diff --git a/.github/workflows/create_daily_oss_branch.yml b/.github/workflows/create_daily_oss_branch.yml deleted file mode 100644 index 43de4a0e75f..00000000000 --- a/.github/workflows/create_daily_oss_branch.yml +++ /dev/null @@ -1,61 +0,0 @@ -name: Create Daily OSS Branch - -on: - schedule: - - cron: "0 16 * * 1-5" # 9am PT during daylight saving time, weekdays. - workflow_dispatch: - inputs: - date: - description: "Branch date in YYYY_MM_DD format. Defaults to today's UTC date." - required: false - type: string - -permissions: - contents: write - -jobs: - create-oss-branch: - if: github.repository == 'BerriAI/litellm' - runs-on: ubuntu-latest - timeout-minutes: 10 - - steps: - - name: Checkout repository - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0 - with: - fetch-depth: 0 - persist-credentials: false - - - name: Create dated OSS branch - env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - REQUESTED_DATE: ${{ inputs.date }} - run: | - set -euo pipefail - - if [ -n "${REQUESTED_DATE}" ]; then - if ! echo "${REQUESTED_DATE}" | grep -Eq '^[0-9]{4}_[0-9]{2}_[0-9]{2}$'; then - echo "::error::date must use YYYY_MM_DD format, got '${REQUESTED_DATE}'" - exit 1 - fi - BRANCH_DATE="${REQUESTED_DATE}" - else - BRANCH_DATE="$(date -u +'%Y_%m_%d')" - fi - - BRANCH_NAME="litellm_oss_daily_${BRANCH_DATE}" - echo "Creating branch: ${BRANCH_NAME}" - - git config user.name "github-actions[bot]" - git config user.email "github-actions[bot]@users.noreply.github.com" - - git fetch origin main "${BRANCH_NAME}" || true - - if git show-ref --verify --quiet "refs/remotes/origin/${BRANCH_NAME}"; then - echo "Branch ${BRANCH_NAME} already exists. Skipping creation." - exit 0 - fi - - git checkout -b "${BRANCH_NAME}" origin/main - git push "https://x-access-token:${GITHUB_TOKEN}@github.com/${GITHUB_REPOSITORY}.git" "${BRANCH_NAME}" - echo "Successfully created and pushed branch: ${BRANCH_NAME}" diff --git a/.github/workflows/guard-main-branch.yml b/.github/workflows/guard-main-branch.yml index aa4968f0c1e..5bc561c6441 100644 --- a/.github/workflows/guard-main-branch.yml +++ b/.github/workflows/guard-main-branch.yml @@ -31,12 +31,12 @@ jobs: echo "PR head repo: $HEAD_REPO" echo "PR head branch: $HEAD_REF" if [ "$HEAD_REPO" != "$BASE_REPO" ]; then - echo "::error::PRs to main must originate from the canonical repository ($BASE_REPO), not a fork ($HEAD_REPO). External contributors should open PRs against the current daily OSS branch (named litellm_oss_daily_YYYY_MM_DD; a fresh one is cut each weekday, so target the most recent) instead." + echo "::error::PRs to main must originate from the canonical repository ($BASE_REPO), not a fork ($HEAD_REPO). External contributors should open PRs against 'litellm_internal_staging' instead." exit 1 fi if [ "$HEAD_REF" = "litellm_internal_staging" ] || [[ "$HEAD_REF" == litellm_hotfix_?* ]]; then echo "Allowed source branch." exit 0 fi - echo "::error::PRs to main must originate from 'litellm_internal_staging' or a 'litellm_hotfix_*' branch. Got: '$HEAD_REF'. If this is a contribution, retarget the PR against the current daily OSS branch (named litellm_oss_daily_YYYY_MM_DD; a fresh one is cut each weekday, so target the most recent) instead." + echo "::error::PRs to main must originate from 'litellm_internal_staging' or a 'litellm_hotfix_*' branch. Got: '$HEAD_REF'. If this is a contribution, retarget the PR against 'litellm_internal_staging' instead." exit 1 diff --git a/.github/workflows/oss_daily_guardrails.yml b/.github/workflows/oss_daily_guardrails.yml deleted file mode 100644 index f9dc746ee05..00000000000 --- a/.github/workflows/oss_daily_guardrails.yml +++ /dev/null @@ -1,50 +0,0 @@ -name: OSS Daily Guardrails - -on: - push: - branches: - - "litellm_oss_daily_20*" - pull_request: - branches: - - "litellm_oss_daily_20*" - - litellm_internal_staging - -permissions: - contents: read - -concurrency: - group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} - cancel-in-progress: true - -jobs: - oss-safe-checks: - name: Run OSS daily safe checks - if: startsWith(github.ref_name, 'litellm_oss_daily_20') || startsWith(github.head_ref, 'litellm_oss_daily_20') || startsWith(github.base_ref, 'litellm_oss_daily_20') - runs-on: ubuntu-latest - timeout-minutes: 10 - - steps: - - name: Checkout repository - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0 - with: - persist-credentials: false - - - name: Set up Python - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0 - with: - python-version: "3.12" - - - name: Set up uv - uses: ./.github/actions/setup-uv-with-retries - with: - version: "0.10.9" - - - name: Run secret scan test - run: | - uv run --frozen --with 'pytest==9.0.2' pytest tests/litellm/test_no_hardcoded_secrets.py -v - - - name: Run Ruff - run: | - uv sync --frozen - cd litellm - uv run --no-sync ruff check . diff --git a/.github/workflows/test-rust.yml b/.github/workflows/test-rust.yml index 13e1dc4ad5e..21e1bcb90c6 100644 --- a/.github/workflows/test-rust.yml +++ b/.github/workflows/test-rust.yml @@ -61,5 +61,11 @@ jobs: - name: Run Clippy run: cargo clippy --workspace --all-targets --locked -- -D warnings + - name: Run Clippy with Bedrock auth + run: cargo clippy -p litellm-core --all-targets --features bedrock-auth --locked -- -D warnings + - name: Run Rust tests run: cargo test --workspace --locked + + - name: Run core tests with Bedrock auth + run: cargo test -p litellm-core --features bedrock-auth --locked diff --git a/.github/workflows/test-unit-proxy-db.yml b/.github/workflows/test-unit-proxy-db.yml index 2ac9a3b7c1c..b0ee56f5a5c 100644 --- a/.github/workflows/test-unit-proxy-db.yml +++ b/.github/workflows/test-unit-proxy-db.yml @@ -5,6 +5,8 @@ on: branches: - main - litellm_internal_staging + - litellm_oss_staging + - "litellm_**" permissions: contents: read diff --git a/.github/workflows/zizmor.yml b/.github/workflows/zizmor.yml index db79fe43038..df242e5a3b6 100644 --- a/.github/workflows/zizmor.yml +++ b/.github/workflows/zizmor.yml @@ -4,7 +4,11 @@ on: push: branches: [main, litellm_internal_staging] pull_request: - branches: [main, litellm_internal_staging] + branches: + - main + - litellm_internal_staging + - litellm_oss_staging + - "litellm_**" concurrency: group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} diff --git a/.gitignore b/.gitignore index 0c976a1a226..b812d45e349 100644 --- a/.gitignore +++ b/.gitignore @@ -15,6 +15,9 @@ litellm/rust_bridge/_native*.so litellm/rust_bridge/_native*.pyd litellm-rust/target/ +# Python package build output +dist/ + bun.lockb **/.DS_Store .aider* diff --git a/CLAUDE.md b/CLAUDE.md index 9f708716c6d..1a4826d51e9 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -19,7 +19,7 @@ Same thing for bug fixes. The tests should make it so that this specific bug can End-to-end tests belong in `tests/e2e/` and must follow the harness conventions documented in that directory's `CLAUDE.md` -When creating PRs, don't set base to `main`. `litellm_internal_staging` serves that purpose for internal contributors; external / OSS contributions target the current daily OSS branch instead, named `litellm_oss_daily_YYYY_MM_DD` (a fresh one is cut each weekday, so use the most recent) +When creating PRs, don't set base to `main`. `litellm_internal_staging` is the default base branch and serves that purpose for both internal and external / OSS contributions When writing a PR body, treat the comments and imperative instructions inside @.github/pull_request_template.md as rules to follow, not just layout. Agent harnesses may strip HTML comments from copies of that file injected into context, so read .github/pull_request_template.md from disk before writing a PR body to make sure you see every comment rule diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 0202965ec4b..d995ddcc87e 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -322,7 +322,7 @@ npm run build ## Submitting Your PR 1. **Push your branch**: `git push origin your-feature-branch` -2. **Create a PR**: Go to GitHub and open a pull request against the current daily OSS branch, named `litellm_oss_daily_YYYY_MM_DD`. A fresh one is cut each weekday, so pick the most recent from the [branch list](https://github.com/BerriAI/litellm/branches/all?query=litellm_oss_daily). Do not target `main`. +2. **Create a PR**: Go to GitHub and open a pull request against [`litellm_internal_staging`](https://github.com/BerriAI/litellm/tree/litellm_internal_staging), which is the default base branch. Do not target `main`. 3. **Fill out the PR template**: Provide clear description of changes 4. **Wait for review**: Maintainers will review and provide feedback 5. **Address feedback**: Make requested changes and push updates diff --git a/Dockerfile b/Dockerfile index bc0e6a5ca6f..9977ebb82d7 100644 --- a/Dockerfile +++ b/Dockerfile @@ -86,7 +86,9 @@ RUN uv sync --frozen --no-default-groups --no-editable \ --extra semantic-router \ --python python3 -RUN prisma generate --schema=./schema.prisma +RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \ + npm_config_cache=/root/.npm \ + prisma generate --schema=./schema.prisma RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \ sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh @@ -100,7 +102,11 @@ USER root RUN apk add --no-cache bash openssl tzdata nodejs python3 libsndfile WORKDIR /app -ENV PATH="/app/.venv/bin:${PATH}" +ENV PATH="/app/.venv/bin:${PATH}" \ + PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \ + PRISMA_CLI_PATH=/opt/prisma/binaries/node_modules/.bin/prisma \ + PRISMA_CLI_QUERY_ENGINE_TYPE=binary \ + PRISMA_OFFLINE_MODE=true # Copy only what runtime needs. The application is installed inside the venv; # the rest of the builder's /app is source and build metadata that must not @@ -114,16 +120,19 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr # working directory on sys.path; litellm/proxy/hooks resolves # enterprise.enterprise_hooks from it) COPY --from=builder /app/enterprise /app/enterprise -# Prisma binaries live in $HOME/.cache (default prisma-python location), -# which is /root/.cache here. Copy only the Prisma subdirs — copying the -# whole /root/.cache drags in the uv build cache (~660 MB, includes a -# setuptools wheel that surfaces as a CVE finding even though it's not -# on the runtime sys.path). -COPY --from=builder /root/.cache/prisma /root/.cache/prisma -COPY --from=builder /root/.cache/prisma-python /root/.cache/prisma-python +COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras +# Prisma CLI + engines are baked under /opt/prisma, a fixed path every +# runtime uid can read and that no cache volume mount shadows. The paths are +# pinned via PRISMA_BINARY_CACHE_DIR / PRISMA_CLI_PATH and recorded into the +# generated client at build time, so `prisma migrate deploy` on a fresh +# database needs no npm and no network access (#33650, #24554). +COPY --from=builder /opt/prisma /opt/prisma RUN find /app/.venv -type f -path "*/tornado/test/*" -delete && \ - find /app/.venv -type d -path "*/tornado/test" -delete + find /app/.venv -type d -path "*/tornado/test" -delete && \ + chmod -R a+rX /opt/prisma && \ + test -x /opt/prisma/binaries/node_modules/.bin/prisma && \ + test -f /opt/prisma/binaries/node_modules/prisma/build/index.js EXPOSE 4000/tcp diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json index edfb3536ad3..75d4d13eb71 100644 --- a/basedpyright-code-budget.json +++ b/basedpyright-code-budget.json @@ -24,7 +24,7 @@ "limit": 42 }, "reportExplicitAny": { - "limit": 10397 + "limit": 10389 }, "reportFunctionMemberAccess": { "limit": 11 diff --git a/dist/litellm-1.79.1.tar.gz b/dist/litellm-1.79.1.tar.gz deleted file mode 100644 index 5980922c1b5..00000000000 Binary files a/dist/litellm-1.79.1.tar.gz and /dev/null differ diff --git a/docker/Dockerfile.database b/docker/Dockerfile.database index 4564ee403fe..34c9c606991 100644 --- a/docker/Dockerfile.database +++ b/docker/Dockerfile.database @@ -84,7 +84,9 @@ RUN uv sync --frozen --no-default-groups --no-editable \ --extra semantic-router \ --python python3 -RUN prisma generate --schema=./schema.prisma +RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \ + npm_config_cache=/root/.npm \ + prisma generate --schema=./schema.prisma RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \ sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh @@ -97,7 +99,11 @@ USER root RUN apk add --no-cache bash openssl tzdata nodejs python3 libsndfile WORKDIR /app -ENV PATH="/app/.venv/bin:${PATH}" +ENV PATH="/app/.venv/bin:${PATH}" \ + PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \ + PRISMA_CLI_PATH=/opt/prisma/binaries/node_modules/.bin/prisma \ + PRISMA_CLI_QUERY_ENGINE_TYPE=binary \ + PRISMA_OFFLINE_MODE=true # Copy only what runtime needs. The application is installed inside the venv; # the rest of the builder's /app is source and build metadata that must not @@ -111,16 +117,21 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr # working directory on sys.path; litellm/proxy/hooks resolves # enterprise.enterprise_hooks from it) COPY --from=builder /app/enterprise /app/enterprise -# Prisma binaries live in $HOME/.cache (default prisma-python location), -# which is /root/.cache here. Copy them from the builder so they survive -# deployments that volume-mount /app/.cache (e.g. readOnlyRootFilesystem -# + emptyDir) — otherwise the mount would shadow the baked-in query engine. -# Only the Prisma subdirs: the whole /root/.cache drags in the uv build cache. -COPY --from=builder /root/.cache/prisma /root/.cache/prisma -COPY --from=builder /root/.cache/prisma-python /root/.cache/prisma-python +COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras +# Prisma CLI + engines are baked under /opt/prisma, a fixed path every +# runtime uid can read and that no cache volume mount shadows (unlike +# /app/.cache or $HOME/.cache in readOnlyRootFilesystem + emptyDir setups). +# The paths are pinned via PRISMA_BINARY_CACHE_DIR / PRISMA_CLI_PATH and +# recorded into the generated client at build time, so `prisma migrate +# deploy` on a fresh database needs no npm and no network access +# (#33650, #24554). +COPY --from=builder /opt/prisma /opt/prisma RUN find /app/.venv -type f -path "*/tornado/test/*" -delete && \ - find /app/.venv -type d -path "*/tornado/test" -delete + find /app/.venv -type d -path "*/tornado/test" -delete && \ + chmod -R a+rX /opt/prisma && \ + test -x /opt/prisma/binaries/node_modules/.bin/prisma && \ + test -f /opt/prisma/binaries/node_modules/prisma/build/index.js