -5062,7 +5070,7 @@ class BaseLLMHTTPHandler: return fingerprint @staticmethod - def _fingerprint_agentic_tools(tools: Dict) -> str: + def _fingerprint_agentic_tools(tools: object) -> str: try: return json.dumps(tools, sort_keys=True, default=str) except Exception: @@ -5081,8 +5089,8 @@ class BaseLLMHTTPHandler: fingerprints: List[str], fingerprint: str, stream: bool = False, - callback: Optional[Any] = None, - ) -> Any: + callback: Optional["CustomLogger"] = None, + ) -> Union[AnthropicMessagesResponse, AsyncIterator[object]]: from litellm.anthropic_interface import messages as anthropic_messages patch = plan.request_patch or AgenticLoopRequestPatch() @@ -5091,7 +5099,7 @@ class BaseLLMHTTPHandler: full_model_name = model if logging_obj is not None: - agentic_params = logging_obj.model_call_details.get("agentic_loop_params", {}) + agentic_params: Mapping[str, object] = logging_obj.model_call_details.get("agentic_loop_params", {}) full_model_name = cast(str, agentic_params.get("model", model)) optional_params = dict(anthropic_messages_optional_request_params) @@ -5121,7 +5129,7 @@ class BaseLLMHTTPHandler: kwargs_for_followup["max_agentic_loops"] = max_loops kwargs_for_followup["_agentic_loop_fingerprints"] = fingerprints + [fingerprint] - response = await anthropic_messages.acreate( + response: Union[AnthropicMessagesResponse, AsyncIterator[object]] = await anthropic_messages.acreate( **{ "max_tokens": max_tokens, "messages": patch.messages, @@ -5160,8 +5168,8 @@ class BaseLLMHTTPHandler: max_loops: int, fingerprints: list[str], fingerprint: str, - callback: Any | None = None, - ) -> Any: + callback: Optional["CustomLogger"] = None, + ) -> Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator]: patch = plan.request_patch or AgenticLoopRequestPatch() if patch.messages is None: raise ValueError("Agentic loop plan missing patched responses input") @@ -5192,7 +5200,7 @@ class BaseLLMHTTPHandler: kwargs_for_followup["_agentic_loop_fingerprints"] = fingerprints + [fingerprint] try: - response = await litellm.aresponses( + response: Union[ResponsesAPIResponse, BaseResponsesAPIStreamingIterator] = await litellm.aresponses( model=patch.model or model, input=patch.messages, **optional_params, @@ -5227,7 +5235,7 @@ class BaseLLMHTTPHandler: @staticmethod async def _run_agentic_loop_cleanup( - callback: Any, + callback: "CustomLogger", plan: AgenticLoopPlan, kwargs: dict, logging_obj: "LiteLLMLoggingObj", @@ -5248,10 +5256,10 @@ class BaseLLMHTTPHandler: self, result: Any, model: str, - responses_api_provider_config: Any, + responses_api_provider_config: BaseResponsesAPIConfig, logging_obj: "LiteLLMLoggingObj", custom_llm_provider: str, - ) -> Any: + ) -> MockResponsesAPIStreamingIterator: """ Wrap a completed responses result as a synthetic stream. @@ -5330,10 +5338,10 @@ class BaseLLMHTTPHandler: def _maybe_wrap_in_fake_stream( self, - response: Any, + response: _ResponseT, logging_obj: Optional["LiteLLMLoggingObj"], api_surface: str, - ) -> Any: + ) -> Union[_ResponseT, "FakeAnthropicMessagesStreamIterator"]: """ If the original request was streaming but converted to non-streaming for WebSearch interception, wrap the dict response in a FakeAnthropicMessagesStreamIterator. @@ -5402,7 +5410,7 @@ class BaseLLMHTTPHandler: continue should_run: bool = False - tool_calls: Any = None + tool_calls: object = None try: # First: Check if agentic loop should run. Wrap in try/except # to shield from buggy user callbacks — a callback crash should @@ -5449,7 +5457,7 @@ class BaseLLMHTTPHandler: callback.__class__.async_build_agentic_loop_plan is not CustomLogger.async_build_agentic_loop_plan ) if not build_plan_overridden: - agentic_result = await callback.async_run_agentic_loop( + agentic_result: object = await callback.async_run_agentic_loop( tools=tool_calls, model=model, messages=messages, @@ -5571,7 +5579,7 @@ class BaseLLMHTTPHandler: continue should_run: bool = False - tool_calls: Any = None + tool_calls: object = None try: ( should_run, @@ -5828,7 +5836,7 @@ class BaseLLMHTTPHandler: client: Optional[Any] = None, timeout: Optional[float] = None, user_api_key_dict: Optional[Any] = None, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, query_params: Optional[RealtimeQueryParams] = None, ): import websockets @@ -5927,7 +5935,7 @@ class BaseLLMHTTPHandler: timeout: Union[float, httpx.Timeout], provider_config: Optional[Any] = None, model: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, api_version: Optional[str] = None, ) -> httpx.Response: @@ -5960,7 +5968,7 @@ class BaseLLMHTTPHandler: timeout: Union[float, httpx.Timeout], provider_config: Optional[Any] = None, model: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, api_version: Optional[str] = None, ) -> httpx.Response: @@ -5989,7 +5997,7 @@ class BaseLLMHTTPHandler: timeout: Union[float, httpx.Timeout], provider_config: Optional[Any] = None, model: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, api_version: Optional[str] = None, ) -> httpx.Response: @@ -6061,8 +6069,8 @@ class BaseLLMHTTPHandler: timeout: Union[float, httpx.Timeout], provider_config: Optional[Any] = None, model: Optional[str] = None, - session_config: Optional[Dict[str, Any]] = None, - extra_headers: Optional[Dict[str, Any]] = None, + session_config: Optional[Dict[str, object]] = None, + extra_headers: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, api_version: Optional[str] = None, ) -> httpx.Response: @@ -6144,7 +6152,7 @@ class BaseLLMHTTPHandler: api_key: Optional[str] = None, timeout: Optional[float] = None, user_api_key_dict: Optional[Any] = None, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, custom_llm_provider: Optional[str] = None, first_message: Optional[str] = None, **kwargs: Any, @@ -6184,10 +6192,12 @@ class BaseLLMHTTPHandler: import websockets from websockets.asyncio.client import ClientConnection - litellm_params = GenericLiteLLMParams( - api_base=api_base, - api_key=api_key, - **kwargs, + litellm_params = GenericLiteLLMParams.model_validate( + { + "api_base": api_base, + "api_key": api_key, + **kwargs, + } ) headers = responses_api_provider_config.validate_environment( headers={}, @@ -6322,15 +6332,15 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, ) -> Union[ ImageResponse, - Coroutine[Any, Any, ImageResponse], + Coroutine[object, object, ImageResponse], ]: """ @@ -6442,11 +6452,11 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, ) -> ImageResponse: """ Async version of the image edit handler. @@ -6540,16 +6550,16 @@ class BaseLLMHTTPHandler: litellm_params: Dict, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, ) -> Union[ ImageResponse, - Coroutine[Any, Any, ImageResponse], + Coroutine[object, object, ImageResponse], ]: """ Handles image generation requests. @@ -6667,11 +6677,11 @@ class BaseLLMHTTPHandler: litellm_params: Dict, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, ) -> ImageResponse: """ @@ -6775,16 +6785,16 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, ) -> Union[ VideoObject, - Coroutine[Any, Any, VideoObject], + Coroutine[object, object, VideoObject], ]: """ Handles video generation requests. @@ -6899,11 +6909,11 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, fake_stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, ) -> VideoObject: """ @@ -6999,12 +7009,12 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, variant: Optional[str] = None, - ) -> Union[bytes, Coroutine[Any, Any, bytes]]: + ) -> Union[bytes, Coroutine[object, object, bytes]]: """ Handle video content download requests. """ @@ -7089,7 +7099,7 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, api_key: Optional[str] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, variant: Optional[str] = None, @@ -7167,8 +7177,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, _is_async: bool = False, client=None, @@ -7266,8 +7276,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -7349,7 +7359,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, _is_async: bool = False, client=None, @@ -7433,7 +7443,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -7504,7 +7514,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, _is_async: bool = False, client=None, @@ -7573,7 +7583,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -7632,8 +7642,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, _is_async: bool = False, client=None, @@ -7741,8 +7751,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -7838,8 +7848,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, _is_async: bool = False, client=None, @@ -7927,8 +7937,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -8002,8 +8012,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, _is_async: bool = False, client=None, @@ -8056,8 +8066,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -8137,7 +8147,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -8213,8 +8223,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, _is_async: bool = False, client=None, @@ -8318,8 +8328,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params, logging_obj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[float] = None, client=None, api_key: Optional[str] = None, @@ -8408,11 +8418,11 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - ) -> Union["ContainerObject", Coroutine[Any, Any, "ContainerObject"]]: + ) -> Union["ContainerObject", Coroutine[object, object, "ContainerObject"]]: if _is_async: # Return the async coroutine if called with _is_async=True return self.async_container_create_handler( @@ -8495,7 +8505,7 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> "ContainerObject": @@ -8572,12 +8582,12 @@ class BaseLLMHTTPHandler: after: Optional[str] = None, limit: Optional[int] = None, order: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - ) -> Union["ContainerListResponse", Coroutine[Any, Any, "ContainerListResponse"]]: + ) -> Union["ContainerListResponse", Coroutine[object, object, "ContainerListResponse"]]: if _is_async: # Return the async coroutine if called with _is_async=True return self.async_container_list_handler( @@ -8662,8 +8672,8 @@ class BaseLLMHTTPHandler: after: Optional[str] = None, limit: Optional[int] = None, order: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> "ContainerListResponse": @@ -8737,12 +8747,12 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - ) -> Union["ContainerObject", Coroutine[Any, Any, "ContainerObject"]]: + ) -> Union["ContainerObject", Coroutine[object, object, "ContainerObject"]]: if _is_async: # Return the async coroutine if called with _is_async=True return self.async_container_retrieve_handler( @@ -8825,8 +8835,8 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> "ContainerObject": @@ -8902,12 +8912,12 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - ) -> Union["DeleteContainerResult", Coroutine[Any, Any, "DeleteContainerResult"]]: + ) -> Union["DeleteContainerResult", Coroutine[object, object, "DeleteContainerResult"]]: if _is_async: # Return the async coroutine if called with _is_async=True return self.async_container_delete_handler( @@ -8990,8 +9000,8 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> "DeleteContainerResult": @@ -9070,12 +9080,12 @@ class BaseLLMHTTPHandler: after: Optional[str] = None, limit: Optional[int] = None, order: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - ) -> Union["ContainerFileListResponse", Coroutine[Any, Any, "ContainerFileListResponse"]]: + ) -> Union["ContainerFileListResponse", Coroutine[object, object, "ContainerFileListResponse"]]: if _is_async: return self.async_container_file_list_handler( container_id=container_id, @@ -9162,8 +9172,8 @@ class BaseLLMHTTPHandler: after: Optional[str] = None, limit: Optional[int] = None, order: Optional[str] = None, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> "ContainerFileListResponse": @@ -9239,11 +9249,11 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, - ) -> Union[bytes, Coroutine[Any, Any, bytes]]: + ) -> Union[bytes, Coroutine[object, object, bytes]]: if _is_async: return self.async_container_file_content_handler( container_id=container_id, @@ -9325,7 +9335,7 @@ class BaseLLMHTTPHandler: container_provider_config: "BaseContainerConfig", litellm_params: GenericLiteLLMParams, logging_obj: "LiteLLMLoggingObj", - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Union[float, httpx.Timeout] = 600, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> bytes: @@ -9404,8 +9414,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, @@ -9502,12 +9512,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreSearchResponse, Coroutine[Any, Any, VectorStoreSearchResponse]]: + ) -> Union[VectorStoreSearchResponse, Coroutine[object, object, VectorStoreSearchResponse]]: if _is_async: return self.async_vector_store_search_handler( vector_store_id=vector_store_id, @@ -9596,8 +9606,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, @@ -9656,12 +9666,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreCreateResponse, Coroutine[Any, Any, VectorStoreCreateResponse]]: + ) -> Union[VectorStoreCreateResponse, Coroutine[object, object, VectorStoreCreateResponse]]: if _is_async: return self.async_vector_store_create_handler( vector_store_create_optional_params=vector_store_create_optional_params, @@ -9726,8 +9736,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreCreateResponse: @@ -9779,12 +9789,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreCreateResponse, Coroutine[Any, Any, VectorStoreCreateResponse]]: + ) -> Union[VectorStoreCreateResponse, Coroutine[object, object, VectorStoreCreateResponse]]: if _is_async: return self.async_vector_store_retrieve_handler( vector_store_id=vector_store_id, @@ -9846,8 +9856,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ): @@ -9910,8 +9920,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, @@ -9986,8 +9996,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreCreateResponse: @@ -10052,12 +10062,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreCreateResponse, Coroutine[Any, Any, VectorStoreCreateResponse]]: + ) -> Union[VectorStoreCreateResponse, Coroutine[object, object, VectorStoreCreateResponse]]: if _is_async: return self.async_vector_store_update_handler( vector_store_id=vector_store_id, @@ -10129,8 +10139,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ): @@ -10180,8 +10190,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, @@ -10247,8 +10257,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreFileObject: @@ -10312,12 +10322,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreFileObject, Coroutine[Any, Any, VectorStoreFileObject]]: + ) -> Union[VectorStoreFileObject, Coroutine[object, object, VectorStoreFileObject]]: if _is_async: return self.async_vector_store_file_create_handler( vector_store_id=vector_store_id, @@ -10389,8 +10399,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreFileListResponse: @@ -10453,12 +10463,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_query: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, + extra_query: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreFileListResponse, Coroutine[Any, Any, VectorStoreFileListResponse]]: + ) -> Union[VectorStoreFileListResponse, Coroutine[object, object, VectorStoreFileListResponse]]: if _is_async: return self.async_vector_store_file_list_handler( vector_store_id=vector_store_id, @@ -10529,7 +10539,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreFileObject: @@ -10588,11 +10598,11 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreFileObject, Coroutine[Any, Any, VectorStoreFileObject]]: + ) -> Union[VectorStoreFileObject, Coroutine[object, object, VectorStoreFileObject]]: if _is_async: return self.async_vector_store_file_retrieve_handler( vector_store_id=vector_store_id, @@ -10658,7 +10668,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreFileContentResponse: @@ -10719,13 +10729,13 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, ) -> Union[ VectorStoreFileContentResponse, - Coroutine[Any, Any, VectorStoreFileContentResponse], + Coroutine[object, object, VectorStoreFileContentResponse], ]: if _is_async: return self.async_vector_store_file_content_handler( @@ -10795,8 +10805,8 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreFileObject: @@ -10861,12 +10871,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, - ) -> Union[VectorStoreFileObject, Coroutine[Any, Any, VectorStoreFileObject]]: + ) -> Union[VectorStoreFileObject, Coroutine[object, object, VectorStoreFileObject]]: if _is_async: return self.async_vector_store_file_update_handler( vector_store_id=vector_store_id, @@ -10939,7 +10949,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> VectorStoreFileDeleteResponse: @@ -10998,13 +11008,13 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, str]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, ) -> Union[ VectorStoreFileDeleteResponse, - Coroutine[Any, Any, VectorStoreFileDeleteResponse], + Coroutine[object, object, VectorStoreFileDeleteResponse], ]: if _is_async: return self.async_vector_store_file_delete_handler( @@ -11075,13 +11085,13 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, _is_async: bool = False, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, system_instruction: Optional[Any] = None, ) -> Any: """ @@ -11207,12 +11217,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, - extra_body: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, + extra_body: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[AsyncHTTPHandler] = None, stream: bool = False, - litellm_metadata: Optional[Dict[str, Any]] = None, + litellm_metadata: Optional[Dict[str, object]] = None, system_instruction: Optional[Any] = None, ) -> Any: """ @@ -11326,12 +11336,12 @@ class BaseLLMHTTPHandler: litellm_params: Dict, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, ) -> Union[ "HttpxBinaryResponseContent", - Coroutine[Any, Any, "HttpxBinaryResponseContent"], + Coroutine[object, object, "HttpxBinaryResponseContent"], ]: """ Handles text-to-speech requests. @@ -11441,7 +11451,7 @@ class BaseLLMHTTPHandler: litellm_params: Dict, logging_obj: LiteLLMLoggingObj, timeout: Union[float, httpx.Timeout], - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, ) -> "HttpxBinaryResponseContent": """ @@ -11573,12 +11583,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["Skill", Coroutine[Any, Any, "Skill"]]: + ) -> Union["Skill", Coroutine[object, object, "Skill"]]: """Create a skill""" if _is_async: return self.async_create_skill_handler( @@ -11639,7 +11649,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -11695,12 +11705,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["ListSkillsResponse", Coroutine[Any, Any, "ListSkillsResponse"]]: + ) -> Union["ListSkillsResponse", Coroutine[object, object, "ListSkillsResponse"]]: """List skills""" if _is_async: return self.async_list_skills_handler( @@ -11754,7 +11764,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -11800,12 +11810,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["Skill", Coroutine[Any, Any, "Skill"]]: + ) -> Union["Skill", Coroutine[object, object, "Skill"]]: """Get a skill""" if _is_async: return self.async_get_skill_handler( @@ -11856,7 +11866,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -11901,12 +11911,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["DeleteSkillResponse", Coroutine[Any, Any, "DeleteSkillResponse"]]: + ) -> Union["DeleteSkillResponse", Coroutine[object, object, "DeleteSkillResponse"]]: """Delete a skill""" if _is_async: return self.async_delete_skill_handler( @@ -11957,7 +11967,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12007,12 +12017,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["Eval", Coroutine[Any, Any, "Eval"]]: + ) -> Union["Eval", Coroutine[object, object, "Eval"]]: """Create an eval""" if _is_async: return self.async_create_eval_handler( @@ -12066,7 +12076,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12113,12 +12123,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["ListEvalsResponse", Coroutine[Any, Any, "ListEvalsResponse"]]: + ) -> Union["ListEvalsResponse", Coroutine[object, object, "ListEvalsResponse"]]: """List evals""" if _is_async: return self.async_list_evals_handler( @@ -12172,7 +12182,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12218,12 +12228,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["Eval", Coroutine[Any, Any, "Eval"]]: + ) -> Union["Eval", Coroutine[object, object, "Eval"]]: """Get an eval""" if _is_async: return self.async_get_eval_handler( @@ -12274,7 +12284,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12320,12 +12330,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["Eval", Coroutine[Any, Any, "Eval"]]: + ) -> Union["Eval", Coroutine[object, object, "Eval"]]: """Update an eval""" if _is_async: return self.async_update_eval_handler( @@ -12379,7 +12389,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12425,12 +12435,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["DeleteEvalResponse", Coroutine[Any, Any, "DeleteEvalResponse"]]: + ) -> Union["DeleteEvalResponse", Coroutine[object, object, "DeleteEvalResponse"]]: """Delete an eval""" if _is_async: return self.async_delete_eval_handler( @@ -12481,7 +12491,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12526,12 +12536,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["CancelEvalResponse", Coroutine[Any, Any, "CancelEvalResponse"]]: + ) -> Union["CancelEvalResponse", Coroutine[object, object, "CancelEvalResponse"]]: """Cancel an eval""" if _is_async: return self.async_cancel_eval_handler( @@ -12582,7 +12592,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12632,12 +12642,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["Run", Coroutine[Any, Any, "Run"]]: + ) -> Union["Run", Coroutine[object, object, "Run"]]: """Create a run""" if _is_async: return self.async_create_run_handler( @@ -12691,7 +12701,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12738,12 +12748,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["ListRunsResponse", Coroutine[Any, Any, "ListRunsResponse"]]: + ) -> Union["ListRunsResponse", Coroutine[object, object, "ListRunsResponse"]]: """List runs""" if _is_async: return self.async_list_runs_handler( @@ -12797,7 +12807,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12843,12 +12853,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["Run", Coroutine[Any, Any, "Run"]]: + ) -> Union["Run", Coroutine[object, object, "Run"]]: """Get a run""" if _is_async: return self.async_get_run_handler( @@ -12899,7 +12909,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -12944,12 +12954,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["CancelRunResponse", Coroutine[Any, Any, "CancelRunResponse"]]: + ) -> Union["CancelRunResponse", Coroutine[object, object, "CancelRunResponse"]]: """Cancel a run""" if _is_async: return self.async_cancel_run_handler( @@ -13000,7 +13010,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, @@ -13045,12 +13055,12 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, _is_async: bool = False, shared_session: Optional["ClientSession"] = None, - ) -> Union["RunDeleteResponse", Coroutine[Any, Any, "RunDeleteResponse"]]: + ) -> Union["RunDeleteResponse", Coroutine[object, object, "RunDeleteResponse"]]: """Delete a run""" if _is_async: return self.async_delete_run_handler( @@ -13101,7 +13111,7 @@ class BaseLLMHTTPHandler: custom_llm_provider: str, litellm_params: GenericLiteLLMParams, logging_obj: LiteLLMLoggingObj, - extra_headers: Optional[Dict[str, Any]] = None, + extra_headers: Optional[Dict[str, object]] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, client: Optional[Union[HTTPHandler, AsyncHTTPHandler]] = None, shared_session: Optional["ClientSession"] = None, diff --git a/litellm/llms/manus/responses/transformation.py b/litellm/llms/manus/responses/transformation.py index 0db53f90330..e6fbbac0563 100644 --- a/litellm/llms/manus/responses/transformation.py +++ b/litellm/llms/manus/responses/transformation.py @@ -217,7 +217,7 @@ class ManusResponsesAPIConfig(OpenAIResponsesAPIConfig): raw_response_json["id"] = f"unknown-{uuid.uuid4().hex[:8]}" try: - response = ResponsesAPIResponse(**raw_response_json) + response = ResponsesAPIResponse.model_validate(raw_response_json) except Exception: verbose_logger.debug(f"Error constructing ResponsesAPIResponse: {raw_response_json}, using model_construct") response = ResponsesAPIResponse.model_construct(**raw_response_json) @@ -305,7 +305,7 @@ class ManusResponsesAPIConfig(OpenAIResponsesAPIConfig): raw_response_json["id"] = f"unknown-{uuid.uuid4().hex[:8]}" try: - response = ResponsesAPIResponse(**raw_response_json) + response = ResponsesAPIResponse.model_validate(raw_response_json) except Exception: verbose_logger.debug(f"Error constructing ResponsesAPIResponse: {raw_response_json}, using model_construct") response = ResponsesAPIResponse.model_construct(**raw_response_json) diff --git a/litellm/llms/openai/videos/transformation.py b/litellm/llms/openai/videos/transformation.py index 684601367b6..855bc410cea 100644 --- a/litellm/llms/openai/videos/transformation.py +++ b/litellm/llms/openai/videos/transformation.py @@ -4,7 +4,7 @@ from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union, cast from urllib.parse import quote import httpx -from httpx._types import RequestFiles +from httpx._types import FileContent, FileTypes, RequestFiles import litellm from litellm.litellm_core_utils.url_utils import encode_url_path_segment @@ -128,7 +128,7 @@ class OpenAIVideoConfig(BaseVideoConfig): # Handle input_reference parameter if provided _input_reference = video_create_optional_request_params.get("input_reference") data_without_files = {k: v for k, v in request_dict.items() if k not in ["input_reference"]} - files_list: List[Tuple[str, Any]] = [] + files_list: List[Tuple[str, FileTypes]] = [] # Handle input_reference parameter if _input_reference is not None: @@ -177,9 +177,7 @@ class OpenAIVideoConfig(BaseVideoConfig): request_data: Optional[Dict] = None, ) -> VideoObject: """Transform the OpenAI video creation response.""" - response_data = raw_response.json() - - video_obj = VideoObject(**response_data) # type: ignore[arg-type] + video_obj = VideoObject.model_validate(raw_response.json()) if custom_llm_provider and video_obj.id: video_obj.id = encode_video_id_with_provider(video_obj.id, custom_llm_provider, model) @@ -223,7 +221,7 @@ class OpenAIVideoConfig(BaseVideoConfig): url = f"{url}?variant={quote(variant, safe='')}" # No additional data needed for GET content request - data: Dict[str, Any] = {} + data: Dict[str, object] = {} return url, data @@ -274,10 +272,8 @@ class OpenAIVideoConfig(BaseVideoConfig): """ Transform the OpenAI video remix response. """ - response_data = raw_response.json() - # Transform the response data - video_obj = VideoObject(**response_data) # type: ignore[arg-type] + video_obj = VideoObject.model_validate(raw_response.json()) if custom_llm_provider and video_obj.id: video_obj.id = encode_video_id_with_provider(video_obj.id, custom_llm_provider, None) @@ -392,7 +388,7 @@ class OpenAIVideoConfig(BaseVideoConfig): url = f"{api_base.rstrip('/')}/{encoded_video_id}" # No data needed for DELETE request - data: Dict[str, Any] = {} + data: Dict[str, object] = {} return url, data @@ -404,10 +400,8 @@ class OpenAIVideoConfig(BaseVideoConfig): """ Transform the OpenAI video delete response. """ - response_data = raw_response.json() - # Transform the response data - video_obj = VideoObject(**response_data) # type: ignore[arg-type] # type: ignore[arg-type] + video_obj = VideoObject.model_validate(raw_response.json()) return video_obj @@ -429,7 +423,7 @@ class OpenAIVideoConfig(BaseVideoConfig): url = f"{api_base.rstrip('/')}/{encoded_video_id}" # No additional data needed for GET request - data: Dict[str, Any] = {} + data: Dict[str, object] = {} return url, data @@ -442,9 +436,8 @@ class OpenAIVideoConfig(BaseVideoConfig): """ Transform the OpenAI video retrieve response. """ - response_data = raw_response.json() # Transform the response data - video_obj = VideoObject(**response_data) # type: ignore[arg-type] + video_obj = VideoObject.model_validate(raw_response.json()) if custom_llm_provider and video_obj.id: video_obj.id = encode_video_id_with_provider(video_obj.id, custom_llm_provider, None) @@ -465,22 +458,22 @@ class OpenAIVideoConfig(BaseVideoConfig): def transform_video_create_character_request( self, name: str, - video: Any, + video: FileContent, api_base: str, litellm_params: GenericLiteLLMParams, headers: dict, ) -> Tuple[str, list]: url = f"{api_base.rstrip('/')}/characters" - files_list: List[Tuple[str, Any]] = [("name", (None, name))] + files_list: List[Tuple[str, FileTypes]] = [("name", (None, name))] self._add_video_to_files(files_list, video, "video") return url, files_list def transform_video_create_character_response( self, raw_response: httpx.Response, - logging_obj: Any, + logging_obj: LiteLLMLoggingObj, ) -> CharacterObject: - return CharacterObject(**raw_response.json()) + return CharacterObject.model_validate(raw_response.json()) def transform_video_get_character_request( self, @@ -497,9 +490,9 @@ class OpenAIVideoConfig(BaseVideoConfig): def transform_video_get_character_response( self, raw_response: httpx.Response, - logging_obj: Any, + logging_obj: LiteLLMLoggingObj, ) -> CharacterObject: - return CharacterObject(**raw_response.json()) + return CharacterObject.model_validate(raw_response.json()) def transform_video_edit_request( self, @@ -508,12 +501,12 @@ class OpenAIVideoConfig(BaseVideoConfig): api_base: str, litellm_params: GenericLiteLLMParams, headers: dict, - extra_body: Optional[Dict[str, Any]] = None, - prefetched_source_data: Optional[Dict[str, Any]] = None, + extra_body: Optional[Dict[str, object]] = None, + prefetched_source_data: Optional[Dict[str, object]] = None, ) -> Tuple[str, Dict]: original_video_id = extract_original_video_id(video_id) url = f"{api_base.rstrip('/')}/edits" - data: Dict[str, Any] = {"prompt": prompt, "video": {"id": original_video_id}} + data: Dict[str, object] = {"prompt": prompt, "video": {"id": original_video_id}} if extra_body: data.update(extra_body) return url, data @@ -521,11 +514,11 @@ class OpenAIVideoConfig(BaseVideoConfig): def transform_video_edit_response( self, raw_response: httpx.Response, - logging_obj: Any, + logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str] = None, request_data: Optional[Dict] = None, ) -> VideoObject: - video_obj = VideoObject(**raw_response.json()) + video_obj = VideoObject.model_validate(raw_response.json()) if custom_llm_provider and video_obj.id: video_obj.id = encode_video_id_with_provider(video_obj.id, custom_llm_provider, None) return video_obj @@ -538,11 +531,11 @@ class OpenAIVideoConfig(BaseVideoConfig): api_base: str, litellm_params: GenericLiteLLMParams, headers: dict, - extra_body: Optional[Dict[str, Any]] = None, + extra_body: Optional[Dict[str, object]] = None, ) -> Tuple[str, Dict]: original_video_id = extract_original_video_id(video_id) url = f"{api_base.rstrip('/')}/extensions" - data: Dict[str, Any] = { + data: Dict[str, object] = { "prompt": prompt, "seconds": seconds, "video": {"id": original_video_id}, @@ -554,10 +547,10 @@ class OpenAIVideoConfig(BaseVideoConfig): def transform_video_extension_response( self, raw_response: httpx.Response, - logging_obj: Any, + logging_obj: LiteLLMLoggingObj, custom_llm_provider: Optional[str] = None, ) -> VideoObject: - video_obj = VideoObject(**raw_response.json()) + video_obj = VideoObject.model_validate(raw_response.json()) if custom_llm_provider and video_obj.id: video_obj.id = encode_video_id_with_provider(video_obj.id, custom_llm_provider, None) return video_obj @@ -578,8 +571,8 @@ class OpenAIVideoConfig(BaseVideoConfig): def _add_video_to_files( self, - files_list: List[Tuple[str, Any]], - video: Any, + files_list: List[Tuple[str, FileTypes]], + video: FileContent, field_name: str, ) -> None: """ @@ -592,7 +585,7 @@ class OpenAIVideoConfig(BaseVideoConfig): content_type = self._get_video_content_type(video=video, filename=filename) files_list.append((field_name, (filename, video, content_type))) - def _get_video_content_type(self, video: Any, filename: str) -> str: + def _get_video_content_type(self, video: FileContent, filename: str) -> str: guessed_content_type, _ = mimetypes.guess_type(filename) if guessed_content_type and guessed_content_type.startswith("video/"): return guessed_content_type diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index db80c0f76ee..0a6d72881be 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -15,8 +15,19 @@ import re import time from collections.abc import Sequence from contextlib import asynccontextmanager -from typing import Any, AsyncIterator, Callable, Literal, Optional, Union, cast -from urllib.parse import urlparse +from typing import ( + TYPE_CHECKING, + Any, + AsyncIterator, + Callable, + Literal, + Optional, + TypeAlias, + TypedDict, + Union, + cast, +) +from urllib.parse import ParseResult, urlparse import anyio import httpx @@ -32,7 +43,7 @@ from mcp.types import ( ResourceTemplate, ) from mcp.types import Tool as MCPTool -from pydantic import AnyUrl +from pydantic import AnyUrl, BaseModel import litellm from litellm._logging import verbose_logger @@ -139,10 +150,15 @@ from litellm.proxy._types import ( from litellm.proxy.auth.ip_address_utils import IPAddressUtils from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper from litellm.proxy.common_utils.user_api_key_cache import get_management_object_ttl -from litellm.proxy.utils import ProxyLogging, get_server_root_path +from litellm.proxy.utils import PrismaClient, ProxyLogging, get_server_root_path from litellm.repositories.table_repositories import MCPServerRepository from litellm.types.llms.custom_http import httpxSpecialProvider -from litellm.types.mcp import DEFAULT_SUBJECT_TOKEN_TYPE, MCPAuth, MCPStdioConfig +from litellm.types.mcp import ( + DEFAULT_SUBJECT_TOKEN_TYPE, + MCPAuth, + MCPStdioConfig, + MCPTokenEndpointAuthMethod, +) from litellm.types.mcp_server.mcp_server_manager import ( MCPInfo, MCPOAuthMetadata, @@ -150,6 +166,14 @@ from litellm.types.mcp_server.mcp_server_manager import ( ) from litellm.types.utils import CallTypes +if TYPE_CHECKING: + from mcp.client.session import ClientSession + from mcp.shared.context import RequestContext + from mcp.types import CreateMessageRequestParams + + from litellm.caching.caching import InMemoryCache + from litellm.types.mcp_server.mcp_toolset import MCPToolset + try: from mcp.shared.tool_name_validation import ( SEP_986_URL, @@ -209,6 +233,95 @@ _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES: tuple[MCPAuth, ...] = ( _OAUTH_DISCOVERY_RETRY_BASE_SECONDS = 30.0 _OAUTH_DISCOVERY_RETRY_MAX_SECONDS = 900.0 +_StringList: TypeAlias = list[str] +_StringMap: TypeAlias = dict[str, str] +_ToolParamMap: TypeAlias = dict[str, list[str]] +_EnvVarList: TypeAlias = list[dict[str, object]] +_InMemoryCacheDict: TypeAlias = dict[str, object] +_ToolArguments: TypeAlias = dict[str, object] + + +class MCPServerConfig(TypedDict, total=False): + """Shape of a single ``mcp_servers`` entry in config.yaml, as consumed by + :meth:`MCPServerManager.load_servers_from_config`. Every key is optional: YAML supplies + whatever the admin wrote, and each read applies its own default.""" + + alias: str + description: str + mcp_info: MCPInfo + url: str + spec_path: str + transport: MCPTransportType + auth_type: MCPAuthType + authentication_token: str + auth_value: str + instructions: str + command: str + args: _StringList + env: _StringMap + client_id: str + client_secret: str + oauth2_flow: str + issuer: str + authorization_url: str + token_url: str + registration_url: str + token_endpoint_auth_method: MCPTokenEndpointAuthMethod + scopes: str | Sequence[str] + dcr_bridge: object + extra_headers: _StringList + allowed_tools: _StringList + disallowed_tools: _StringList + allowed_params: _ToolParamMap + access_groups: _StringList + static_headers: _StringMap + env_vars: _EnvVarList + allow_all_keys: bool + available_on_public_internet: bool + delegate_auth_to_upstream: bool + oauth_passthrough: bool + allow_sampling: bool + allow_elicitation: bool + aws_access_key_id: str + aws_secret_access_key: str + aws_session_token: str + aws_region_name: str + aws_service_name: str + aws_role_name: str + aws_session_name: str + token_exchange_endpoint: str + token_exchange_profile: str + audience: str + subject_token_type: str + upstream_resource: str + id_jag_resource_token_endpoint: str + id_jag_resource: str + client_private_key: str + client_private_key_id: str + client_assertion_signing_alg: str + timeout: float + max_concurrent_requests: int + + +class _ProtectedResourceMetadataPayload(TypedDict, total=False): + """The RFC 9728 protected-resource metadata document fields this gateway reads.""" + + authorization_servers: Sequence[object] + scopes_supported: Sequence[str] + scopes: Sequence[str] + + +class _AuthorizationServerMetadataPayload(TypedDict, total=False): + """The RFC 8414 / OpenID Discovery authorization-server metadata fields this gateway reads.""" + + issuer: str + authorization_endpoint: str + token_endpoint: str + registration_endpoint: str + scopes_supported: Sequence[str] + grant_types_supported: Sequence[str] + token_endpoint_auth_methods_supported: Sequence[str] + def _blank_to_none(value: str | None) -> str | None: """Collapse an absent, empty, or whitespace-only string to ``None``. @@ -968,7 +1081,7 @@ def _warn_internal_delegate_pkce_if_applicable(server: MCPServer, *, source: str ) -def _deserialize_json_dict(data: Any) -> Optional[dict[str, str]]: +def _deserialize_json_dict(data: str | _StringMap | None) -> Optional[dict[str, str]]: """ Deserialize optional JSON mappings stored in the database. @@ -1057,7 +1170,7 @@ def _normalize_mcp_server_cost_info(mcp_info: MCPInfo) -> None: mcp_info["mcp_server_cost_info"] = normalized -def _create_sampling_callback(user_api_key_auth: Optional[Any] = None): +def _create_sampling_callback(user_api_key_auth: Optional[UserAPIKeyAuth] = None): """ Create a sampling callback for MCP ClientSession. Returns a callable that handles sampling/createMessage requests from @@ -1066,7 +1179,10 @@ def _create_sampling_callback(user_api_key_auth: Optional[Any] = None): if not MCP_SAMPLING_AVAILABLE: return None - async def _sampling_callback(context, params): + async def _sampling_callback( + context: "RequestContext[ClientSession, object]", + params: "CreateMessageRequestParams", + ): import litellm from litellm.proxy._experimental.mcp_server.sampling_handler import ( handle_sampling_create_message, @@ -1309,8 +1425,9 @@ class MCPServerManager: if state is None: return True failures, attempted_at = state + backoff_multiplier: int = 2 ** max(failures - 1, 0) delay = min( - _OAUTH_DISCOVERY_RETRY_BASE_SECONDS * (2 ** max(failures - 1, 0)), + _OAUTH_DISCOVERY_RETRY_BASE_SECONDS * backoff_multiplier, _OAUTH_DISCOVERY_RETRY_MAX_SECONDS, ) return (time.monotonic() - attempted_at) >= delay @@ -1324,7 +1441,7 @@ class MCPServerManager: self._oauth_discovery_retry_state[server.server_id] = (failures + 1, time.monotonic()) def _remember_upstream_initialize_instructions(self, server: MCPServer, client: MCPClient) -> None: - raw = getattr(client, "_last_initialize_instructions", None) + raw: str | None = getattr(client, "_last_initialize_instructions", None) if raw and str(raw).strip(): self._upstream_initialize_instructions_by_server_id[server.server_id] = str(raw).strip() @@ -1430,9 +1547,10 @@ class MCPServerManager: # Track which aliases have been used to ensure only first occurrence is used used_aliases = set() - for server_name, server_config in mcp_servers_config.items(): + for server_name, raw_server_config in mcp_servers_config.items(): + server_config: MCPServerConfig = raw_server_config validate_mcp_server_name(server_name) - _mcp_info: dict[str, Any] = server_config.get("mcp_info", None) or {} + _mcp_info: MCPInfo = server_config.get("mcp_info", None) or {} # Preserve all custom fields from config while setting defaults for core fields mcp_info: MCPInfo = _mcp_info.copy() # Set default values for core fields if not present @@ -1895,7 +2013,7 @@ class MCPServerManager: mcp_server: LiteLLM_MCPServerTable, *, env_vars_are_encrypted: bool, - ) -> Optional[list[dict[str, Any]]]: + ) -> Optional[_EnvVarList]: env_vars_list = _deserialize_json_list(getattr(mcp_server, "env_vars", None)) if env_vars_are_encrypted: from litellm.proxy._experimental.mcp_server.db import ( # noqa: PLC0415 @@ -2279,7 +2397,7 @@ class MCPServerManager: async def _get_active_submitted_mcp_server_ids_for_user( self, user_api_key_auth: UserAPIKeyAuth | None ) -> list[str]: - submitter_user_id = getattr(user_api_key_auth, "user_id", None) if user_api_key_auth else None + submitter_user_id: str | None = getattr(user_api_key_auth, "user_id", None) if user_api_key_auth else None if not submitter_user_id: return [] @@ -2551,10 +2669,10 @@ class MCPServerManager: try: from litellm.proxy.proxy_server import user_api_key_cache - in_mem = getattr(user_api_key_cache, "in_memory_cache", None) + in_mem: InMemoryCache | None = getattr(user_api_key_cache, "in_memory_cache", None) if in_mem is None: return - cache_dict = getattr(in_mem, "cache_dict", {}) + cache_dict: _InMemoryCacheDict = getattr(in_mem, "cache_dict", {}) if toolset_id is None: keys_to_remove = [k for k in cache_dict if k.startswith("toolset_")] else: @@ -2574,9 +2692,9 @@ class MCPServerManager: async def get_toolset_by_name_cached( self, - prisma_client: Any, + prisma_client: PrismaClient, toolset_name: str, - ) -> Optional[Any]: + ) -> "Optional[MCPToolset]": """Return a toolset by name, cached in ``user_api_key_cache`` (Redis-backed ``DualCache`` in production) to avoid a DB hit on every routed request. @@ -2803,7 +2921,7 @@ class MCPServerManager: and report ``unknown`` instead of a misleading ``unhealthy``. """ static_headers = server.static_headers - env_vars = getattr(server, "env_vars", None) + env_vars: _EnvVarList | None = getattr(server, "env_vars", None) if not static_headers or not env_vars: return False _global_values, user_specs = parse_admin_env_vars(env_vars) @@ -2929,7 +3047,7 @@ class MCPServerManager: """ if user_api_key_auth is None: return {} - user_id = getattr(user_api_key_auth, "user_id", None) + user_id: str | None = getattr(user_api_key_auth, "user_id", None) if not user_id: return {} @@ -2976,7 +3094,7 @@ class MCPServerManager: match await provider.resolve_credentials(to_subject(user_api_key_auth, subject_token), spec): case Ok(auth): # NoOpAuth has no header_name and so never conflicts. - header_name = getattr(auth, "header_name", None) + header_name: str | None = getattr(auth, "header_name", None) conflicts = bool( header_name and extra_headers and any(key.lower() == header_name.lower() for key in extra_headers) ) @@ -3546,7 +3664,7 @@ class MCPServerManager: self, server: MCPServer, prompt_name: str, - arguments: Optional[dict[str, Any]] = None, + arguments: Optional[dict[str, str]] = None, mcp_auth_header: Optional[Union[str, dict[str, str]]] = None, extra_headers: Optional[dict[str, str]] = None, raw_headers: Optional[dict[str, str]] = None, @@ -3606,7 +3724,7 @@ class MCPServerManager: and base_port == target_port ) - async def _fetch_oauth_discovery_url(self, url: str, server_url: str) -> Any: + async def _fetch_oauth_discovery_url(self, url: str, server_url: str) -> httpx.Response: client = get_async_httpx_client( llm_provider=httpxSpecialProvider.MCP, params={"timeout": MCP_METADATA_TIMEOUT}, @@ -3807,7 +3925,7 @@ class MCPServerManager: try: response = await self._fetch_oauth_discovery_url(resource_metadata_url, server_url) response.raise_for_status() - data = response.json() + data: _ProtectedResourceMetadataPayload = response.json() except SSRFError as exc: verbose_logger.warning( "MCP OAuth discovery: refusing to fetch resource metadata from %s " @@ -3932,7 +4050,7 @@ class MCPServerManager: try: response = await self._fetch_oauth_discovery_url(url, server_url) response.raise_for_status() - data = response.json() + data: _AuthorizationServerMetadataPayload = response.json() except SSRFError as exc: verbose_logger.warning( "MCP OAuth discovery: refusing to fetch authorization-server " @@ -3993,7 +4111,7 @@ class MCPServerManager: @staticmethod def _build_azure_authorization_server_metadata( - parsed_issuer_url: Any, + parsed_issuer_url: ParseResult, ) -> Optional[MCPOAuthMetadata]: path_parts = [part for part in (parsed_issuer_url.path or "").split("/") if part] if parsed_issuer_url.netloc not in _AZURE_ENTRA_HOSTS or len(path_parts) != 2 or path_parts[1] != "v2.0": @@ -4054,7 +4172,7 @@ class MCPServerManager: "aws_session_name": credentials_dict.get("aws_session_name"), } - def _extract_scopes(self, scopes_value: Any) -> Optional[list[str]]: + def _extract_scopes(self, scopes_value: str | Sequence[object] | None) -> Optional[list[str]]: if isinstance(scopes_value, str): scopes = [s.strip() for s in scopes_value.split() if s.strip()] return scopes or None @@ -4292,7 +4410,7 @@ class MCPServerManager: return match_known_tool_name(tool_name, server, server.allowed_tools or ()) is not None return match_known_tool_name(tool_name, server, server.disallowed_tools or ()) is None - def validate_allowed_params(self, tool_name: str, arguments: dict[str, Any], server: MCPServer) -> None: + def validate_allowed_params(self, tool_name: str, arguments: _ToolArguments, server: MCPServer) -> None: """ Filter arguments to only include allowed parameters for the given tool. @@ -4373,7 +4491,7 @@ class MCPServerManager: self, server: MCPServer, tool_name: str, - arguments: dict[str, Any], + arguments: _ToolArguments, ) -> CallToolResult: """ Call an OpenAPI tool handler directly. @@ -4436,13 +4554,18 @@ class MCPServerManager: arguments: dict[str, Any], server_name: str, user_api_key_auth: Optional[UserAPIKeyAuth], - proxy_logging_obj: ProxyLogging, + proxy_logging_obj: ProxyLogging | None, server: MCPServer, raw_headers: Optional[dict[str, str]] = None, ) -> dict[str, Any]: """ Run pre-call checks and guardrail hooks for an MCP tool call. + Authorization runs unconditionally; only the guardrail hooks, which are + dispatched through ``proxy_logging_obj``, depend on a logger being + present. An absent logger must never be able to turn an authorization + decision into a no-op. + Returns a dict that may contain: - "arguments": hook-modified tool arguments (only if changed) - "extra_headers": headers injected by pre_mcp_call guardrail hooks @@ -4470,6 +4593,10 @@ class MCPServerManager: server=server, ) + hook_result: dict[str, Any] = {} + if proxy_logging_obj is None: + return hook_result + # Extract incoming Bearer token from raw request headers so # guardrails like MCPJWTSigner can verify + re-sign it (FR-5). normalized_raw = {k.lower(): v for k, v in (raw_headers or {}).items()} @@ -4499,7 +4626,6 @@ class MCPServerManager: # Convert to LLM format for existing guardrail compatibility synthetic_llm_data = proxy_logging_obj._convert_mcp_to_llm_format(mcp_request_obj, pre_hook_kwargs) - hook_result: dict[str, Any] = {} try: # Use standard pre_call_hook modified_data = await proxy_logging_obj.pre_call_hook( @@ -4529,7 +4655,7 @@ class MCPServerManager: def _create_during_hook_task( self, name: str, - arguments: dict[str, Any], + arguments: _ToolArguments, server_name_from_prefix: Optional[str], user_api_key_auth: Optional[UserAPIKeyAuth], proxy_logging_obj: ProxyLogging, @@ -4628,7 +4754,7 @@ class MCPServerManager: self, mcp_server: MCPServer, original_tool_name: str, - arguments: dict[str, Any], + arguments: _ToolArguments, tasks: list, mcp_auth_header: Optional[str], mcp_server_auth_headers: Optional[dict[str, dict[str, str]]], @@ -4982,7 +5108,7 @@ class MCPServerManager: # shadow the resolver, double-resolving and hiding the per-server challenge. return oauth2_headers - user_id = getattr(user_api_key_auth, "user_id", None) + user_id: str | None = getattr(user_api_key_auth, "user_id", None) if not user_id: return oauth2_headers @@ -5083,7 +5209,7 @@ class MCPServerManager: self, server_name: str, name: str, - arguments: dict[str, Any], + arguments: _ToolArguments, user_api_key_auth: Optional[UserAPIKeyAuth] = None, mcp_auth_header: Optional[str] = None, mcp_server_auth_headers: Optional[dict[str, dict[str, str]]] = None, @@ -5125,19 +5251,17 @@ class MCPServerManager: # Allow validation and modification of tool calls before execution # Using standard pre_call_hook ######################################################### - hook_result: dict[str, Any] = {} - if proxy_logging_obj: - hook_result = await self.pre_call_tool_check( - name=name, - arguments=arguments, - server_name=server_name, - user_api_key_auth=user_api_key_auth, - proxy_logging_obj=proxy_logging_obj, - server=mcp_server, - raw_headers=raw_headers, - ) - if "arguments" in hook_result: - arguments = hook_result["arguments"] + hook_result: dict[str, Any] = await self.pre_call_tool_check( + name=name, + arguments=arguments, + server_name=server_name, + user_api_key_auth=user_api_key_auth, + proxy_logging_obj=proxy_logging_obj, + server=mcp_server, + raw_headers=raw_headers, + ) + if "arguments" in hook_result: + arguments = hook_result["arguments"] # Prepare tasks for during hooks tasks = [] @@ -5324,7 +5448,7 @@ class MCPServerManager: # Pending/rejected servers are excluded at the DB level so we never load them. from litellm.proxy._experimental.mcp_server.db import LiteLLM_MCPServerTable - raw_rows = await MCPServerRepository(prisma_client).table.find_many( + raw_rows: Sequence[BaseModel] = await MCPServerRepository(prisma_client).table.find_many( where={ "OR": [ {"approval_status": None}, @@ -5830,7 +5954,7 @@ class MCPServerManager: @staticmethod def _env_vars_to_models( - env_vars: Optional[list[dict[str, Any]]], + env_vars: Optional[_EnvVarList], ) -> Optional[list[MCPEnvVar]]: if env_vars is None: return None diff --git a/litellm/proxy/_experimental/mcp_server/sampling_handler.py b/litellm/proxy/_experimental/mcp_server/sampling_handler.py index 65630f74e90..5bad530f37b 100644 --- a/litellm/proxy/_experimental/mcp_server/sampling_handler.py +++ b/litellm/proxy/_experimental/mcp_server/sampling_handler.py @@ -10,16 +10,23 @@ MCP Spec Reference: https://modelcontextprotocol.io/specification/2025-11-25/client/sampling """ -from typing import Any, Dict, List, Optional, Union import typing +from collections.abc import Mapping, Sequence +from typing import Any, Dict, List, NamedTuple, Optional, Protocol, Union if typing.TYPE_CHECKING: + from fastapi import Request + from mcp.client.session import ClientSession + from mcp.shared.context import RequestContext + from mcp.types import ContentBlock, SamplingMessageContentBlock + + from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.utils import ProxyLogging -from litellm._logging import verbose_logger - from fastapi import HTTPException +from litellm._logging import verbose_logger + # Guard imports that require the mcp package try: from mcp.types import ( @@ -65,7 +72,7 @@ def _resolve_model_from_preferences( import litellm # Build list of available model names from proxy Router or litellm.model_list - available_model_names: list = [] + available_model_names: list[str] = [] try: from litellm.proxy.proxy_server import llm_router @@ -83,7 +90,7 @@ def _resolve_model_from_preferences( available_model_names.append(entry) if model_preferences and model_preferences.hints: for hint in model_preferences.hints: - hint_name = getattr(hint, "name", None) + hint_name: str | None = getattr(hint, "name", None) if not hint_name: continue # Try direct match first @@ -133,7 +140,7 @@ def _resolve_model_from_preferences( ) return available_model_names[0] # Last resort - use LiteLLM default or raise error - default_sampling_model = getattr(litellm, "default_mcp_sampling_model", None) + default_sampling_model: str | None = getattr(litellm, "default_mcp_sampling_model", None) if default_sampling_model: verbose_logger.debug( "MCP sampling model resolution: using litellm.default_mcp_sampling_model='%s'", @@ -153,6 +160,13 @@ def _has_priorities(model_preferences: "ModelPreferences") -> bool: ) +class _ScoredModel(NamedTuple): + name: str + cost: float + max_output: float + output_tps: float + + def _select_model_by_priority( model_names: List[str], model_preferences: "ModelPreferences", @@ -183,12 +197,12 @@ def _select_model_by_priority( """ import litellm as _litellm - cost_weight = getattr(model_preferences, "costPriority", None) or 0.0 - speed_weight = getattr(model_preferences, "speedPriority", None) or 0.0 - intel_weight = getattr(model_preferences, "intelligencePriority", None) or 0.0 + cost_weight: float = getattr(model_preferences, "costPriority", None) or 0.0 + speed_weight: float = getattr(model_preferences, "speedPriority", None) or 0.0 + intel_weight: float = getattr(model_preferences, "intelligencePriority", None) or 0.0 # Gather raw metrics for each model - scored: List[Dict[str, Any]] = [] + scored: list[_ScoredModel] = [] for name in model_names: try: info = _litellm.get_model_info(name) @@ -200,12 +214,12 @@ def _select_model_by_priority( max_output = info.get("max_output_tokens") or info.get("max_tokens") or 0 output_tps = info.get("output_tokens_per_second") or 0.0 scored.append( - { - "name": name, - "cost": total_cost, - "max_output": max_output, - "output_tps": output_tps, - } + _ScoredModel( + name=name, + cost=total_cost, + max_output=max_output, + output_tps=output_tps, + ) ) if not scored: @@ -222,9 +236,9 @@ def _select_model_by_priority( normed = [1.0 - n for n in normed] return normed - costs = [s["cost"] for s in scored] - max_outputs = [float(s["max_output"]) for s in scored] - output_tps_values = [s["output_tps"] for s in scored] + costs = [s.cost for s in scored] + max_outputs = [float(s.max_output) for s in scored] + output_tps_values = [s.output_tps for s in scored] # costPriority: lower cost → higher score (invert) cost_scores = _normalise(costs, invert=True) @@ -243,7 +257,7 @@ def _select_model_by_priority( score = cost_weight * cost_scores[i] + speed_weight * speed_scores[i] + intel_weight * intel_scores[i] verbose_logger.debug( "MCP priority scoring: model=%s cost_score=%.3f speed_score=%.3f intel_score=%.3f → weighted=%.3f", - entry["name"], + entry.name, cost_scores[i], speed_scores[i], intel_scores[i], @@ -251,14 +265,14 @@ def _select_model_by_priority( ) if score > best_score: best_score = score - best_name = entry["name"] + best_name = entry.name return best_name def _convert_mcp_content_to_openai( - content: Any, -) -> Union[str, Dict[str, Any], List[Dict[str, Any]]]: + content: "SamplingMessageContentBlock | Sequence[SamplingMessageContentBlock]", +) -> "str | dict[str, object] | list[dict[str, object]]": """ Convert MCP SamplingMessage content to OpenAI message content format. Handles: @@ -283,7 +297,7 @@ def _convert_mcp_content_to_openai( def _convert_single_content( content: Any, -) -> Union[Dict[str, Any], List[Dict[str, Any]]]: +) -> "dict[str, object] | list[dict[str, object]]": """Convert a single MCP content item to OpenAI format. For text/image/audio content, returns a single content-part dict. @@ -339,7 +353,7 @@ def _convert_single_content( # Marked so the message-level converter can emit it as a # separate ``{"role": "tool", ...}`` message. tool_use_id = getattr(content, "toolUseId", "") - nested_content = getattr(content, "content", []) + nested_content: Sequence[ContentBlock] = getattr(content, "content", []) if isinstance(nested_content, list): text_parts = [getattr(c, "text", str(c)) for c in nested_content if getattr(c, "type", None) == "text"] result_text = "\n".join(text_parts) if text_parts else "" @@ -358,7 +372,7 @@ def _convert_single_content( def _convert_mcp_messages_to_openai( messages: List["SamplingMessage"], system_prompt: Optional[str] = None, -) -> List[Dict[str, Any]]: +) -> "Sequence[Mapping[str, object]]": """ Convert MCP SamplingMessage list to OpenAI messages format. MCP messages use: @@ -369,7 +383,7 @@ def _convert_mcp_messages_to_openai( - role: "system" | "user" | "assistant" | "tool" - content: str | list[content_part] """ - openai_messages: List[Dict[str, Any]] = [] + openai_messages: list[Mapping[str, object]] = [] # Add system prompt if provided if system_prompt: openai_messages.append({"role": "system", "content": system_prompt}) @@ -380,7 +394,7 @@ def _convert_mcp_messages_to_openai( if role == "assistant" and _has_tool_use(content): tool_calls = _extract_tool_calls(content) if tool_calls: - openai_msg: Dict[str, Any] = { + openai_msg: dict[str, object] = { "role": "assistant", "tool_calls": tool_calls, } @@ -400,7 +414,7 @@ def _convert_mcp_messages_to_openai( # tool_use / tool_result that slipped past the fast-path checks # above (e.g. unexpected role, single non-list content). converted = _convert_mcp_content_to_openai(content) - converted_parts = ( + converted_parts: Sequence[Mapping[str, object]] = ( converted if isinstance(converted, list) else ([converted] if isinstance(converted, dict) else []) ) @@ -422,7 +436,7 @@ def _convert_mcp_messages_to_openai( # Emit assistant message with tool_calls if any were found if tool_call_markers: - openai_msg_tc: Dict[str, Any] = { + openai_msg_tc: dict[str, object] = { "role": "assistant", "tool_calls": tool_call_markers, } @@ -442,21 +456,25 @@ def _convert_mcp_messages_to_openai( return openai_messages -def _has_tool_use(content: Any) -> bool: +def _has_tool_use(content: "SamplingMessageContentBlock | Sequence[SamplingMessageContentBlock]") -> bool: """Check if content contains ToolUseContent.""" if isinstance(content, list): return any(getattr(c, "type", None) == "tool_use" for c in content) - return getattr(content, "type", None) == "tool_use" + content_type: str | None = getattr(content, "type", None) + return content_type == "tool_use" -def _has_tool_result(content: Any) -> bool: +def _has_tool_result(content: "SamplingMessageContentBlock | Sequence[SamplingMessageContentBlock]") -> bool: """Check if content contains ToolResultContent.""" if isinstance(content, list): return any(getattr(c, "type", None) == "tool_result" for c in content) - return getattr(content, "type", None) == "tool_result" + content_type: str | None = getattr(content, "type", None) + return content_type == "tool_result" -def _extract_tool_calls(content: Any) -> List[Dict[str, Any]]: +def _extract_tool_calls( + content: "SamplingMessageContentBlock | Sequence[SamplingMessageContentBlock]", +) -> "Sequence[Mapping[str, object]]": """Extract OpenAI-format tool_calls from MCP ToolUseContent.""" import json @@ -477,7 +495,9 @@ def _extract_tool_calls(content: Any) -> List[Dict[str, Any]]: return tool_calls -def _extract_text_parts(content: Any) -> Optional[str]: +def _extract_text_parts( + content: "SamplingMessageContentBlock | Sequence[SamplingMessageContentBlock]", +) -> Optional[str]: """Extract text parts from mixed content.""" items = content if isinstance(content, list) else [content] texts = [] @@ -487,7 +507,9 @@ def _extract_text_parts(content: Any) -> Optional[str]: return "\n".join(texts) if texts else None -def _extract_tool_results(content: Any) -> List[Dict[str, Any]]: +def _extract_tool_results( + content: "SamplingMessageContentBlock | Sequence[SamplingMessageContentBlock]", +) -> "Sequence[Mapping[str, object]]": """Extract OpenAI-format tool messages from MCP ToolResultContent.""" items = content if isinstance(content, list) else [content] results = [] @@ -495,7 +517,7 @@ def _extract_tool_results(content: Any) -> List[Dict[str, Any]]: if getattr(item, "type", None) == "tool_result": tool_use_id = getattr(item, "toolUseId", "") # Extract text from nested content - nested_content = getattr(item, "content", []) + nested_content: Sequence[ContentBlock] = getattr(item, "content", []) if isinstance(nested_content, list): text_parts = [getattr(c, "text", str(c)) for c in nested_content if getattr(c, "type", None) == "text"] result_text = "\n".join(text_parts) if text_parts else "" @@ -513,7 +535,7 @@ def _extract_tool_results(content: Any) -> List[Dict[str, Any]]: def _convert_mcp_tools_to_openai( tools: Optional[List["Tool"]], -) -> Optional[List[Dict[str, Any]]]: +) -> "Sequence[Mapping[str, object]] | None": """ Convert MCP Tool definitions to OpenAI function calling format. MCP Tool: {name, description, inputSchema} @@ -541,7 +563,7 @@ def _convert_mcp_tools_to_openai( def _convert_mcp_tool_choice_to_openai( tool_choice: Optional["ToolChoice"], -) -> Optional[Union[str, Dict[str, Any]]]: +) -> "str | None": """ Convert MCP ToolChoice to OpenAI tool_choice format. MCP: {mode: "auto"} | {mode: "required"} | {mode: "none"} @@ -559,8 +581,32 @@ def _convert_mcp_tool_choice_to_openai( return "auto" +class _SamplingResponseMessage(Protocol): + @property + def content(self) -> str | None: ... + + @property + def tool_calls(self) -> Sequence[object] | None: ... + + +class _SamplingResponseChoice(Protocol): + @property + def message(self) -> _SamplingResponseMessage: ... + + @property + def finish_reason(self) -> str | None: ... + + +class _SamplingCompletionResponse(Protocol): + @property + def choices(self) -> Sequence[_SamplingResponseChoice]: ... + + @property + def model(self) -> str | None: ... + + def _convert_openai_response_to_mcp_result( - response: Any, + response: _SamplingCompletionResponse, model_name: str, ) -> Union["CreateMessageResult", "CreateMessageResultWithTools", "ErrorData"]: """ @@ -593,12 +639,12 @@ def _convert_openai_response_to_mcp_result( stop_reason = "maxTokens" else: stop_reason = "endTurn" - actual_model = getattr(response, "model", model_name) or model_name + actual_model: str = getattr(response, "model", model_name) or model_name # Check if response has tool calls tool_calls = getattr(message, "tool_calls", None) if tool_calls: # Build ToolUseContent items - content_parts: "List[Any]" = [] + content_parts: list[SamplingMessageContentBlock] = [] # Include text content if present if message.content: content_parts.append(TextContent(type="text", text=message.content)) @@ -636,7 +682,7 @@ def _convert_openai_response_to_mcp_result( ) -async def _check_model_access(model: str, user_api_key_auth: Any) -> Optional["ErrorData"]: +async def _check_model_access(model: str, user_api_key_auth: "UserAPIKeyAuth | None") -> Optional["ErrorData"]: """Enforce model-permission checks for MCP sampling requests. Runs the same authorization checks as ``/chat/completions``: @@ -678,14 +724,14 @@ async def _check_model_access(model: str, user_api_key_auth: Any) -> Optional["E try: import litellm from litellm.proxy.auth.auth_checks import ( + _check_team_member_model_access, can_key_call_model, + can_project_access_model, can_team_access_model, can_user_call_model, - can_project_access_model, - _check_team_member_model_access, + get_project_object, get_team_object, get_user_object, - get_project_object, ) try: @@ -700,16 +746,20 @@ async def _check_model_access(model: str, user_api_key_auth: Any) -> Optional["E llm_router=_llm_router, ) - _team_id = getattr(user_api_key_auth, "team_id", None) - _user_id = getattr(user_api_key_auth, "user_id", None) - _project_id = getattr(user_api_key_auth, "project_id", None) + _team_id: str | None = getattr(user_api_key_auth, "team_id", None) + _user_id: str | None = getattr(user_api_key_auth, "user_id", None) + _project_id: str | None = getattr(user_api_key_auth, "project_id", None) try: from litellm.proxy.proxy_server import ( prisma_client as _prisma_client, - user_api_key_cache as _user_api_key_cache, + ) + from litellm.proxy.proxy_server import ( proxy_logging_obj as _proxy_logging_obj, ) + from litellm.proxy.proxy_server import ( + user_api_key_cache as _user_api_key_cache, + ) except ImportError: _prisma_client = None _user_api_key_cache = None # type: ignore[assignment] @@ -799,7 +849,7 @@ async def _check_model_access(model: str, user_api_key_auth: Any) -> Optional["E async def _run_budget_checks( model: str, - user_api_key_auth: Any, + user_api_key_auth: "UserAPIKeyAuth", raw_headers: Optional[Dict[str, str]] = None, client_ip: Optional[str] = None, ) -> Optional["ErrorData"]: @@ -811,25 +861,33 @@ async def _run_budget_checks( Returns None if all checks pass, or an ErrorData describing the denial. """ try: - from litellm.proxy.auth.auth_checks import common_checks - from litellm.proxy.proxy_server import ( - general_settings, - llm_router as _llm_router, - prisma_client as _prisma_client, - proxy_logging_obj as _proxy_logging_obj, - user_api_key_cache as _user_api_key_cache, - ) + import litellm from litellm.proxy.auth.auth_checks import ( + common_checks, get_team_object, get_user_object, ) - import litellm + from litellm.proxy.proxy_server import ( + general_settings, + ) + from litellm.proxy.proxy_server import ( + llm_router as _llm_router, + ) + from litellm.proxy.proxy_server import ( + prisma_client as _prisma_client, + ) + from litellm.proxy.proxy_server import ( + proxy_logging_obj as _proxy_logging_obj, + ) + from litellm.proxy.proxy_server import ( + user_api_key_cache as _user_api_key_cache, + ) except ImportError as import_err: verbose_logger.warning("MCP sampling: budget check imports unavailable: %s", import_err) return None # Can't enforce budgets without the modules - _team_id = getattr(user_api_key_auth, "team_id", None) - _user_id = getattr(user_api_key_auth, "user_id", None) + _team_id: str | None = getattr(user_api_key_auth, "team_id", None) + _user_id: str | None = getattr(user_api_key_auth, "user_id", None) team_obj = None if _team_id and _prisma_client and _user_api_key_cache: @@ -889,7 +947,7 @@ async def _run_budget_checks( # common_checks runs. _tag_max_budget_check inside common_checks only # inspects request_body; without this pre-merge, header-supplied tags # bypass per-tag budget enforcement (mirroring the regular auth path). - request_body: Dict[str, Any] = {"model": model} + request_body: dict[str, object] = {"model": model} try: from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup @@ -935,7 +993,7 @@ async def _run_budget_checks( def _build_sampling_request( raw_headers: Optional[Dict[str, str]] = None, client_ip: Optional[str] = None, -) -> Any: +) -> "Request": """Build a synthetic FastAPI Request for sampling sub-calls. Converts the original MCP connection's HTTP headers into ASGI @@ -961,7 +1019,7 @@ def _build_sampling_request( from fastapi import Request # --- Build ASGI headers --- - _scope_headers: list = [(b"content-type", b"application/json")] + _scope_headers: list[tuple[bytes, bytes]] = [(b"content-type", b"application/json")] # Hop-by-hop headers that must NOT be forwarded into the # synthetic request (they describe the original HTTP framing, # not the logical request). @@ -1001,8 +1059,8 @@ def _build_sampling_request( try: import litellm.proxy.proxy_server as proxy_server - _proxy_host = getattr(proxy_server, "server_host", None) - _proxy_port = getattr(proxy_server, "server_port", None) + _proxy_host: str | None = getattr(proxy_server, "server_host", None) + _proxy_port: str | int | None = getattr(proxy_server, "server_port", None) if _proxy_host: _server_host = str(_proxy_host) @@ -1016,7 +1074,7 @@ def _build_sampling_request( if client_ip: _client_tuple = (client_ip, 0) - scope: Dict[str, Any] = { + scope: dict[str, object] = { "type": "http", "method": "POST", "path": "/mcp/sampling/createMessage", @@ -1035,7 +1093,7 @@ def _build_sampling_request( async def _build_completion_kwargs( params: "CreateMessageRequestParams", model: str, - user_api_key_auth: Any, + user_api_key_auth: "UserAPIKeyAuth", raw_headers: Optional[Dict[str, str]], client_ip: Optional[str], ) -> Dict[str, Any]: @@ -1078,7 +1136,7 @@ async def _build_completion_kwargs( async def _run_guardrails_and_call_llm( completion_kwargs: Dict[str, Any], - user_api_key_auth: Any, + user_api_key_auth: "UserAPIKeyAuth", ) -> Any: try: from litellm.proxy.proxy_server import proxy_logging_obj as _plo @@ -1111,10 +1169,10 @@ async def _run_guardrails_and_call_llm( async def handle_sampling_create_message( - context: Any, + context: "RequestContext[ClientSession, object]", params: "CreateMessageRequestParams", default_model: Optional[str] = None, - user_api_key_auth: Optional[Any] = None, + user_api_key_auth: "UserAPIKeyAuth | None" = None, raw_headers: Optional[Dict[str, str]] = None, client_ip: Optional[str] = None, ) -> Union["CreateMessageResult", "CreateMessageResultWithTools", "ErrorData"]: @@ -1184,7 +1242,7 @@ async def handle_sampling_create_message( client_ip=client_ip, ) - openai_messages = completion_kwargs["messages"] + openai_messages: Sequence[Mapping[str, object]] = completion_kwargs["messages"] openai_tools = completion_kwargs.get("tools") verbose_logger.debug( "MCP sampling: calling litellm.acompletion with model=%s, num_messages=%d, has_tools=%s", @@ -1193,7 +1251,7 @@ async def handle_sampling_create_message( bool(openai_tools), ) - response = await _run_guardrails_and_call_llm( + response: _SamplingCompletionResponse = await _run_guardrails_and_call_llm( completion_kwargs=completion_kwargs, user_api_key_auth=user_api_key_auth, ) @@ -1214,7 +1272,6 @@ async def handle_sampling_create_message( RateLimitError, ServiceUnavailableError, ) - from litellm.proxy._types import ProxyException if isinstance( diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 48effdb0f6e..d8431b9b3bb 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -2902,6 +2902,54 @@ if MCP_AVAILABLE: # Deprecated: Local MCP Server Tool ######################################################### else: + # Gate only what can actually dispatch. When the unprefixed name is + # not in the registry either, `_handle_local_mcp_tool` below reports + # 404 and nothing runs, so demanding a server here would turn every + # unknown tool name into a misleading 503. + if global_mcp_tool_registry.get_tool(original_tool_name) is not None: + # `mcp_server` is None here because the tool name is not in the + # tool -> server mapping, but the name still carries a prefix + # that the server-level check above compared against the + # caller's `allowed_mcp_servers` by exact `name`. So the named + # server is in that list and can carry the tool-level checks, + # even with the mapping cold. Resolve it from + # `allowed_mcp_servers` rather than the registry: the registry + # would happily return a server the caller holds no grant for, + # and matching anything other than `name` would accept a server + # the check never validated. + prefix_server = next( + (candidate for candidate in allowed_mcp_servers if candidate.name == server_name), + None, + ) + if prefix_server is None: + # A non-empty prefix that passed the server-level check + # always matches here, so this arm only fires when the + # prefix was empty, which is exactly the case that check + # skips. Fail closed rather than dispatch with no server to + # evaluate a tool ceiling against. + raise HTTPException( + status_code=503, + detail=( + f"MCP server for tool '{original_tool_name}' is not available; " + "refusing to dispatch without authorization checks. " + "Retry once the server is registered." + ), + ) + + from litellm.proxy.proxy_server import proxy_logging_obj + + hook_result = await global_mcp_server_manager.pre_call_tool_check( + name=original_tool_name, + arguments=arguments, + server_name=server_name, + user_api_key_auth=user_api_key_auth, + proxy_logging_obj=proxy_logging_obj, + server=prefix_server, + raw_headers=raw_headers, + ) + if "arguments" in hook_result: + arguments = hook_result["arguments"] # pyright: ignore[reportAny] # hook returns untyped args + local_content = await _handle_local_mcp_tool(original_tool_name, arguments) response = CallToolResult(content=cast(Any, local_content), isError=False) diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index 0a164642dab..954cf7c6041 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

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