EXPOSE 4000/tcp diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root index 1883e87be60..839f5da565c 100644 --- a/docker/Dockerfile.non_root +++ b/docker/Dockerfile.non_root @@ -137,6 +137,7 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr # working directory on sys.path; litellm/proxy/hooks resolves # enterprise.enterprise_hooks from it) COPY --from=builder /app/enterprise /app/enterprise +COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras COPY --from=builder /app/.cache /app/.cache COPY --from=builder /var/lib/litellm/ui /var/lib/litellm/ui COPY --from=builder /var/lib/litellm/assets /var/lib/litellm/assets diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/pagerduty/pagerduty.py b/enterprise/litellm_enterprise/enterprise_callbacks/pagerduty/pagerduty.py index 12fdaeb6a81..f920aa7ac13 100644 --- a/enterprise/litellm_enterprise/enterprise_callbacks/pagerduty/pagerduty.py +++ b/enterprise/litellm_enterprise/enterprise_callbacks/pagerduty/pagerduty.py @@ -113,6 +113,10 @@ class PagerDutyAlerting(SlackAlerting): user_api_key_spend=_meta.get("user_api_key_spend"), user_api_key_max_budget=_meta.get("user_api_key_max_budget"), user_api_key_budget_reset_at=_meta.get("user_api_key_budget_reset_at"), + user_api_key_user_spend=_meta.get("user_api_key_user_spend"), + user_api_key_user_max_budget=_meta.get("user_api_key_user_max_budget"), + user_api_key_team_spend=_meta.get("user_api_key_team_spend"), + user_api_key_team_max_budget=_meta.get("user_api_key_team_max_budget"), user_api_key_org_id=_meta.get("user_api_key_org_id"), user_api_key_org_alias=_meta.get("user_api_key_org_alias"), user_api_key_team_id=_meta.get("user_api_key_team_id"), @@ -196,6 +200,10 @@ class PagerDutyAlerting(SlackAlerting): if user_api_key_dict.budget_reset_at else None ), + user_api_key_user_spend=user_api_key_dict.user_spend, + user_api_key_user_max_budget=user_api_key_dict.user_max_budget, + user_api_key_team_spend=user_api_key_dict.team_spend, + user_api_key_team_max_budget=user_api_key_dict.team_max_budget, user_api_key_org_id=user_api_key_dict.org_id, user_api_key_org_alias=user_api_key_dict.organization_alias, user_api_key_team_id=user_api_key_dict.team_id, diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml index 97571a4576d..04643b1ec33 100644 --- a/enterprise/pyproject.toml +++ b/enterprise/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm-enterprise" -version = "0.1.50" +version = "0.1.51" 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 = "0.1.50" +version = "0.1.51" version_files = [ "pyproject.toml:^version", "../pyproject.toml:litellm-enterprise==", diff --git a/helm/litellm/templates/NOTES.txt b/helm/litellm/templates/NOTES.txt index 5b939fe480a..468cf621b32 100644 --- a/helm/litellm/templates/NOTES.txt +++ b/helm/litellm/templates/NOTES.txt @@ -46,4 +46,9 @@ Reminders: - gateway.config.proxy_config (rendered into a ConfigMap and mounted at /app/config/config.yaml; gateway reads it via CONFIG_FILE_PATH) + - {component}.pdb.{enabled,minAvailable,maxUnavailable} (per-component PodDisruptionBudget; disabled by + default — with hpa.minReplicas of 1, minAvailable: 1 + would block node drains) + - {component}.topologySpreadConstraints (standard k8s list, e.g. spread replicas across + topology.kubernetes.io/zone) - Enable ingress.enabled=true to dispatch / → ui, gateway data-plane prefixes → gateway, and the catch-all → backend. diff --git a/helm/litellm/templates/_helpers.tpl b/helm/litellm/templates/_helpers.tpl index 043a0afc173..a0205c0a3a2 100644 --- a/helm/litellm/templates/_helpers.tpl +++ b/helm/litellm/templates/_helpers.tpl @@ -295,6 +295,52 @@ harmless no-op for the Job and authoritative for the app pods. {{- end }} {{- end -}} +{{/* +PodDisruptionBudget shared by gateway, backend, and ui. + +Invoke with a dict: + (dict "root" $ "component" .Values.gateway "componentName" "gateway" + "fullname" (include "litellm.gateway.fullname" .) + "selectorLabels" (include "litellm.gateway.selectorLabels" .)) + +Renders nothing unless both the component and its `pdb.enabled` are on. +Only one of minAvailable / maxUnavailable should be set; if both are, +minAvailable wins. If neither is set, falls back to `maxUnavailable: 1` so +an enabled-but-unconfigured PDB still permits node drains. + +"Set" means non-nil and non-empty-string, so an explicit 0 (e.g. +`maxUnavailable: 0` to forbid all voluntary disruptions) is honored rather +than silently replaced by the fallback. +*/}} +{{- define "litellm.pdb" -}} +{{- $root := .root -}} +{{- $component := .component -}} +{{- $min := $component.pdb.minAvailable -}} +{{- $max := $component.pdb.maxUnavailable -}} +{{- $minSet := not (or (kindIs "invalid" $min) (eq (printf "%v" $min) "")) -}} +{{- $maxSet := not (or (kindIs "invalid" $max) (eq (printf "%v" $max) "")) -}} +{{- if and $component.enabled $component.pdb $component.pdb.enabled }} +apiVersion: policy/v1 +kind: PodDisruptionBudget +metadata: + name: {{ .fullname }} + labels: + {{- include "litellm.commonLabels" $root | nindent 4 }} + app.kubernetes.io/component: {{ .componentName }} +spec: + selector: + matchLabels: + {{- .selectorLabels | nindent 6 }} + {{- if $minSet }} + minAvailable: {{ $min }} + {{- else if $maxSet }} + maxUnavailable: {{ $max }} + {{- else }} + maxUnavailable: 1 + {{- end }} +{{- end }} +{{- end -}} + {{/* Renders `envFrom:` block for a component's `envConfigMaps` / `envSecrets` lists. Each entry is a resource name; the chart wires the whole ConfigMap / diff --git a/helm/litellm/templates/backend/deployment.yaml b/helm/litellm/templates/backend/deployment.yaml index 9d056167fe1..892b84ff7d5 100644 --- a/helm/litellm/templates/backend/deployment.yaml +++ b/helm/litellm/templates/backend/deployment.yaml @@ -98,4 +98,8 @@ spec: tolerations: {{- toYaml . | nindent 8 }} {{- end }} + {{- with .Values.backend.topologySpreadConstraints }} + topologySpreadConstraints: + {{- toYaml . | nindent 8 }} + {{- end }} {{- end }} diff --git a/helm/litellm/templates/backend/poddisruptionbudget.yaml b/helm/litellm/templates/backend/poddisruptionbudget.yaml new file mode 100644 index 00000000000..02853ac879c --- /dev/null +++ b/helm/litellm/templates/backend/poddisruptionbudget.yaml @@ -0,0 +1,6 @@ +{{- include "litellm.pdb" (dict + "root" $ + "component" .Values.backend + "componentName" "backend" + "fullname" (include "litellm.backend.fullname" .) + "selectorLabels" (include "litellm.backend.selectorLabels" .)) }} diff --git a/helm/litellm/templates/gateway/deployment.yaml b/helm/litellm/templates/gateway/deployment.yaml index 4c80d784156..b2e22612905 100644 --- a/helm/litellm/templates/gateway/deployment.yaml +++ b/helm/litellm/templates/gateway/deployment.yaml @@ -100,4 +100,8 @@ spec: tolerations: {{- toYaml . | nindent 8 }} {{- end }} + {{- with .Values.gateway.topologySpreadConstraints }} + topologySpreadConstraints: + {{- toYaml . | nindent 8 }} + {{- end }} {{- end }} diff --git a/helm/litellm/templates/gateway/poddisruptionbudget.yaml b/helm/litellm/templates/gateway/poddisruptionbudget.yaml new file mode 100644 index 00000000000..15e89af17d7 --- /dev/null +++ b/helm/litellm/templates/gateway/poddisruptionbudget.yaml @@ -0,0 +1,6 @@ +{{- include "litellm.pdb" (dict + "root" $ + "component" .Values.gateway + "componentName" "gateway" + "fullname" (include "litellm.gateway.fullname" .) + "selectorLabels" (include "litellm.gateway.selectorLabels" .)) }} diff --git a/helm/litellm/templates/ui/deployment.yaml b/helm/litellm/templates/ui/deployment.yaml index 79e9a3e43bb..cd1f8c08fd4 100644 --- a/helm/litellm/templates/ui/deployment.yaml +++ b/helm/litellm/templates/ui/deployment.yaml @@ -76,4 +76,8 @@ spec: tolerations: {{- toYaml . | nindent 8 }} {{- end }} + {{- with .Values.ui.topologySpreadConstraints }} + topologySpreadConstraints: + {{- toYaml . | nindent 8 }} + {{- end }} {{- end }} diff --git a/helm/litellm/templates/ui/poddisruptionbudget.yaml b/helm/litellm/templates/ui/poddisruptionbudget.yaml new file mode 100644 index 00000000000..f7a3a694e9c --- /dev/null +++ b/helm/litellm/templates/ui/poddisruptionbudget.yaml @@ -0,0 +1,6 @@ +{{- include "litellm.pdb" (dict + "root" $ + "component" .Values.ui + "componentName" "ui" + "fullname" (include "litellm.ui.fullname" .) + "selectorLabels" (include "litellm.ui.selectorLabels" .)) }} diff --git a/helm/litellm/tests/pdb_topology_spread_tests.yaml b/helm/litellm/tests/pdb_topology_spread_tests.yaml new file mode 100644 index 00000000000..8aa05f3a969 --- /dev/null +++ b/helm/litellm/tests/pdb_topology_spread_tests.yaml @@ -0,0 +1,188 @@ +suite: test pod disruption budgets and topology spread constraints +templates: + - gateway/poddisruptionbudget.yaml + - backend/poddisruptionbudget.yaml + - ui/poddisruptionbudget.yaml + - gateway/deployment.yaml + - gateway/configmap.yaml + - backend/deployment.yaml + - ui/deployment.yaml +values: + - ./values/required.yaml +tests: + - it: renders no PDB by default + templates: + - gateway/poddisruptionbudget.yaml + - backend/poddisruptionbudget.yaml + - ui/poddisruptionbudget.yaml + asserts: + - hasDocuments: + count: 0 + + - it: gateway PDB uses minAvailable and matches the gateway selector labels + template: gateway/poddisruptionbudget.yaml + set: + gateway.pdb.enabled: true + gateway.pdb.minAvailable: 1 + asserts: + - isKind: + of: PodDisruptionBudget + - equal: + path: apiVersion + value: policy/v1 + - equal: + path: metadata.name + value: RELEASE-NAME-litellm-gateway + - equal: + path: spec.minAvailable + value: 1 + - notExists: + path: spec.maxUnavailable + - equal: + path: spec.selector.matchLabels + value: + app.kubernetes.io/name: litellm + app.kubernetes.io/instance: RELEASE-NAME + app.kubernetes.io/component: gateway + + - it: backend PDB uses maxUnavailable when minAvailable is unset + template: backend/poddisruptionbudget.yaml + set: + backend.pdb.enabled: true + backend.pdb.maxUnavailable: 25% + asserts: + - equal: + path: spec.maxUnavailable + value: 25% + - notExists: + path: spec.minAvailable + - equal: + path: spec.selector.matchLabels + value: + app.kubernetes.io/name: litellm + app.kubernetes.io/instance: RELEASE-NAME + app.kubernetes.io/component: backend + + - it: minAvailable wins when both minAvailable and maxUnavailable are set + template: gateway/poddisruptionbudget.yaml + set: + gateway.pdb.enabled: true + gateway.pdb.minAvailable: 2 + gateway.pdb.maxUnavailable: 1 + asserts: + - equal: + path: spec.minAvailable + value: 2 + - notExists: + path: spec.maxUnavailable + + - it: an explicit maxUnavailable 0 is honored instead of the fallback + template: backend/poddisruptionbudget.yaml + set: + backend.pdb.enabled: true + backend.pdb.maxUnavailable: 0 + asserts: + - equal: + path: spec.maxUnavailable + value: 0 + - notExists: + path: spec.minAvailable + + - it: an explicit minAvailable 0 is honored and beats a set maxUnavailable + template: gateway/poddisruptionbudget.yaml + set: + gateway.pdb.enabled: true + gateway.pdb.minAvailable: 0 + gateway.pdb.maxUnavailable: 1 + asserts: + - equal: + path: spec.minAvailable + value: 0 + - notExists: + path: spec.maxUnavailable + + - it: enabled PDB with neither knob set falls back to maxUnavailable 1 + template: ui/poddisruptionbudget.yaml + set: + ui.pdb.enabled: true + asserts: + - equal: + path: spec.maxUnavailable + value: 1 + - notExists: + path: spec.minAvailable + - equal: + path: spec.selector.matchLabels + value: + app.kubernetes.io/name: litellm + app.kubernetes.io/instance: RELEASE-NAME + app.kubernetes.io/component: ui + + - it: renders no PDB for a disabled component even when its pdb is enabled + template: gateway/poddisruptionbudget.yaml + set: + gateway.enabled: false + gateway.pdb.enabled: true + asserts: + - hasDocuments: + count: 0 + + - it: deployments omit topologySpreadConstraints by default + templates: + - gateway/deployment.yaml + - backend/deployment.yaml + - ui/deployment.yaml + asserts: + - notExists: + path: spec.template.spec.topologySpreadConstraints + + - it: gateway deployment renders configured topologySpreadConstraints + template: gateway/deployment.yaml + set: + gateway.topologySpreadConstraints: + - maxSkew: 1 + topologyKey: topology.kubernetes.io/zone + whenUnsatisfiable: ScheduleAnyway + labelSelector: + matchLabels: + app.kubernetes.io/component: gateway + asserts: + - equal: + path: spec.template.spec.topologySpreadConstraints + value: + - maxSkew: 1 + topologyKey: topology.kubernetes.io/zone + whenUnsatisfiable: ScheduleAnyway + labelSelector: + matchLabels: + app.kubernetes.io/component: gateway + + - it: backend deployment renders configured topologySpreadConstraints + template: backend/deployment.yaml + set: + backend.topologySpreadConstraints: + - maxSkew: 1 + topologyKey: kubernetes.io/hostname + whenUnsatisfiable: DoNotSchedule + labelSelector: + matchLabels: + app.kubernetes.io/component: backend + asserts: + - equal: + path: spec.template.spec.topologySpreadConstraints[0].topologyKey + value: kubernetes.io/hostname + - equal: + path: spec.template.spec.topologySpreadConstraints[0].whenUnsatisfiable + value: DoNotSchedule + + - it: ui deployment renders configured topologySpreadConstraints + template: ui/deployment.yaml + set: + ui.topologySpreadConstraints: + - maxSkew: 1 + topologyKey: topology.kubernetes.io/zone + whenUnsatisfiable: ScheduleAnyway + asserts: + - equal: + path: spec.template.spec.topologySpreadConstraints[0].topologyKey + value: topology.kubernetes.io/zone diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml index 74d02a25b7a..461935b2f50 100644 --- a/helm/litellm/values.yaml +++ b/helm/litellm/values.yaml @@ -190,10 +190,28 @@ gateway: maxReplicas: 10 targetCPUUtilizationPercentage: 70 targetMemoryUtilizationPercentage: 80 + # PodDisruptionBudget for the gateway pods. Set exactly one of + # `minAvailable` / `maxUnavailable` (minAvailable wins if both are set; + # enabling without either falls back to `maxUnavailable: 1`). Disabled by + # default: with the default hpa.minReplicas of 1, a `minAvailable: 1` PDB + # would block node drains entirely. + pdb: + enabled: false + minAvailable: "" + maxUnavailable: "" podAnnotations: {} nodeSelector: {} tolerations: [] affinity: {} + # Standard k8s topologySpreadConstraints for the gateway pods, e.g. to + # spread replicas across zones: + # - maxSkew: 1 + # topologyKey: topology.kubernetes.io/zone + # whenUnsatisfiable: ScheduleAnyway + # labelSelector: + # matchLabels: + # app.kubernetes.io/component: gateway + topologySpreadConstraints: [] # ---------- backend (UI / management API) ---------- backend: @@ -233,10 +251,17 @@ backend: minReplicas: 1 maxReplicas: 4 targetCPUUtilizationPercentage: 70 + # Same shape as gateway.pdb. + pdb: + enabled: false + minAvailable: "" + maxUnavailable: "" podAnnotations: {} nodeSelector: {} tolerations: [] affinity: {} + # Same shape as gateway.topologySpreadConstraints. + topologySpreadConstraints: [] # ---------- ui (Next.js static dashboard) ---------- ui: @@ -279,7 +304,14 @@ ui: minReplicas: 1 maxReplicas: 3 targetCPUUtilizationPercentage: 80 + # Same shape as gateway.pdb. + pdb: + enabled: false + minAvailable: "" + maxUnavailable: "" podAnnotations: {} nodeSelector: {} tolerations: [] affinity: {} + # Same shape as gateway.topologySpreadConstraints. + topologySpreadConstraints: [] diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260715000000_add_issuer_to_mcp_server_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260715000000_add_issuer_to_mcp_server_table/migration.sql new file mode 100644 index 00000000000..f7f23e6a55e --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260715000000_add_issuer_to_mcp_server_table/migration.sql @@ -0,0 +1,2 @@ +-- AlterTable +ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "issuer" TEXT; diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260717000000_add_compression_saved_tokens/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260717000000_add_compression_saved_tokens/migration.sql new file mode 100644 index 00000000000..dff889bc7fb --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260717000000_add_compression_saved_tokens/migration.sql @@ -0,0 +1,17 @@ +-- AlterTable +ALTER TABLE "LiteLLM_DailyUserSpend" ADD COLUMN IF NOT EXISTS "compression_saved_tokens" BIGINT NOT NULL DEFAULT 0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyOrganizationSpend" ADD COLUMN IF NOT EXISTS "compression_saved_tokens" BIGINT NOT NULL DEFAULT 0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyEndUserSpend" ADD COLUMN IF NOT EXISTS "compression_saved_tokens" BIGINT NOT NULL DEFAULT 0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyAgentSpend" ADD COLUMN IF NOT EXISTS "compression_saved_tokens" BIGINT NOT NULL DEFAULT 0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyTeamSpend" ADD COLUMN IF NOT EXISTS "compression_saved_tokens" BIGINT NOT NULL DEFAULT 0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyTagSpend" ADD COLUMN IF NOT EXISTS "compression_saved_tokens" BIGINT NOT NULL DEFAULT 0; diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260717000000_add_mcp_server_oauth_client_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260717000000_add_mcp_server_oauth_client_table/migration.sql new file mode 100644 index 00000000000..7aa6cdb1e33 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260717000000_add_mcp_server_oauth_client_table/migration.sql @@ -0,0 +1,9 @@ +-- CreateTable +CREATE TABLE IF NOT EXISTS "LiteLLM_MCPServerOAuthClient" ( + "server_id" TEXT NOT NULL, + "credentials" JSONB, + "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP, + "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP, + + CONSTRAINT "LiteLLM_MCPServerOAuthClient_pkey" PRIMARY KEY ("server_id") +); diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260718000000_add_savings_spend/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260718000000_add_savings_spend/migration.sql new file mode 100644 index 00000000000..f4cca662850 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260718000000_add_savings_spend/migration.sql @@ -0,0 +1,23 @@ +-- AlterTable +ALTER TABLE "LiteLLM_DailyUserSpend" ADD COLUMN IF NOT EXISTS "compression_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; +ALTER TABLE "LiteLLM_DailyUserSpend" ADD COLUMN IF NOT EXISTS "prompt_caching_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyOrganizationSpend" ADD COLUMN IF NOT EXISTS "compression_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; +ALTER TABLE "LiteLLM_DailyOrganizationSpend" ADD COLUMN IF NOT EXISTS "prompt_caching_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyEndUserSpend" ADD COLUMN IF NOT EXISTS "compression_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; +ALTER TABLE "LiteLLM_DailyEndUserSpend" ADD COLUMN IF NOT EXISTS "prompt_caching_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyAgentSpend" ADD COLUMN IF NOT EXISTS "compression_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; +ALTER TABLE "LiteLLM_DailyAgentSpend" ADD COLUMN IF NOT EXISTS "prompt_caching_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyTeamSpend" ADD COLUMN IF NOT EXISTS "compression_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; +ALTER TABLE "LiteLLM_DailyTeamSpend" ADD COLUMN IF NOT EXISTS "prompt_caching_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; + +-- AlterTable +ALTER TABLE "LiteLLM_DailyTagSpend" ADD COLUMN IF NOT EXISTS "compression_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; +ALTER TABLE "LiteLLM_DailyTagSpend" ADD COLUMN IF NOT EXISTS "prompt_caching_savings_spend" DOUBLE PRECISION NOT NULL DEFAULT 0.0; diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma index a23cecc3911..b27ddea010b 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma +++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma @@ -325,6 +325,7 @@ model LiteLLM_MCPServerTable { command String? args String[] @default([]) env Json? @default("{}") + issuer String? authorization_url String? token_url String? registration_url String? @@ -395,6 +396,13 @@ model LiteLLM_MCPUserEnvVars { @@index([server_id]) } +model LiteLLM_MCPServerOAuthClient { + server_id String @id + credentials Json? + created_at DateTime @default(now()) @map("created_at") + updated_at DateTime @default(now()) @updatedAt @map("updated_at") +} + // Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @id @@ -728,6 +736,9 @@ model LiteLLM_DailyUserSpend { completion_tokens BigInt @default(0) cache_read_input_tokens BigInt @default(0) cache_creation_input_tokens BigInt @default(0) + compression_saved_tokens BigInt @default(0) + compression_savings_spend Float @default(0.0) + prompt_caching_savings_spend Float @default(0.0) spend Float @default(0.0) api_requests BigInt @default(0) successful_requests BigInt @default(0) @@ -759,6 +770,9 @@ model LiteLLM_DailyOrganizationSpend { completion_tokens BigInt @default(0) cache_read_input_tokens BigInt @default(0) cache_creation_input_tokens BigInt @default(0) + compression_saved_tokens BigInt @default(0) + compression_savings_spend Float @default(0.0) + prompt_caching_savings_spend Float @default(0.0) spend Float @default(0.0) api_requests BigInt @default(0) successful_requests BigInt @default(0) @@ -790,6 +804,9 @@ model LiteLLM_DailyEndUserSpend { completion_tokens BigInt @default(0) cache_read_input_tokens BigInt @default(0) cache_creation_input_tokens BigInt @default(0) + compression_saved_tokens BigInt @default(0) + compression_savings_spend Float @default(0.0) + prompt_caching_savings_spend Float @default(0.0) spend Float @default(0.0) api_requests BigInt @default(0) successful_requests BigInt @default(0) @@ -820,6 +837,9 @@ model LiteLLM_DailyAgentSpend { completion_tokens BigInt @default(0) cache_read_input_tokens BigInt @default(0) cache_creation_input_tokens BigInt @default(0) + compression_saved_tokens BigInt @default(0) + compression_savings_spend Float @default(0.0) + prompt_caching_savings_spend Float @default(0.0) spend Float @default(0.0) api_requests BigInt @default(0) successful_requests BigInt @default(0) @@ -850,6 +870,9 @@ model LiteLLM_DailyTeamSpend { completion_tokens BigInt @default(0) cache_read_input_tokens BigInt @default(0) cache_creation_input_tokens BigInt @default(0) + compression_saved_tokens BigInt @default(0) + compression_savings_spend Float @default(0.0) + prompt_caching_savings_spend Float @default(0.0) spend Float @default(0.0) api_requests BigInt @default(0) successful_requests BigInt @default(0) @@ -882,6 +905,9 @@ model LiteLLM_DailyTagSpend { completion_tokens BigInt @default(0) cache_read_input_tokens BigInt @default(0) cache_creation_input_tokens BigInt @default(0) + compression_saved_tokens BigInt @default(0) + compression_savings_spend Float @default(0.0) + prompt_caching_savings_spend Float @default(0.0) spend Float @default(0.0) api_requests BigInt @default(0) successful_requests BigInt @default(0) diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml index b67d9d8570a..3288f7fd584 100644 --- a/litellm-proxy-extras/pyproject.toml +++ b/litellm-proxy-extras/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm-proxy-extras" -version = "0.4.77" +version = "0.4.79" description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package." readme = "README.md" requires-python = ">=3.9" @@ -26,7 +26,7 @@ required-version = ">=0.10.9" module-root = "" [tool.commitizen] -version = "0.4.77" +version = "0.4.79" version_files = [ "pyproject.toml:^version", "../pyproject.toml:litellm-proxy-extras==", diff --git a/litellm-rust/ADDING_A_PROVIDER.md b/litellm-rust/ADDING_A_PROVIDER.md index 2fa81798605..5f933ec4fa8 100644 --- a/litellm-rust/ADDING_A_PROVIDER.md +++ b/litellm-rust/ADDING_A_PROVIDER.md @@ -6,4 +6,23 @@ Three layers, same for every route (see `ocr` and `realtime` as references): 2. **Provider config (pure)** — `crates/providers/src///transformation.rs`: implement that trait as a `const __CONFIG`, mirroring the Python provider tree. Add parity unit tests. 3. **HTTP / transport (the host)** — `crates/providers/src/.rs` (e.g. `ocr.rs`, `realtime.rs`): the callable fn (`run_ocr`, `realtime`). It resolves the key, builds the auth header, builds URL + transforms via the config, then does the network call. This is the only layer allowed to do I/O. +## Coding standards + +Before writing new logic, look for an existing base to extend. When a change is +“the same behavior for one more provider/endpoint/integration”, the codebase +almost always already has a shared abstraction for it (for example, provider +`BaseConfig` transformation classes in `litellm/llms/base_llm/`, shared +helpers in `litellm_core_utils/`, typed request/response models, or factory +functions). Find it first with a search, then add the new variant by inheriting +from or composing that base, overriding only what genuinely differs (model +name, parameter mapping, or auth). + +Never copy an existing implementation and edit it in place, and never hand-roll +a parallel version of logic a base already provides. If you catch yourself +writing a second copy of a pattern that exists twice already, stop and extract a +base instead: put the shared shape in one place and make both call sites thin +variants of it. The test for a good abstraction is that adding the next provider +is a few declarative lines, not a new file of duplicated flow. Only diverge from +the base when behavior is genuinely different, and say so explicitly in the PR. + **Calling:** the host invokes the route fn — the Python bridge calls `run_ocr`; the `ai-gateway` server calls `realtime`. Register new modules in `lib.rs` / `mod.rs`, then run `cargo fmt && cargo clippy --workspace -- -D warnings && cargo test --workspace`. diff --git a/litellm-rust/AGENTS.md b/litellm-rust/AGENTS.md index 86dd2c92744..398eec4685c 100644 --- a/litellm-rust/AGENTS.md +++ b/litellm-rust/AGENTS.md @@ -15,3 +15,12 @@ Dependency direction (acyclic): litellm-core ← litellm-ai-gateway ← litellm- Adding a crate: default to a MODULE. New crate ONLY on a real trigger — separate artifact (binary/cdylib), proc-macro, shared foundation, or publishable standalone. A new provider or route is none of these. Adding a crate fails crates/core/tests/workspace_crate_allowlist.rs until you update its allowlist and this file — intentional. + +## Style + +All Rust in `litellm-rust/` follows the official Rust Style Guide: +https://doc.rust-lang.org/style-guide/ + +`rustfmt` implements its formatting by default, so run `cargo fmt` before committing; CI gates every PR on `cargo fmt --check`. Do not hand-format against rustfmt or add a `rustfmt.toml` that diverges from the default style. + +Beyond formatting, follow the guide's naming and idiom conventions rustfmt cannot auto-apply: `snake_case` items/functions/modules, `UpperCamelCase` types/traits/variants, `SCREAMING_SNAKE_CASE` constants/statics (acronyms as one word, e.g. `HttpClient`), and the import grouping and item ordering it prescribes. See CLAUDE.md for the detailed version. diff --git a/litellm-rust/CLAUDE.md b/litellm-rust/CLAUDE.md index 7c723e570ef..0659e63df39 100644 --- a/litellm-rust/CLAUDE.md +++ b/litellm-rust/CLAUDE.md @@ -2,6 +2,25 @@ This file defines the rules for Rust work in LiteLLM. +## Provider Coding Standards + +Before writing new logic, look for an existing base to extend. When a change is +“the same behavior for one more provider/endpoint/integration”, the codebase +almost always already has a shared abstraction for it (for example, provider +`BaseConfig` transformation classes in `litellm/llms/base_llm/`, shared +helpers in `litellm_core_utils/`, typed request/response models, or factory +functions). Find it first with a search, then add the new variant by inheriting +from or composing that base, overriding only what genuinely differs (model +name, parameter mapping, or auth). + +Never copy an existing implementation and edit it in place, and never hand-roll +a parallel version of logic a base already provides. If you catch yourself +writing a second copy of a pattern that exists twice already, stop and extract a +base instead: put the shared shape in one place and make both call sites thin +variants of it. The test for a good abstraction is that adding the next provider +is a few declarative lines, not a new file of duplicated flow. Only diverge from +the base when behavior is genuinely different, and say so explicitly in the PR. + ## Crates (exactly three — see AGENTS.md) `litellm-core` describes work; `litellm-ai-gateway` executes it; `litellm-python-bridge` @@ -20,6 +39,11 @@ Route-level Rust structure mirrors LiteLLM's Python responsibilities: - Network execution lives in the host crate `ai-gateway` (`ai-gateway/src/io/`), never inside `core`. +Call-hook and lifecycle instrumentation, including phase timing, usage +accumulation, and callback payload construction, always lives in `core`. +Hosts feed observed events into core and dispatch the completed payloads through +their I/O logger; hosts must not own callback orchestration. + Allowed in `core`: - Pure request transforms - Pure response transforms @@ -38,6 +62,13 @@ Not allowed in `core`: Python owns rollout state and fallback while Rust is being introduced. Rust paths must be off by default until parity tests prove equivalence with Python. +A new provider/route may instead be implemented rust-only with no Python +reference; then the Python interface is a thin dispatch that calls Rust with no +fallback, and you state the rust-only choice explicitly in the PR. Either way +the Python side stays minimal (it only marshals inputs and calls the Rust +interface), never add a per-route feature flag, and never push provider +dispatch into `litellm/main.py`; put it in a thin dispatch class under +`litellm/llms///`. ## Production Bar @@ -77,6 +108,26 @@ such as `ai-gateway`, router hosts, or standalone servers: - Avoid `expect`/`unwrap` in server startup and request paths unless the panic is impossible by construction and documented. +## Rust Style Guide + +All Rust in `litellm-rust/` follows the official Rust Style Guide: +https://doc.rust-lang.org/style-guide/ + +`rustfmt` implements the guide's formatting rules by default, so the mechanical +side is enforced for you: run `cargo fmt` before committing and CI gates every +PR on `cargo fmt --check` (see Checks). Do not hand-format against rustfmt or add +a `rustfmt.toml` that diverges from the default style; the default style *is* the +guide. + +The guide also covers conventions rustfmt cannot auto-apply; follow these too: +- Naming: `snake_case` for items, functions, and modules; `UpperCamelCase` for + types, traits, and enum variants; `SCREAMING_SNAKE_CASE` for constants and + statics; acronyms count as one word (`HttpClient`, not `HTTPClient`). +- Ordering and grouping the guide prescribes: imports grouped std / external / + crate-local, derives before other attributes, and consistent item order. +- Idioms the guide recommends over the formatter fighting you (e.g. prefer + restructuring an over-long expression rather than forcing an awkward wrap). + ## Constants Magic numbers and fixed strings go in a crate-level `constants.rs`, never diff --git a/litellm-rust/Cargo.lock b/litellm-rust/Cargo.lock index 9bffe9f9ec6..ce28f737334 100644 --- a/litellm-rust/Cargo.lock +++ 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source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "df3b46402a9d5adb4c86a0cf463f42e19994e3ee891101b1841f30a545cb49a9" +[[package]] +name = "hybrid-array" +version = "0.4.13" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "818356c5132c1fede50f837ca96afbe78ff42413047f4abb886217845e1b6c8c" +dependencies = [ + "typenum", +] + +[[package]] +name = "hyper" +version = "0.14.32" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "41dfc780fdec9373c01bae43289ea34c972e40ee3c9f6b3c8801a35f35586ce7" +dependencies = [ + "bytes", + "futures-channel", + "futures-core", + "futures-util", + "h2 0.3.27", + "http 0.2.12", + "http-body 0.4.6", + "httparse", + "httpdate", + "itoa", + "pin-project-lite", + "socket2 0.5.10", + "tokio", + "tower-service", + "tracing", + "want", +] + [[package]] name = "hyper" version = "1.10.1" @@ -444,9 +993,9 @@ dependencies = [ "bytes", "futures-channel", "futures-core", - "h2", - "http", - "http-body", + "h2 0.4.15", + "http 1.4.2", + "http-body 1.1.0", "httparse", "httpdate", "itoa", @@ -456,18 +1005,34 @@ dependencies = [ "want", ] +[[package]] +name = "hyper-rustls" +version = "0.24.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "ec3efd23720e2049821a693cbc7e65ea87c72f1c58ff2f9522ff332b1491e590" +dependencies = [ + "futures-util", + "http 0.2.12", + "hyper 0.14.32", + "log", + "rustls 0.21.12", + "tokio", + "tokio-rustls 0.24.1", +] + [[package]] name = "hyper-rustls" version = "0.27.9" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "33ca68d021ef39cf6463ab54c1d0f5daf03377b70561305bb89a8f83aab66e0f" dependencies = [ - "http", - "hyper", + "http 1.4.2", + "hyper 1.10.1", "hyper-util", - "rustls", + "rustls 0.23.42", + "rustls-native-certs", "tokio", - "tokio-rustls", + "tokio-rustls 0.26.4", "tower-service", "webpki-roots", ] @@ -482,14 +1047,14 @@ dependencies = [ "bytes", "futures-channel", "futures-util", - "http", - "http-body", - "hyper", + "http 1.4.2", + "http-body 1.1.0", + "hyper 1.10.1", "ipnet", "libc", "percent-encoding", "pin-project-lite", - "socket2", + "socket2 0.6.5", "tokio", "tower-service", "tracing", @@ -608,15 +1173,6 @@ dependencies = [ "hashbrown", ] -[[package]] -name = "indoc" -version = "2.0.7" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706" -dependencies = [ - "rustversion", -] - [[package]] name = "ipnet" version = "2.12.0" @@ -629,6 +1185,16 @@ version = "1.0.18" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "8f42a60cbdf9a97f5d2305f08a87dc4e09308d1276d28c869c684d7777685682" +[[package]] +name = "jobserver" +version = "0.1.35" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1c00acbd29eabad4a2392fa0e921c874934dbbf4194312ad20f04a0ed67a3cb3" +dependencies = [ + "getrandom 0.4.3", + "libc", +] + [[package]] name = "js-sys" version = "0.3.103" @@ -659,20 +1225,29 @@ dependencies = [ "reqwest", "serde", "serde_json", - "sha2", + "sha2 0.10.9", "subtle", "tokio", "tokio-tungstenite", + "tower", ] [[package]] name = "litellm-core" version = "0.1.0" dependencies = [ - "rand 0.8.6", + "aws-config", + "aws-credential-types", + "aws-sdk-sts", + "aws-sigv4", + "aws-smithy-runtime-api", + "aws-types", + "rand 0.8.7", + "reqwest", "serde", "serde_json", - "thiserror 2.0.18", + "sha2 0.10.9", + "thiserror 2.0.19", "tokio", ] @@ -714,18 +1289,9 @@ checksum = "0e7465ac9959cc2b1404e8e2367b43684a6d13790fe23056cc8c6c5a6b7bcb94" [[package]] name = "memchr" -version = "2.8.2" +version = "2.8.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "88904434abc2901f197fe8cc55f0445e7ded921dba5911dad2e2b39b48e663c4" - -[[package]] -name = "memoffset" -version = "0.9.1" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = 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"7969661fd2958a5cb096e56c8e1ad0444ac2bbcd0061bd28660485a44879858f" +dependencies = [ + "num-traits", +] + +[[package]] +name = "num-traits" +version = "0.2.19" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "071dfc062690e90b734c0b2273ce72ad0ffa95f0c74596bc250dcfd960262841" +dependencies = [ + "autocfg", +] + [[package]] name = "once_cell" version = "1.21.4" @@ -756,6 +1346,12 @@ version = "0.2.1" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe" +[[package]] +name = "outref" +version = "0.5.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1a80800c0488c3a21695ea981a54918fbb37abf04f4d0720c453632255e2ff0e" + [[package]] name = "percent-encoding" version = "2.3.2" @@ -769,10 +1365,22 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "a89322df9ebe1c1578d689c92318e070967d1042b512afbe49518723f4e6d5cd" [[package]] -name = "portable-atomic" -version = "1.13.1" +name = "pin-utils" +version = "0.1.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49" +checksum = "8b870d8c151b6f2fb93e84a13146138f05d02ed11c7e7c54f8826aaaf7c9f184" + +[[package]] +name = "pkg-config" +version = "0.3.33" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "19f132c84eca552bf34cab8ec81f1c1dcc229b811638f9d283dceabe58c5569e" + +[[package]] +name = "portable-atomic" +version = "1.14.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "3d20d5497ef88037a52ff98267d066e7f11fcc5e99bbfbd58a42336193aacec3" [[package]] name = "potential_utf" @@ -783,6 +1391,12 @@ dependencies = [ "zerovec", ] +[[package]] +name = "powerfmt" +version = "0.2.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "439ee305def115ba05938db6eb1644ff94165c5ab5e9420d1c1bcedbba909391" + [[package]] name = "ppv-lite86" version = "0.2.21" @@ -794,38 +1408,35 @@ dependencies = [ [[package]] name = "proc-macro2" -version = "1.0.106" +version = "1.0.107" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "8fd00f0bb2e90d81d1044c2b32617f68fcb9fa3bb7640c23e9c748e53fb30934" +checksum = "985e7ec9bb745e6ce6535b544d84d6cd6f7ad8bd711c398938ae983b91a766d9" dependencies = [ "unicode-ident", ] [[package]] name = "pyo3" -version = "0.23.5" +version = "0.29.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "7778bffd85cf38175ac1f545509665d0b9b92a198ca7941f131f85f7a4f9a872" +checksum = "cd274650b21d4bfc26a0a47587962c1edb425f69287324355cd040c3ea66071c" dependencies = [ - "cfg-if", - "indoc", "libc", - "memoffset", "once_cell", "portable-atomic", "pyo3-build-config", "pyo3-ffi", "pyo3-macros", - "unindent", ] [[package]] name = "pyo3-async-runtimes" -version = 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"ppv-lite86", - "rand_core 0.9.5", -] - [[package]] name = "rand_core" version = "0.6.4" @@ -999,13 +1600,25 @@ dependencies = [ [[package]] name = "rand_core" -version = "0.9.5" +version = "0.10.1" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "76afc826de14238e6e8c374ddcc1fa19e374fd8dd986b0d2af0d02377261d83c" +checksum = "63b8176103e19a2643978565ca18b50549f6101881c443590420e4dc998a3c69" + +[[package]] +name = "rand_pcg" +version = "0.10.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "caa0f4137e1c0a72f4c651489402276c8e8e1cf081f3b0ba156d2cbeef09e86a" dependencies = [ - "getrandom 0.3.4", + "rand_core 0.10.1", ] +[[package]] +name = "regex-lite" +version = "0.1.9" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "cab834c73d247e67f4fae452806d17d3c7501756d98c8808d7c9c7aa7d18f973" + [[package]] name = "reqwest" version = "0.12.28" @@ -1017,26 +1630,26 @@ dependencies = [ "futures-channel", "futures-core", "futures-util", - "h2", - "http", - "http-body", + "h2 0.4.15", + "http 1.4.2", + "http-body 1.1.0", "http-body-util", - "hyper", - "hyper-rustls", + "hyper 1.10.1", + "hyper-rustls 0.27.9", "hyper-util", "js-sys", "log", "percent-encoding", "pin-project-lite", "quinn", - "rustls", + "rustls 0.23.42", "rustls-pki-types", "serde", "serde_json", "serde_urlencoded", "sync_wrapper", "tokio", - "tokio-rustls", + "tokio-rustls 0.26.4", "tokio-util", "tower", "tower-http", @@ -1065,20 +1678,42 @@ dependencies = [ [[package]] name = "rustc-hash" -version = "2.1.2" +version = "2.1.3" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "94300abf3f1ae2e2b8ffb7b58043de3d399c73fa6f4b73826402a5c457614dbe" +checksum = "6b1e7f9a428571be2dc5bc0505c13fb6bf936822b894ec87abf8a08a4e51742d" + +[[package]] +name = "rustc_version" +version = "0.4.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92" +dependencies = [ + "semver", +] [[package]] name = "rustls" -version = "0.23.41" +version = "0.21.12" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "6b92b125634d9b795e7beca796cc790df15a7fb38323bf3196fda83292d06b1f" +checksum = "3f56a14d1f48b391359b22f731fd4bd7e43c97f3c50eee276f3aa09c94784d3e" dependencies = [ + "log", + "ring", + "rustls-webpki 0.101.7", + "sct", +] + +[[package]] +name = "rustls" +version = "0.23.42" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "3c54fcab019b409d04215d3a17cb438fd7fbf192ee61461f20f4fe18704bc138" +dependencies = [ + "aws-lc-rs", "once_cell", "ring", "rustls-pki-types", - "rustls-webpki", + "rustls-webpki 0.103.13", "subtle", "zeroize", ] @@ -1097,20 +1732,31 @@ dependencies = [ [[package]] name = "rustls-pki-types" -version = "1.14.1" +version = "1.15.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "30a7197ae7eb376e574fe940d068c30fe0462554a3ddbe4eca7838e049c937a9" +checksum = "764899a24af3980067ee14bc143654f297b22eaebfe3c7b6b211920a5a59b046" dependencies = [ "web-time", "zeroize", ] +[[package]] +name = "rustls-webpki" +version = "0.101.7" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "8b6275d1ee7a1cd780b64aca7726599a1dbc893b1e64144529e55c3c2f745765" +dependencies = [ + "ring", + "untrusted", +] + [[package]] name = "rustls-webpki" version = "0.103.13" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "61c429a8649f110dddef65e2a5ad240f747e85f7758a6bccc7e5777bd33f756e" dependencies = [ + "aws-lc-rs", "ring", "rustls-pki-types", "untrusted", @@ -1118,9 +1764,9 @@ dependencies = [ [[package]] name = "rustversion" -version = "1.0.22" +version = "1.0.23" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d" +checksum = "cf54715a573b99ac80df0bc206da022bcd442c974952c7b9720069370852e21f" [[package]] name = "ryu" @@ -1137,6 +1783,16 @@ dependencies = [ "windows-sys 0.61.2", ] +[[package]] +name = "sct" +version = "0.7.1" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "da046153aa2352493d6cb7da4b6e5c0c057d8a1d0a9aa8560baffdd945acd414" +dependencies = [ + "ring", + "untrusted", +] + [[package]] name = "security-framework" version = "3.7.0" @@ -1161,10 +1817,16 @@ dependencies = [ ] [[package]] -name = "serde" -version = "1.0.228" +name = "semver" +version = "1.0.28" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9a8e94ea7f378bd32cbbd37198a4a91436180c5bb472411e48b5ec2e2124ae9e" +checksum = "8a7852d02fc848982e0c167ef163aaff9cd91dc640ba85e263cb1ce46fae51cd" + +[[package]] +name = "serde" +version = "1.0.229" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = 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"socket2" -version = "0.6.4" +version = "0.5.10" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "52d1cfed4120b4d927bf7c0f86d2087a4a7d6027c906d9f9d525a80573b9be51" +checksum = "e22376abed350d73dd1cd119b57ffccad95b4e585a7cda43e286245ce23c0678" +dependencies = [ + "libc", + "windows-sys 0.52.0", +] + +[[package]] +name = "socket2" +version = "0.6.5" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "c3d1e2c7f27f8d4cb10542a02c49005dbd6e93095799d6f3be745fae9f8fedd4" dependencies = [ "libc", "windows-sys 0.61.2", @@ -1290,9 +1973,20 @@ checksum = "13c2bddecc57b384dee18652358fb23172facb8a2c51ccc10d74c157bdea3292" [[package]] name = "syn" -version = "2.0.118" +version = "2.0.119" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1b9ae57f904213ebb649ce6895b8a66c66f0203b9319718f69a5612a065b1422" +checksum = "872831b642d1a07999a962a351ed35b955ea2cfc8f3862091e2a240a84f17297" +dependencies = [ + "proc-macro2", + "quote", + "unicode-ident", +] + +[[package]] +name = "syn" +version = "3.0.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "f2fac314a64dc9a36e61a9eb4261a5e9bbfbc922b27e518af97bc32b926cf967" dependencies = [ "proc-macro2", "quote", @@ -1316,14 +2010,14 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 2.0.119", ] [[package]] name = "target-lexicon" -version = "0.12.16" +version = "0.13.5" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1" +checksum = "adb6935a6f5c20170eeceb1a3835a49e12e19d792f6dd344ccc76a985ca5a6ca" [[package]] name = "thiserror" @@ -1336,11 +2030,11 @@ dependencies = [ [[package]] name = "thiserror" -version = "2.0.18" +version = "2.0.19" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = 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"num-conv", + "powerfmt", + "serde_core", + "time-core", + "time-macros", +] + +[[package]] +name = "time-core" +version = "0.1.9" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "9e1c906769ad99c88eaa54e728060edef082f8e358ff32030cb7c7d315e81109" + +[[package]] +name = "time-macros" +version = "0.2.31" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "c431b87111666e491a90baa837f914fb45cd5dc3c268591b0220ff5057f2085f" +dependencies = [ + "num-conv", + "time-core", ] [[package]] @@ -1377,9 +2101,9 @@ dependencies = [ [[package]] name = "tinyvec" -version = "1.11.0" +version = "1.12.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "3e61e67053d25a4e82c844e8424039d9745781b3fc4f32b8d55ed50f5f667ef3" +checksum = "bb4ebadaa0af04fab11ae01eb5f9fdb5f9c5b875506e210e71c07873528baa7f" dependencies = [ "tinyvec_macros", ] @@ -1392,28 +2116,38 @@ checksum = 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"c28327cf380ac148141087fbfb9de9d7bd4e84ab5d2c28fbc911d753de8a7081" +dependencies = [ + "rustls 0.21.12", + "tokio", ] [[package]] @@ -1422,7 +2156,7 @@ version = "0.26.4" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61" dependencies = [ - "rustls", + "rustls 0.23.42", "tokio", ] @@ -1434,11 +2168,11 @@ checksum = "edc5f74e248dc973e0dbb7b74c7e0d6fcc301c694ff50049504004ef4d0cdcd9" dependencies = [ "futures-util", "log", - "rustls", + "rustls 0.23.42", "rustls-native-certs", "rustls-pki-types", "tokio", - "tokio-rustls", + "tokio-rustls 0.26.4", "tungstenite", ] @@ -1480,8 +2214,8 @@ dependencies = [ "bitflags", "bytes", "futures-util", - "http", - "http-body", + "http 1.4.2", + "http-body 1.1.0", "pin-project-lite", "tower", "tower-layer", @@ -1509,9 +2243,21 @@ checksum = "63e71662fa4b2a2c3a26f570f037eb95bb1f85397f3cd8076caed2f026a6d100" dependencies = [ "log", "pin-project-lite", + "tracing-attributes", "tracing-core", ] +[[package]] +name = "tracing-attributes" +version = "0.1.31" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "7490cfa5ec963746568740651ac6781f701c9c5ea257c58e057f3ba8cf69e8da" +dependencies = [ + "proc-macro2", + "quote", + "syn 2.0.119", +] + [[package]] name = "tracing-core" version = "0.1.36" @@ -1536,11 +2282,11 @@ dependencies = [ "byteorder", "bytes", "data-encoding", - "http", + "http 1.4.2", "httparse", "log", - "rand 0.8.6", - "rustls", + "rand 0.8.7", + "rustls 0.23.42", "rustls-pki-types", "sha1", "thiserror 1.0.69", @@ -1559,12 +2305,6 @@ version = "1.0.24" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75" -[[package]] -name = "unindent" -version = "0.2.4" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3" - [[package]] name = "untrusted" version = "0.9.0" @@ -1583,6 +2323,12 @@ dependencies = [ "serde", ] +[[package]] +name = "urlencoding" +version = "2.1.3" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "daf8dba3b7eb870caf1ddeed7bc9d2a049f3cfdfae7cb521b087cc33ae4c49da" + [[package]] name = "utf-8" version = "0.7.6" @@ -1595,12 +2341,28 @@ version = "1.0.4" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "b6c140620e7ffbb22c2dee59cafe6084a59b5ffc27a8859a5f0d494b5d52b6be" +[[package]] +name = "uuid" +version = "1.24.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "bf3923a6f5c4c6382e0b653c4117f48d631ea17f38ed86e2a828e6f7412f5239" +dependencies = [ + "js-sys", + "wasm-bindgen", +] + [[package]] name = "version_check" version = "0.9.5" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "0b928f33d975fc6ad9f86c8f283853ad26bdd5b10b7f1542aa2fa15e2289105a" +[[package]] +name = "vsimd" +version = "0.8.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "5c3082ca00d5a5ef149bb8b555a72ae84c9c59f7250f013ac822ac2e49b19c64" + [[package]] name = "want" version = "0.3.1" @@ -1616,15 +2378,6 @@ version = "0.11.1+wasi-snapshot-preview1" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b" -[[package]] -name = "wasip2" -version = "1.0.4+wasi-0.2.12" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b67efb37e106e55ce722a510d6b5f9c17f083e5fc79afc2badeb12cc313d9487" -dependencies = [ - "wit-bindgen", -] - [[package]] name = "wasm-bindgen" version = "0.2.126" @@ -1667,7 +2420,7 @@ dependencies = [ "bumpalo", "proc-macro2", "quote", - "syn", + "syn 2.0.119", "wasm-bindgen-shared", ] @@ -1715,9 +2468,9 @@ dependencies = [ [[package]] name = "webpki-roots" -version = "1.0.8" +version = "1.0.9" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "bf85cb06032201fa7c6f829d7db5a7e5aa45bcc0655327713065f6f0576731bf" +checksum = "7dcd9d09a39985f5344844e66b0c530a33843579125f23e21e9f0f220850f22a" dependencies = [ "rustls-pki-types", ] @@ -1734,16 +2487,7 @@ version = "0.52.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d" dependencies = [ - "windows-targets 0.52.6", -] - -[[package]] -name = "windows-sys" -version = "0.60.2" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "f2f500e4d28234f72040990ec9d39e3a6b950f9f22d3dba18416c35882612bcb" -dependencies = [ - "windows-targets 0.53.5", + "windows-targets", ] [[package]] @@ -1761,31 +2505,14 @@ version = "0.52.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "9b724f72796e036ab90c1021d4780d4d3d648aca59e491e6b98e725b84e99973" dependencies = [ - "windows_aarch64_gnullvm 0.52.6", - "windows_aarch64_msvc 0.52.6", - "windows_i686_gnu 0.52.6", - "windows_i686_gnullvm 0.52.6", - "windows_i686_msvc 0.52.6", - "windows_x86_64_gnu 0.52.6", - "windows_x86_64_gnullvm 0.52.6", - "windows_x86_64_msvc 0.52.6", -] - -[[package]] -name = "windows-targets" -version = "0.53.5" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "4945f9f551b88e0d65f3db0bc25c33b8acea4d9e41163edf90dcd0b19f9069f3" -dependencies = [ - "windows-link", - "windows_aarch64_gnullvm 0.53.1", - "windows_aarch64_msvc 0.53.1", - "windows_i686_gnu 0.53.1", - "windows_i686_gnullvm 0.53.1", - "windows_i686_msvc 0.53.1", - "windows_x86_64_gnu 0.53.1", - "windows_x86_64_gnullvm 0.53.1", - "windows_x86_64_msvc 0.53.1", + "windows_aarch64_gnullvm", + "windows_aarch64_msvc", + "windows_i686_gnu", + "windows_i686_gnullvm", + "windows_i686_msvc", + "windows_x86_64_gnu", + "windows_x86_64_gnullvm", + "windows_x86_64_msvc", ] [[package]] @@ -1794,108 +2521,60 @@ version = "0.52.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3" -[[package]] -name = "windows_aarch64_gnullvm" -version = "0.53.1" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53" - [[package]] name = "windows_aarch64_msvc" version = "0.52.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469" -[[package]] -name = "windows_aarch64_msvc" -version = "0.53.1" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006" - [[package]] name = "windows_i686_gnu" version = "0.52.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b" -[[package]] -name = 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"1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2" - [[package]] name = "windows_x86_64_gnu" version = "0.52.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78" -[[package]] -name = "windows_x86_64_gnu" -version = "0.53.1" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499" - [[package]] name = "windows_x86_64_gnullvm" version = "0.52.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d" -[[package]] -name = "windows_x86_64_gnullvm" -version = "0.53.1" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1" - [[package]] name = "windows_x86_64_msvc" version = "0.52.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec" -[[package]] -name = "windows_x86_64_msvc" -version = "0.53.1" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650" - -[[package]] -name = "wit-bindgen" -version = "0.57.1" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1ebf944e87a7c253233ad6766e082e3cd714b5d03812acc24c318f549614536e" - [[package]] name = "writeable" version = "0.6.3" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "1ffae5123b2d3fc086436f8834ae3ab053a283cfac8fe0a0b8eaae044768a4c4" +[[package]] +name = "xmlparser" +version = "0.13.6" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "66fee0b777b0f5ac1c69bb06d361268faafa61cd4682ae064a171c16c433e9e4" + [[package]] name = "yoke" version = "0.8.3" @@ -1915,28 +2594,28 @@ checksum = "de844c262c8848816172cef550288e7dc6c7b7814b4ee56b3e1553f275f1858e" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 2.0.119", "synstructure", ] [[package]] name = "zerocopy" -version = "0.8.52" +version = "0.8.54" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ce1022995ff5ff5d841ad7d994facc23098cd40152f2c1d11cd607c6f530653f" +checksum = "b7cbbc0a705a0fd05cc3676525980d2bf5a9bc4adac6d6475209a7887cf59d19" dependencies = [ "zerocopy-derive", ] [[package]] name = "zerocopy-derive" -version = "0.8.52" +version = "0.8.54" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1ae7f38b72ec2a254e2b87ef277cf2cd4fb97cbebf944faa6f33354da0867930" +checksum = "e2e817b7b52d0c7358d3246da9d69935ebb18116b2b102b4230dac079b4862f5" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 2.0.119", ] [[package]] @@ -1956,7 +2635,7 @@ checksum = "11532158c46691caf0f2593ea8358fed6bbf68a0315e80aae9bd41fbade684a1" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 2.0.119", "synstructure", ] @@ -1996,11 +2675,11 @@ checksum = "625dc425cab0dca6dc3c3319506e6593dcb08a9f387ea3b284dbd52a92c40555" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 2.0.119", ] [[package]] name = "zmij" -version = "1.0.21" +version = "1.0.23" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b8848ee67ecc8aedbaf3e4122217aff892639231befc6a1b58d29fff4c2cabaa" +checksum = "29666d0abbfad1e3dc4dcf6144730dd3a3ab225bbbdac83319345b1b44ccfc1b" diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml index 5842ed5ba9b..6d63be05d00 100644 --- a/litellm-rust/Cargo.toml +++ b/litellm-rust/Cargo.toml @@ -7,7 +7,8 @@ members = [ resolver = "2" [workspace.package] -edition = "2021" +edition = "2024" +rust-version = "1.88" license = "MIT" repository = "https://github.com/BerriAI/litellm" @@ -15,8 +16,8 @@ repository = "https://github.com/BerriAI/litellm" litellm-core = { path = "crates/core" } litellm-ai-gateway = { path = "crates/ai-gateway", default-features = false } axum = "0.7" -pyo3 = "0.23.5" -pyo3-async-runtimes = { version = "0.23.0", features = ["tokio-runtime"] } +pyo3 = "0.29.0" +pyo3-async-runtimes = { version = "0.29.0", features = ["tokio-runtime"] } rand = "0.8" reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "rustls-tls", "http2", "stream"] } serde = { version = "1.0", features = ["derive"] } diff --git a/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md b/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md new file mode 100644 index 00000000000..ed44dc4c729 --- /dev/null +++ b/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md @@ -0,0 +1,59 @@ +# Provider coding standards (litellm-rust) + +Rules for adding or changing an LLM provider/route in `litellm-rust`. OCR (`MISTRAL_OCR_CONFIG`) is the reference; `messages` (`ANTHROPIC_MESSAGES_CONFIG`) is the next port. + +## Provider resolution + +1. Always resolve the provider/model first with `get_custom_llm_provider` (`core/src/routing_utils/provider.rs`). Nothing downstream may branch on a raw model string. +2. Model/provider is resolved once, in `prepare.rs`, and passed down as typed fields. Don't re-resolve or re-parse it in transforms or handlers. + +## Transforms and the base config + +3. Every route defines a base config trait with `transform_request` + `transform_response` (+ `complete_url`, `supported_params`), living in `core/src//transformation.rs` (e.g. `AnthropicMessagesProviderConfig`, mirroring `OcrProviderConfig`). +4. Each provider implements that trait as a `const __CONFIG` in `core/src/providers///transformation.rs`, mirroring the Python provider tree. +5. Individual configs implement only the request/response transforms. Shared behavior (param filtering, defaults) stays as trait default methods so future providers inherit existing logic instead of reimplementing it. +6. Prefer composition: a provider that extends another reuses the base trait's defaults or wraps another config; don't copy transform bodies between providers. + +## Boundaries + +7. Layers never cross: `core` = pure transforms/types (no network, env, secrets, auth, logging, global mutable state); `ai-gateway` = all I/O, auth headers, HTTP/SSE, lifecycle hooks; `python-bridge` = thin PyO3 adapter. +8. Generic/route files contain zero provider-specific branches. A provider is one module under `core/src/providers///`; a route is a module, never a new crate. +9. Route entry point stays thin: `()` -> `prepare_*` -> `CallLifecycle::run_request`, which owns the pre_call -> during_call -> provider call -> success/failure order and phase timing. Handlers validate and delegate; no business logic in them. +10. Constants (URLs, env-var names, API versions, error messages) live in a crate `constants.rs`, never inline. Env reads happen only at the host/config layer, with the `DEFAULT_*` fallback defined in `constants.rs`. + +## Types and errors + +11. Typed contracts only: no bare `serde_json::Value` / `String` / `Vec` as a transform input or output. Parse wire bytes into typed structs/enums at the host edge; a `type` discriminator is a typed field, not a raw string. +12. Model failures as values: return typed `CoreError`, don't panic. No `unwrap`/`expect`/`panic!` on user or provider input. +13. No mutation: build values in one shot (comprehensions/iterators, `collect`), prefer immutable bindings and owned typed structs over seeding-and-mutating. +14. Early returns over deep nesting; small focused files over god modules. +15. Preserve Python output shape intentionally. If a field is always serialized as `null` for parity, keep it and pin it with a test. + +## Safety and data minimization + +16. Never log request/response bodies, base64 payloads, document contents, or secrets. Truncate and bound any upstream body before it crosses a host boundary. +17. Treat empty/whitespace credentials, URLs, and config values as absent at the host resolution layer. +18. Host I/O sets connect + request timeouts (no unbounded waits), reuses a shared HTTP client, and prefers rustls TLS. + +## Tests and rollout + +19. Every provider transform ships tests for: supported-param filtering, request body shape, response normalization, missing/null fields, bad input, and `*_match_python` fixture parity. +20. Lifecycle/hook tests cover hook order, success + failure callback payloads, pre-call guardrail blocking before any provider I/O, during-call body mutation, and provider-error mapping. +21. When a route has a Python reference implementation, the Rust path stays off by default and behind Python parity tests (disabled / enabled-equals-Python / bridge-unavailable fallback) until parity is proven. A new provider/route may instead be implemented rust-only with no Python reference; then the Python interface is a thin dispatch to Rust with no fallback, and tests cover the rust-backed path plus the unavailable-bridge error. State the rust-only choice explicitly in the PR. + +## Python bridge (SDK side) + +22. A Python -> Rust bridge keeps the Python side minimal: the Python interface only marshals inputs and calls the Rust interface, with no transform, handler, or business logic. Aim for well under 100 lines of interface code per route; if the Python grows past that, the logic belongs in Rust. +23. Do not bloat `litellm/main.py`. A route's provider dispatch lives in a thin dispatch class under `litellm/llms///` that calls the Rust bridge; `main.py` only instantiates it and calls its sync/async method. +24. Do not add new feature flags unless explicitly requested. Reuse the existing litellm rust rollout mechanism (`use_litellm_rust`); never introduce a per-route env flag such as `LITELLM_USE_RUST_`. + +## Checks before push + +25. Run, and keep green: + ```bash + cd litellm-rust + cargo fmt --check + cargo clippy -p litellm-ai-gateway --all-targets --features server -- -D warnings + cargo clippy -p litellm-core -p litellm-python-bridge --all-targets -- -D warnings + cargo test --workspace + ``` diff --git a/litellm-rust/crates/ai-gateway/Cargo.toml b/litellm-rust/crates/ai-gateway/Cargo.toml index 4055be36785..541beabe170 100644 --- a/litellm-rust/crates/ai-gateway/Cargo.toml +++ b/litellm-rust/crates/ai-gateway/Cargo.toml @@ -14,7 +14,7 @@ path = "src/main.rs" required-features = ["server"] [dependencies] -litellm-core.workspace = true +litellm-core = { workspace = true, features = ["bedrock-auth"] } # reqwest (rustls + json) is used by io/ocr and ships realtime logs to the # Python proxy callbacks API. reqwest.workspace = true @@ -41,3 +41,4 @@ python-config = ["dep:pyo3"] [dev-dependencies] futures-channel = "0.3" +tower = { version = "0.5.3", features = ["util"] } diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/common_utils.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/common_utils.rs new file mode 100644 index 00000000000..270d5c2d97a --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/common_utils.rs @@ -0,0 +1,48 @@ +use std::collections::BTreeMap; + +use litellm_core::CoreResult; +use litellm_core::audio_transcription::transformation::AudioTranscriptionProviderConfig; +use litellm_core::error::CoreError; +use litellm_core::providers::bedrock::audio_transcription::BEDROCK_AUDIO_TRANSCRIPTION_CONFIG; +use serde_json::{Map, Value}; + +pub(super) fn audio_transcription_provider_config( + provider: &str, +) -> Option<&'static dyn AudioTranscriptionProviderConfig> { + match provider { + "bedrock" => Some(&BEDROCK_AUDIO_TRANSCRIPTION_CONFIG), + _ => None, + } +} + +pub(super) fn string_headers( + headers: Option>, +) -> CoreResult> { + headers + .unwrap_or_default() + .into_iter() + .map(|(key, value)| { + value + .as_str() + .map(|value| (key.clone(), value.to_string())) + .ok_or_else(|| { + CoreError::InvalidRequest(format!( + "audio transcription extra_headers.{key} must be a string" + )) + }) + }) + .collect() +} + +pub(super) fn has_header(headers: &BTreeMap, name: &str) -> bool { + headers.keys().any(|key| key.eq_ignore_ascii_case(name)) +} + +pub(super) fn truncate_error_body(body: &str) -> String { + let truncated: String = body.chars().take(256).collect(); + if truncated.chars().count() == body.chars().count() { + truncated + } else { + format!("{truncated}... (truncated)") + } +} diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/handler.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/handler.rs new file mode 100644 index 00000000000..33c13550f58 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/handler.rs @@ -0,0 +1,89 @@ +use std::time::SystemTime; + +use litellm_core::CoreResult; +use litellm_core::audio_transcription::transformation::AudioTranscriptionAuth; +use litellm_core::error::CoreError; +use litellm_core::providers::bedrock::audio_transcription::aws_auth_config; +use litellm_core::providers::bedrock::aws_base::{resolve_credentials, sign_bedrock_post}; +use serde_json::Value; + +use super::common_utils::truncate_error_body; +use super::types::ProviderAudioTranscriptionRequest; +use crate::client::http_client; + +pub(crate) async fn execute_audio_transcription_provider_call( + request: ProviderAudioTranscriptionRequest, +) -> CoreResult { + let body = serde_json::to_vec(&request.body).map_err(|error| { + CoreError::InvalidRequest(format!("invalid audio request body: {error}")) + })?; + let mut request_builder = http_client().post(&request.url).body(body.clone()); + for (key, value) in &request.upstream_headers { + request_builder = request_builder.header(key, value); + } + if let Some(duration) = request.timeout { + request_builder = request_builder.timeout(duration); + } + let response = request_builder + .send() + .await + .map_err(|error| CoreError::Network(error.to_string()))?; + let status = response.status(); + let text = response + .text() + .await + .map_err(|error| CoreError::Network(error.to_string()))?; + if !status.is_success() { + return Err(CoreError::Http { + status: status.as_u16(), + body: truncate_error_body(&text), + }); + } + let response_json: Value = serde_json::from_str(&text).map_err(|error| { + CoreError::InvalidResponse(format!("invalid audio response JSON: {error}")) + })?; + Ok(request + .config + .transform_transcription_response(&request.model, response_json)? + .into_json()) +} + +pub(crate) async fn sign_request( + request: &ProviderAudioTranscriptionRequest, + optional_params: &serde_json::Map, +) -> CoreResult { + let env_lookup = environment_lookup; + let auth = request + .config + .auth_strategy(&request.model, optional_params, &env_lookup)?; + let body = serde_json::to_vec(&request.body).map_err(|error| { + CoreError::InvalidRequest(format!("invalid audio request body: {error}")) + })?; + let mut headers = super::common_utils::string_headers(None)?; + headers.insert("Content-Type".to_string(), "application/json".to_string()); + headers.extend(request.upstream_headers.iter().cloned()); + match auth { + AudioTranscriptionAuth::Bearer => {} + AudioTranscriptionAuth::AwsSigV4 { region, .. } => { + let credentials = + resolve_credentials(aws_auth_config(optional_params, &env_lookup), &env_lookup) + .await?; + headers.extend(sign_bedrock_post( + &request.url, + &body, + &headers, + ®ion, + &credentials, + SystemTime::now(), + )?); + } + } + Ok(ProviderAudioTranscriptionRequest { + upstream_headers: headers.into_iter().collect(), + ..request.clone() + }) +} + +pub(super) fn environment_lookup(key: &str) -> Option { + std::env::var(key).ok() +} diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs new file mode 100644 index 00000000000..8b6896f3846 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs @@ -0,0 +1,300 @@ +use std::future::Future; +use std::pin::Pin; + +use litellm_core::CoreResult; +use litellm_core::audio_transcription::transformation::AudioTranscriptionAuth; +use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming}; +use litellm_core::error::CoreError; +use serde_json::{Map, Value, json}; + +use super::common_utils::{audio_transcription_provider_config, has_header, string_headers}; +use super::handler::sign_request; +use super::types::{PreparedAudioTranscriptionRequest, ProviderAudioTranscriptionRequest}; +use crate::integrations::custom_guardrail::{ + CustomGuardrailRunner, GuardrailContext, GuardrailError, GuardrailRequest, +}; +use crate::integrations::custom_logger::{ + CallType, CallbackTiming, CallbackValue, CustomLoggerRunner, LoggingError, ModelCallDetails, +}; +use crate::integrations::types::{ + RequestMetadata, StandardLoggingMetadata, StandardLoggingPayload, +}; + +pub(crate) struct AudioTranscriptionLifecycleHooks { + logger_runner: CustomLoggerRunner, + guardrail_runner: CustomGuardrailRunner, + request_metadata: RequestMetadata, +} + +type AudioFuture<'a, T> = Pin> + Send + 'a>>; +type AudioLogFuture<'a> = Pin + Send + 'a>>; + +impl AudioTranscriptionLifecycleHooks { + pub(crate) fn new( + logger_runner: CustomLoggerRunner, + guardrail_runner: CustomGuardrailRunner, + request_metadata: RequestMetadata, + ) -> Self { + Self { + logger_runner, + guardrail_runner, + request_metadata, + } + } + + async fn run_pre_call_guardrails( + &self, + request: PreparedAudioTranscriptionRequest, + ) -> CoreResult { + if self.guardrail_runner.is_empty() { + return Ok(request); + } + let (guardrail_request, _) = self + .guardrail_runner + .run_pre_call( + &guardrail_context(&self.request_metadata), + GuardrailRequest::new(json!({ + "model": request.model, + "custom_llm_provider": request.custom_llm_provider, + "audio": request.audio, + "optional_params": request.optional_params, + })), + ) + .await + .map_err(guardrail_error_to_core_error)?; + let Value::Object(mut data) = guardrail_request.data else { + return Err(CoreError::InvalidRequest( + "audio transcription pre_call guardrail must return an object".to_string(), + )); + }; + let audio = data.remove("audio").ok_or_else(|| { + CoreError::InvalidRequest("audio transcription guardrail removed audio".to_string()) + })?; + let optional_params = match data.remove("optional_params") { + Some(Value::Object(value)) => value, + Some(_) => { + return Err(CoreError::InvalidRequest( + "audio transcription optional_params must be an object".to_string(), + )); + } + None => Map::new(), + }; + Ok(PreparedAudioTranscriptionRequest { + audio, + optional_params, + ..request + }) + } + + async fn prepare_provider_request( + &self, + request: PreparedAudioTranscriptionRequest, + ) -> CoreResult { + let config = audio_transcription_provider_config(&request.custom_llm_provider) + .ok_or_else(|| CoreError::InvalidProvider(request.custom_llm_provider.clone()))?; + let env_lookup = super::handler::environment_lookup; + let headers = string_headers(request.extra_headers)?; + let url = config.complete_url( + request.api_base.as_deref(), + &request.model, + &request.optional_params, + &env_lookup, + )?; + let filtered_params = config.map_transcription_params(&request.optional_params); + let body = config.transform_transcription_request( + &request.model, + request.audio, + filtered_params, + )?; + let auth = config.auth_strategy(&request.model, &request.optional_params, &env_lookup)?; + let mut upstream_headers = headers.into_iter().collect::>(); + if matches!(auth, AudioTranscriptionAuth::Bearer) + && !has_header( + &upstream_headers + .iter() + .cloned() + .collect::>(), + "authorization", + ) + && let Some(api_key) = request.api_key.as_deref() + { + upstream_headers.push(("Authorization".to_string(), format!("Bearer {api_key}"))); + } + let provider_request = ProviderAudioTranscriptionRequest { + model: request.model, + config, + url, + body: body.body, + upstream_headers, + timeout: request.timeout, + }; + let provider_request = self.run_during_call_guardrails(provider_request).await?; + sign_request(&provider_request, &request.optional_params).await + } + + async fn run_during_call_guardrails( + &self, + request: ProviderAudioTranscriptionRequest, + ) -> CoreResult { + if self.guardrail_runner.is_empty() { + return Ok(request); + } + let (guardrail_request, _) = self + .guardrail_runner + .run_during_call( + &guardrail_context(&self.request_metadata), + GuardrailRequest::new(json!({ + "model": request.model, + "custom_llm_provider": "bedrock", + "url": request.url, + "body": request.body, + })), + ) + .await + .map_err(guardrail_error_to_core_error)?; + let Value::Object(mut data) = guardrail_request.data else { + return Err(CoreError::InvalidRequest( + "audio transcription during_call guardrail must return an object".to_string(), + )); + }; + let body = data.remove("body").ok_or_else(|| { + CoreError::InvalidRequest("audio transcription guardrail removed body".to_string()) + })?; + Ok(ProviderAudioTranscriptionRequest { body, ..request }) + } + + fn logging_payload( + &self, + context: &CallLifecycleContext, + timing: &CallLifecycleTiming, + ) -> StandardLoggingPayload { + StandardLoggingPayload { + id: context.litellm_call_id.clone(), + litellm_call_id: context.litellm_call_id.clone(), + call_type: context.call_type.clone(), + model: context.model.clone(), + custom_llm_provider: context.custom_llm_provider.clone(), + response_cost: 0.0, + prompt_tokens: 0, + completion_tokens: 0, + total_tokens: 0, + start_time: timing.start_time, + end_time: timing.end_time, + stream: false, + metadata: StandardLoggingMetadata { + user_api_key_hash: self.request_metadata.user_api_key_hash.clone(), + user_api_key_user_id: self.request_metadata.user_api_key_user_id.clone(), + user_api_key_team_id: self.request_metadata.user_api_key_team_id.clone(), + ..Default::default() + }, + messages: None, + } + } +} + +impl CallLifecycleHooks + for AudioTranscriptionLifecycleHooks +{ + type PreCallFuture<'a> = AudioFuture<'a, PreparedAudioTranscriptionRequest>; + type DuringCallFuture<'a> = AudioFuture<'a, ProviderAudioTranscriptionRequest>; + type SuccessFuture<'a> = AudioLogFuture<'a>; + type FailureFuture<'a> = AudioLogFuture<'a>; + + fn async_pre_call_hook<'a>( + &'a self, + _context: &'a CallLifecycleContext, + request: PreparedAudioTranscriptionRequest, + ) -> Self::PreCallFuture<'a> { + Box::pin(async move { self.run_pre_call_guardrails(request).await }) + } + + fn async_during_call_hook<'a>( + &'a self, + _context: &'a CallLifecycleContext, + request: PreparedAudioTranscriptionRequest, + ) -> Self::DuringCallFuture<'a> { + Box::pin(async move { self.prepare_provider_request(request).await }) + } + + fn async_log_success_event<'a>( + &'a self, + context: &'a CallLifecycleContext, + response: &'a Value, + timing: &'a CallLifecycleTiming, + ) -> Self::SuccessFuture<'a> { + Box::pin(async move { + if self.logger_runner.is_empty() { + return; + } + self.logger_runner + .async_log_success_event( + &ModelCallDetails::from_standard_logging_payload( + self.logging_payload(context, timing), + ), + &CallbackValue::new("audio_transcription", response.clone()), + CallbackTiming::new(timing.start_time, timing.end_time), + ) + .await; + }) + } + + fn async_log_failure_event<'a>( + &'a self, + context: &'a CallLifecycleContext, + error: &'a CoreError, + timing: &'a CallLifecycleTiming, + ) -> Self::FailureFuture<'a> { + Box::pin(async move { + if self.logger_runner.is_empty() { + return; + } + let logging_error = LoggingError { + message: error.to_string(), + kind: core_error_kind(error).to_string(), + }; + self.logger_runner + .async_log_failure_event( + &ModelCallDetails::from_standard_logging_payload( + self.logging_payload(context, timing), + ) + .with_failure_error(logging_error.clone()), + Some(&CallbackValue::new( + "error", + json!({"message": logging_error.message, "kind": logging_error.kind}), + )), + CallbackTiming::new(timing.start_time, timing.end_time), + ) + .await; + }) + } +} + +fn guardrail_context(metadata: &RequestMetadata) -> GuardrailContext { + GuardrailContext { + call_type: CallType::Other("audio_transcription".to_string()), + selected_guardrails: Vec::new(), + metadata: std::collections::HashMap::new(), + user_api_key_hash: metadata.user_api_key_hash.clone(), + user_api_key_user_id: metadata.user_api_key_user_id.clone(), + user_api_key_team_id: metadata.user_api_key_team_id.clone(), + trace_parent: None, + } +} + +fn guardrail_error_to_core_error(error: GuardrailError) -> CoreError { + CoreError::InvalidRequest(format!("{}: {}", error.kind, error.message)) +} + +fn core_error_kind(error: &CoreError) -> &'static str { + match error { + CoreError::Auth(_) => "AuthError", + CoreError::InvalidProvider(_) => "InvalidProvider", + CoreError::InvalidRequest(_) => "InvalidRequest", + CoreError::InvalidType { .. } => "InvalidType", + CoreError::MissingField(_) => "MissingField", + CoreError::Http { .. } => "HttpError", + CoreError::InvalidResponse(_) => "InvalidResponse", + CoreError::Network(_) => "NetworkError", + CoreError::Routing(_) => "RoutingError", + } +} diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/mod.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/mod.rs new file mode 100644 index 00000000000..5d33d912c40 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/mod.rs @@ -0,0 +1,25 @@ +use litellm_core::CoreResult; +use litellm_core::call_lifecycle::CallLifecycle; +use serde_json::Value; + +mod common_utils; +mod handler; +mod hooks; +mod prepare; +mod types; + +pub use types::AudioTranscriptionRequest; + +use handler::execute_audio_transcription_provider_call; +use prepare::{PreparedAudioTranscriptionCall, prepare_audio_transcription_call}; + +pub async fn audio_transcription(request: AudioTranscriptionRequest<'_>) -> CoreResult { + let PreparedAudioTranscriptionCall { request, hooks } = + prepare_audio_transcription_call(request); + CallLifecycle::default() + .run_request(request, &hooks, execute_audio_transcription_provider_call) + .await +} + +#[cfg(test)] +mod tests; diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/prepare.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/prepare.rs new file mode 100644 index 00000000000..a475d58635f --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/prepare.rs @@ -0,0 +1,55 @@ +use std::sync::atomic::{AtomicU64, Ordering}; +use std::time::{SystemTime, UNIX_EPOCH}; + +use litellm_core::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider}; + +use super::hooks::AudioTranscriptionLifecycleHooks; +use super::types::{AudioTranscriptionRequest, PreparedAudioTranscriptionRequest}; +use crate::integrations::custom_guardrail::CustomGuardrailRunner; +use crate::integrations::custom_logger::CustomLoggerRunner; + +pub(crate) struct PreparedAudioTranscriptionCall { + pub(crate) request: PreparedAudioTranscriptionRequest, + pub(crate) hooks: AudioTranscriptionLifecycleHooks, +} + +pub(crate) fn prepare_audio_transcription_call( + request: AudioTranscriptionRequest<'_>, +) -> PreparedAudioTranscriptionCall { + let call_id = request + .litellm_call_id + .map(str::to_string) + .unwrap_or_else(new_audio_transcription_call_id); + let provider_info = get_custom_llm_provider(request.model, request.custom_llm_provider) + .unwrap_or(CustomLlmProvider { + model: request.model, + custom_llm_provider: "bedrock", + }); + PreparedAudioTranscriptionCall { + request: PreparedAudioTranscriptionRequest { + model: provider_info.model.to_string(), + custom_llm_provider: provider_info.custom_llm_provider.to_string(), + litellm_call_id: call_id, + audio: request.audio, + api_key: request.api_key.map(str::to_string), + api_base: request.api_base.map(str::to_string), + extra_headers: request.extra_headers, + optional_params: request.optional_params, + timeout: request.timeout, + }, + hooks: AudioTranscriptionLifecycleHooks::new( + CustomLoggerRunner::new(request.callbacks), + CustomGuardrailRunner::new(request.guardrails), + request.request_metadata, + ), + } +} + +fn new_audio_transcription_call_id() -> String { + static COUNTER: AtomicU64 = AtomicU64::new(1); + let sequence = COUNTER.fetch_add(1, Ordering::Relaxed); + let timestamp = SystemTime::now() + .duration_since(UNIX_EPOCH) + .map_or(0, |duration| duration.as_nanos()); + format!("audio-transcription-{timestamp}-{sequence}") +} diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/tests.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/tests.rs new file mode 100644 index 00000000000..5df04708b7d --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/tests.rs @@ -0,0 +1,53 @@ +use std::io::{Read, Write}; +use std::net::TcpListener; +use std::thread; + +use serde_json::{Map, json}; + +use super::{AudioTranscriptionRequest, audio_transcription}; + +#[tokio::test] +async fn bedrock_request_is_signed_and_contains_audio() { + let listener = TcpListener::bind("127.0.0.1:0").expect("listener"); + let address = listener.local_addr().expect("address"); + let server = thread::spawn(move || { + let (mut stream, _) = listener.accept().expect("connection"); + let mut request = Vec::new(); + let mut buffer = [0_u8; 16_384]; + let count = stream.read(&mut buffer).expect("request"); + request.extend_from_slice(&buffer[..count]); + let request = String::from_utf8_lossy(&request); + assert!(request.contains("POST /model/mistral.voxtral-mini-3b-2507/converse")); + assert!(request.contains("authorization: AWS4-HMAC-SHA256")); + assert!(request.contains("x-amz-date:")); + assert!(request.contains("\"bytes\":\"AQI=\"")); + assert!(request.contains("Transcribe the audio. Respond with only the transcript.")); + let response = b"HTTP/1.1 200 OK\r\nContent-Type: application/json\r\nContent-Length: 53\r\nConnection: close\r\n\r\n{\"output\":{\"message\":{\"content\":[{\"text\":\"hello\"}]}}}"; + stream.write_all(response).expect("response"); + }); + + let optional_params = Map::from_iter([ + ("aws_access_key_id".to_string(), json!("access-key")), + ("aws_secret_access_key".to_string(), json!("secret-key")), + ("aws_region_name".to_string(), json!("us-east-1")), + ]); + let api_base = format!("http://{address}"); + let response = audio_transcription(AudioTranscriptionRequest { + model: "mistral.voxtral-mini-3b-2507", + audio: json!({"data": "AQI=", "format": "wav", "filename": "audio.wav"}), + api_key: None, + api_base: Some(&api_base), + custom_llm_provider: Some("bedrock"), + extra_headers: None, + optional_params, + timeout: None, + callbacks: Vec::new(), + guardrails: Vec::new(), + request_metadata: Default::default(), + litellm_call_id: None, + }) + .await + .expect("transcription"); + assert_eq!(response, json!({"text": "hello"})); + server.join().expect("server"); +} diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/types.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/types.rs new file mode 100644 index 00000000000..9697aa98b0a --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/types.rs @@ -0,0 +1,58 @@ +use std::sync::Arc; +use std::time::Duration; + +use litellm_core::audio_transcription::transformation::AudioTranscriptionProviderConfig; +use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleRequest}; +use serde_json::{Map, Value}; + +use crate::integrations::custom_guardrail::CustomGuardrail; +use crate::integrations::custom_logger::CustomLogger; +use crate::integrations::types::RequestMetadata; + +pub struct AudioTranscriptionRequest<'a> { + pub model: &'a str, + pub audio: Value, + pub api_key: Option<&'a str>, + pub api_base: Option<&'a str>, + pub custom_llm_provider: Option<&'a str>, + pub extra_headers: Option>, + pub optional_params: Map, + pub timeout: Option, + pub callbacks: Vec>, + pub guardrails: Vec>, + pub request_metadata: RequestMetadata, + pub litellm_call_id: Option<&'a str>, +} + +pub(crate) struct PreparedAudioTranscriptionRequest { + pub(crate) model: String, + pub(crate) custom_llm_provider: String, + pub(crate) litellm_call_id: String, + pub(crate) audio: Value, + pub(crate) api_key: Option, + pub(crate) api_base: Option, + pub(crate) extra_headers: Option>, + pub(crate) optional_params: Map, + pub(crate) timeout: Option, +} + +impl CallLifecycleRequest for PreparedAudioTranscriptionRequest { + fn lifecycle_context(&self) -> CallLifecycleContext { + CallLifecycleContext::new( + "audio_transcription", + self.model.clone(), + self.custom_llm_provider.clone(), + self.litellm_call_id.clone(), + ) + } +} + +#[derive(Clone)] +pub(crate) struct ProviderAudioTranscriptionRequest { + pub(crate) model: String, + pub(crate) config: &'static dyn AudioTranscriptionProviderConfig, + pub(crate) url: String, + pub(crate) body: Value, + pub(crate) upstream_headers: Vec<(String, String)>, + pub(crate) timeout: Option, +} diff --git a/litellm-rust/crates/ai-gateway/src/auth/mod.rs b/litellm-rust/crates/ai-gateway/src/auth/mod.rs index 438a0513057..b09d8285c3a 100644 --- a/litellm-rust/crates/ai-gateway/src/auth/mod.rs +++ b/litellm-rust/crates/ai-gateway/src/auth/mod.rs @@ -9,9 +9,9 @@ //! runs during extraction, before the handler body. Routes never re-implement it. use axum::extract::FromRequestParts; +use axum::http::StatusCode; use axum::http::header::AUTHORIZATION; use axum::http::request::Parts; -use axum::http::StatusCode; use sha2::{Digest, Sha256}; use subtle::ConstantTimeEq; diff --git a/litellm-rust/crates/ai-gateway/src/ocr/client.rs b/litellm-rust/crates/ai-gateway/src/client.rs similarity index 60% rename from litellm-rust/crates/ai-gateway/src/ocr/client.rs rename to litellm-rust/crates/ai-gateway/src/client.rs index 79cc7816227..ff2606f0229 100644 --- a/litellm-rust/crates/ai-gateway/src/ocr/client.rs +++ b/litellm-rust/crates/ai-gateway/src/client.rs @@ -1,13 +1,13 @@ use std::sync::OnceLock; use std::time::Duration; -const OCR_TIMEOUT_SECS: u64 = 600; +const HTTP_CLIENT_TIMEOUT_SECS: u64 = 600; -pub(super) fn http_client() -> &'static reqwest::Client { +pub(crate) fn http_client() -> &'static reqwest::Client { static CLIENT: OnceLock = OnceLock::new(); CLIENT.get_or_init(|| { reqwest::Client::builder() - .timeout(Duration::from_secs(OCR_TIMEOUT_SECS)) + .timeout(Duration::from_secs(HTTP_CLIENT_TIMEOUT_SECS)) .build() .expect("failed to build reqwest client") }) diff --git a/litellm-rust/crates/ai-gateway/src/constants.rs b/litellm-rust/crates/ai-gateway/src/constants.rs index 109b648f5db..74808cf1ce6 100644 --- a/litellm-rust/crates/ai-gateway/src/constants.rs +++ b/litellm-rust/crates/ai-gateway/src/constants.rs @@ -28,3 +28,31 @@ pub(crate) const DEFAULT_FLUSH_INTERVAL_MS: u64 = 500; /// Provider attributed to realtime sessions in the logging payload. #[cfg(feature = "server")] pub(crate) const DEFAULT_PROVIDER: &str = "openai"; + +/// Full-request timeout ceiling for Anthropic Messages provider calls, in +/// seconds. Mirrors the Python Anthropic Messages default. The per-request +/// timeout from `litellm_params` still overrides this on the request builder. +pub(crate) const MESSAGES_TIMEOUT_SECS: u64 = 600; + +/// Connect timeout for Anthropic Messages provider calls, in seconds. +pub(crate) const MESSAGES_CONNECT_TIMEOUT_SECS: u64 = 10; + +/// Max characters of an upstream error body echoed across the host boundary +/// before truncation, so provider bodies are bounded and data-minimized. +pub(crate) const MESSAGES_ERROR_BODY_MAX_CHARS: usize = 256; + +pub(crate) const DEFAULT_RESPONSES_WS_CONNECT_TIMEOUT_SECS: u64 = 10; +pub(crate) const DEFAULT_RESPONSES_WS_IDLE_TIMEOUT_SECS: u64 = 300; + +/// HTTP path for the non-streaming Anthropic Messages route. +#[cfg(feature = "server")] +pub(crate) const MESSAGES_ROUTE_PATH: &str = "/v1/messages"; + +/// Provider name used by the Anthropic Messages route when a deployment's +/// provider model does not carry an explicit provider prefix. +pub(crate) const ANTHROPIC_MESSAGES_PROVIDER: &str = "anthropic"; + +/// Request headers owned by the gateway and never forwarded upstream. +#[cfg(feature = "server")] +pub(crate) const MESSAGES_HEADERS_NOT_FORWARDED: &[&str] = + &["authorization", "connection", "content-length", "host"]; diff --git a/litellm-rust/crates/ai-gateway/src/io/audio_transcription.rs b/litellm-rust/crates/ai-gateway/src/io/audio_transcription.rs new file mode 100644 index 00000000000..80d9e401a5f --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/io/audio_transcription.rs @@ -0,0 +1 @@ +pub use crate::audio_transcription::{AudioTranscriptionRequest, audio_transcription}; diff --git a/litellm-rust/crates/ai-gateway/src/io/messages.rs b/litellm-rust/crates/ai-gateway/src/io/messages.rs new file mode 100644 index 00000000000..86170e45678 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/io/messages.rs @@ -0,0 +1 @@ +pub use crate::messages::{MessagesRequest, messages}; diff --git a/litellm-rust/crates/ai-gateway/src/io/mod.rs b/litellm-rust/crates/ai-gateway/src/io/mod.rs index 3b566027646..6129a808965 100644 --- a/litellm-rust/crates/ai-gateway/src/io/mod.rs +++ b/litellm-rust/crates/ai-gateway/src/io/mod.rs @@ -1,3 +1,6 @@ +pub mod audio_transcription; +pub mod messages; pub mod ocr; pub mod realtime; pub mod realtime_pool; +pub mod responses_ws; diff --git a/litellm-rust/crates/ai-gateway/src/io/ocr.rs b/litellm-rust/crates/ai-gateway/src/io/ocr.rs index 55e02839c4e..2fc82f0b61f 100644 --- a/litellm-rust/crates/ai-gateway/src/io/ocr.rs +++ b/litellm-rust/crates/ai-gateway/src/io/ocr.rs @@ -1 +1 @@ -pub use crate::ocr::{ocr, OcrRequest}; +pub use crate::ocr::{OcrRequest, ocr}; diff --git a/litellm-rust/crates/ai-gateway/src/io/realtime.rs b/litellm-rust/crates/ai-gateway/src/io/realtime.rs index 40a38c1579a..845e7bf9527 100644 --- a/litellm-rust/crates/ai-gateway/src/io/realtime.rs +++ b/litellm-rust/crates/ai-gateway/src/io/realtime.rs @@ -15,16 +15,16 @@ use std::time::Duration; use futures_util::stream::{SplitSink, SplitStream}; use futures_util::{Sink, SinkExt, Stream, StreamExt}; +use litellm_core::CoreResult; use litellm_core::error::CoreError; use litellm_core::realtime::transformation::RealtimeProviderConfig; use litellm_core::realtime::types::RealtimeEvent; -use litellm_core::CoreResult; use tokio::net::TcpStream; -use tokio_tungstenite::tungstenite::client::IntoClientRequest; -use tokio_tungstenite::tungstenite::http::header::AUTHORIZATION; -use tokio_tungstenite::tungstenite::http::HeaderValue; use tokio_tungstenite::tungstenite::Message; -use tokio_tungstenite::{connect_async, MaybeTlsStream, WebSocketStream}; +use tokio_tungstenite::tungstenite::client::IntoClientRequest; +use tokio_tungstenite::tungstenite::http::HeaderValue; +use tokio_tungstenite::tungstenite::http::header::AUTHORIZATION; +use tokio_tungstenite::{MaybeTlsStream, WebSocketStream, connect_async}; use litellm_core::providers::openai::realtime::transformation::OPENAI_REALTIME_CONFIG; @@ -113,7 +113,7 @@ pub(crate) async fn read_event(upstream_rx: &mut UpstreamRx) -> CoreResult { return Err(CoreError::Network( "upstream closed before first event".to_string(), - )) + )); } _ => continue, } diff --git a/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs b/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs index bf8041f31d7..4a1a3cd1166 100644 --- a/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs +++ b/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs @@ -28,11 +28,11 @@ use std::sync::{Arc, Mutex}; use std::time::{Duration, Instant}; use futures_util::StreamExt; -use litellm_core::realtime::types::RealtimeEvent; use litellm_core::CoreResult; +use litellm_core::realtime::types::RealtimeEvent; use crate::io::realtime::{ - dial_upstream, read_event, resolve_api_key, UpstreamRx, UpstreamTx, UpstreamWs, + UpstreamRx, UpstreamTx, UpstreamWs, dial_upstream, read_event, resolve_api_key, }; /// Default target warm sockets per key when pooling is enabled. @@ -473,8 +473,8 @@ pub fn upstream_key( /// unhealthy — we'd rather discard and fresh-dial than hand over a socket in an /// unexpected state. `Pending` (the healthy case) returns `false`. fn is_dead(rx: &mut UpstreamRx) -> bool { - use futures_util::task::noop_waker_ref; use futures_util::Stream; + use futures_util::task::noop_waker_ref; use std::pin::Pin; use std::task::{Context, Poll}; @@ -523,15 +523,15 @@ mod tests { )) .await; while let Some(Ok(msg)) = ws.next().await { - if let Message::Text(text) = msg { - if text.contains("response.create") { - for frame in [ - r#"{"type":"response.created"}"#, - r#"{"type":"response.output_audio.delta","delta":"AAAA"}"#, - r#"{"type":"response.done"}"#, - ] { - let _ = ws.send(Message::Text(frame.to_string())).await; - } + if let Message::Text(text) = msg + && text.contains("response.create") + { + for frame in [ + r#"{"type":"response.created"}"#, + r#"{"type":"response.output_audio.delta","delta":"AAAA"}"#, + r#"{"type":"response.done"}"#, + ] { + let _ = ws.send(Message::Text(frame.to_string())).await; } } } diff --git a/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs b/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs new file mode 100644 index 00000000000..9b51019f4bc --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs @@ -0,0 +1,549 @@ +use std::collections::HashMap; +use std::sync::Arc; +use std::time::Duration; + +use futures_util::stream::{SplitSink, SplitStream}; +use futures_util::{Sink, SinkExt, Stream, StreamExt}; +use litellm_core::providers::openai::responses::transformation::OPENAI_RESPONSES_WS_CONFIG; +use litellm_core::responses::types::ResponsesWsEvent; +use litellm_core::responses::websocket::ResponsesWebSocketProviderConfig; +use litellm_core::{CoreError, CoreResult}; +use tokio::net::TcpStream; +use tokio::sync::Mutex; +use tokio_tungstenite::tungstenite::Message; +use tokio_tungstenite::tungstenite::client::IntoClientRequest; +use tokio_tungstenite::tungstenite::http::HeaderValue; +use tokio_tungstenite::tungstenite::http::header::{AUTHORIZATION, HeaderName}; +use tokio_tungstenite::{MaybeTlsStream, WebSocketStream, connect_async}; + +use crate::constants::{ + DEFAULT_RESPONSES_WS_CONNECT_TIMEOUT_SECS, DEFAULT_RESPONSES_WS_IDLE_TIMEOUT_SECS, +}; + +const OPENAI_API_KEY_ENV: &str = "OPENAI_API_KEY"; +const MISSING_KEY_MESSAGE: &str = "Missing OpenAI API Key - a Responses WebSocket call is being made but no key was passed via params or the OPENAI_API_KEY environment variable"; + +pub type ResponsesUpstreamWs = WebSocketStream>; +type UpstreamTx = SplitSink; +type UpstreamRx = SplitStream; + +#[derive(Clone)] +pub struct ResponsesWebSocketConnection { + socket: Arc>>, +} + +impl ResponsesWebSocketConnection { + pub async fn connect_url( + url: &str, + headers: &HashMap, + timeout: Option, + ) -> CoreResult { + let mut request = url + .into_client_request() + .map_err(|error| CoreError::Network(error.to_string()))?; + for (name, value) in headers { + let header_name = name + .parse::() + .map_err(|error| CoreError::InvalidRequest(error.to_string()))?; + let header_value = HeaderValue::from_str(value) + .map_err(|error| CoreError::InvalidRequest(error.to_string()))?; + request.headers_mut().insert(header_name, header_value); + } + let connect = connect_async(request); + let result = match timeout { + Some(timeout) => tokio::time::timeout(timeout, connect).await.map_err(|_| { + CoreError::Network("Responses WebSocket connection timed out".to_string()) + })?, + None => connect.await, + }; + let (socket, _) = result.map_err(|error| match error { + tokio_tungstenite::tungstenite::Error::Http(response) => CoreError::Http { + status: response.status().as_u16(), + body: String::new(), + }, + other => CoreError::Network(other.to_string()), + })?; + Ok(Self { + socket: Arc::new(Mutex::new(Some(socket))), + }) + } + + pub async fn send_text(&self, text: String) -> CoreResult<()> { + let mut socket = self.socket.lock().await; + let Some(socket) = socket.as_mut() else { + return Err(CoreError::Network( + "Responses WebSocket is closed".to_string(), + )); + }; + socket + .send(Message::Text(text)) + .await + .map_err(|error| CoreError::Network(error.to_string())) + } + + pub async fn recv_text(&self) -> CoreResult> { + let mut socket_guard = self.socket.lock().await; + let Some(socket) = socket_guard.as_mut() else { + return Ok(None); + }; + match socket.next().await { + Some(Ok(Message::Text(text))) => Ok(Some(text)), + Some(Ok(Message::Binary(bytes))) => String::from_utf8(bytes.to_vec()) + .map(Some) + .map_err(|error| CoreError::InvalidResponse(error.to_string())), + Some(Ok(Message::Close(_))) | None => Ok(None), + Some(Ok(_)) => Ok(None), + Some(Err(error)) => Err(CoreError::Network(error.to_string())), + } + } + + pub async fn close(&self) -> CoreResult<()> { + let mut socket = self.socket.lock().await; + if let Some(socket) = socket.as_mut() { + socket + .close(None) + .await + .map_err(|error| CoreError::Network(error.to_string()))?; + } + *socket = None; + Ok(()) + } +} + +pub(crate) fn resolve_api_key(api_key: Option<&str>) -> CoreResult { + api_key + .map(str::trim) + .filter(|value| !value.is_empty()) + .map(str::to_string) + .or_else(|| { + std::env::var(OPENAI_API_KEY_ENV) + .ok() + .filter(|value| !value.trim().is_empty()) + }) + .ok_or_else(|| CoreError::Auth(MISSING_KEY_MESSAGE.to_string())) +} + +async fn dial_upstream( + model: &str, + api_key: &str, + api_base: Option<&str>, +) -> CoreResult { + let url = OPENAI_RESPONSES_WS_CONFIG.complete_websocket_url(api_base, model); + let mut request = url + .as_str() + .into_client_request() + .map_err(|error| CoreError::Network(error.to_string()))?; + request.headers_mut().insert( + AUTHORIZATION, + HeaderValue::from_str(&format!("Bearer {api_key}")) + .map_err(|error| CoreError::Auth(error.to_string()))?, + ); + let result = tokio::time::timeout( + Duration::from_secs(DEFAULT_RESPONSES_WS_CONNECT_TIMEOUT_SECS), + connect_async(request), + ) + .await + .map_err(|_| CoreError::Network("Responses WebSocket connection timed out".to_string()))?; + result + .map(|(socket, _)| socket) + .map_err(|error| match error { + tokio_tungstenite::tungstenite::Error::Http(response) => CoreError::Http { + status: response.status().as_u16(), + body: String::new(), + }, + other => CoreError::Network(other.to_string()), + }) +} + +pub struct ResponsesWebSocketStreaming; + +impl ResponsesWebSocketStreaming { + pub async fn bidirectional_forward( + model: &str, + upstream_tx: UpstreamTx, + upstream_rx: UpstreamRx, + idle_timeout: Option, + observe: impl FnMut(&ResponsesWsEvent) + Send, + client_in: In, + client_out: Out, + ) -> CoreResult<()> + where + In: Stream + Unpin + Send, + Out: Sink + Unpin + Send, + Out::Error: std::fmt::Display, + { + splice( + model, + upstream_tx, + upstream_rx, + idle_timeout, + observe, + client_in, + client_out, + ) + .await + } +} + +pub(crate) async fn splice( + model: &str, + mut upstream_tx: UpstreamTx, + mut upstream_rx: UpstreamRx, + idle_timeout: Option, + mut observe: impl FnMut(&ResponsesWsEvent) + Send, + mut client_in: In, + mut client_out: Out, +) -> CoreResult<()> +where + In: Stream + Unpin + Send, + Out: Sink + Unpin + Send, + Out::Error: std::fmt::Display, +{ + let idle = + idle_timeout.unwrap_or_else(|| Duration::from_secs(DEFAULT_RESPONSES_WS_IDLE_TIMEOUT_SECS)); + loop { + tokio::select! { + event = client_in.next() => { + let Some(event) = event else { break }; + for outbound in OPENAI_RESPONSES_WS_CONFIG + .transform_ws_request(&event, model)? + .events + { + let payload = serde_json::to_string(&outbound) + .map_err(|error| CoreError::InvalidResponse(error.to_string()))?; + upstream_tx.send(Message::Text(payload)) + .await + .map_err(|error| CoreError::Network(error.to_string()))?; + } + } + message = upstream_rx.next() => { + let Some(message) = message else { break }; + match message.map_err(|error| CoreError::Network(error.to_string()))? { + Message::Text(text) => { + let event = serde_json::from_str::(&text) + .map_err(|error| CoreError::InvalidResponse(error.to_string()))?; + observe(&event); + for outbound in OPENAI_RESPONSES_WS_CONFIG + .transform_ws_response(&event, model)? + .events + { + client_out.send(outbound) + .await + .map_err(|error| CoreError::Network(error.to_string()))?; + } + } + Message::Close(_) => break, + _ => {} + } + } + _ = tokio::time::sleep(idle) => break, + } + } + Ok(()) +} + +#[allow(clippy::too_many_arguments)] +pub async fn async_responses_websocket( + model: &str, + api_key: Option<&str>, + api_base: Option<&str>, + first_frame: Option, + idle_timeout: Option, + mut observe: impl FnMut(&ResponsesWsEvent) + Send, + client_in: In, + client_out: Out, +) -> CoreResult<()> +where + In: Stream + Unpin + Send, + Out: Sink + Unpin + Send, + Out::Error: std::fmt::Display, +{ + let key = resolve_api_key(api_key)?; + let upstream = dial_upstream(model, &key, api_base).await?; + let (mut upstream_tx, upstream_rx) = upstream.split(); + if let Some(first_frame) = first_frame { + for outbound in OPENAI_RESPONSES_WS_CONFIG + .transform_ws_request(&first_frame, model)? + .events + { + let payload = serde_json::to_string(&outbound) + .map_err(|error| CoreError::InvalidResponse(error.to_string()))?; + upstream_tx + .send(Message::Text(payload)) + .await + .map_err(|error| CoreError::Network(error.to_string()))?; + } + } + ResponsesWebSocketStreaming::bidirectional_forward( + model, + upstream_tx, + upstream_rx, + idle_timeout, + &mut observe, + client_in, + client_out, + ) + .await +} + +#[allow(clippy::too_many_arguments)] +pub async fn responses_ws( + model: &str, + api_key: Option<&str>, + api_base: Option<&str>, + first_frame: Option, + idle_timeout: Option, + observe: impl FnMut(&ResponsesWsEvent) + Send, + client_in: In, + client_out: Out, +) -> CoreResult<()> +where + In: Stream + Unpin + Send, + Out: Sink + Unpin + Send, + Out::Error: std::fmt::Display, +{ + async_responses_websocket( + model, + api_key, + api_base, + first_frame, + idle_timeout, + observe, + client_in, + client_out, + ) + .await +} + +#[cfg(test)] +mod tests { + use super::*; + use futures_channel::mpsc; + use futures_util::{SinkExt, StreamExt}; + use litellm_core::responses::types::ResponsesWsEventType; + use serde_json::json; + use tokio::io::AsyncWriteExt; + use tokio::net::TcpListener; + use tokio_tungstenite::accept_async; + + async fn websocket_base() -> (String, tokio::task::JoinHandle<()>) { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("bind"); + let address = listener.local_addr().expect("local address"); + let task = tokio::spawn(async move { + let (stream, _) = listener.accept().await.expect("accept"); + let mut socket = accept_async(stream).await.expect("websocket handshake"); + while let Some(Ok(Message::Text(text))) = socket.next().await { + let request: serde_json::Value = serde_json::from_str(&text).expect("request json"); + let model = request + .get("model") + .and_then(serde_json::Value::as_str) + .or_else(|| { + request + .get("response") + .and_then(serde_json::Value::as_object) + .and_then(|response| { + response.get("model").and_then(serde_json::Value::as_str) + }) + }) + .expect("enforced model"); + socket + .send(Message::Text( + json!({ + "type": "response.created", + "response": { + "id": format!("resp-{model}"), + "model": model, + "extra": "preserved" + } + }) + .to_string(), + )) + .await + .expect("created event"); + socket + .send(Message::Text( + json!({ + "type": "response.completed", + "response": { + "id": format!("resp-{model}"), + "model": model, + "usage": { + "input_tokens": 1, + "output_tokens": 2, + "total_tokens": 3 + } + } + }) + .to_string(), + )) + .await + .expect("completed event"); + } + }); + (format!("http://{address}"), task) + } + + fn event(value: serde_json::Value) -> ResponsesWsEvent { + serde_json::from_value(value).expect("event") + } + + #[test] + fn explicit_nonblank_key_wins() { + assert_eq!( + resolve_api_key(Some(" explicit ")).expect("key"), + "explicit" + ); + } + + #[test] + fn blank_key_is_not_accepted_without_environment_key() { + if std::env::var(OPENAI_API_KEY_ENV).is_err() { + assert!(resolve_api_key(Some(" ")).is_err()); + } + } + + #[tokio::test] + async fn forwards_events_sequentially_and_enforces_model() { + let (api_base, server) = websocket_base().await; + let (client_tx, client_rx) = mpsc::unbounded(); + let (output_tx, mut output_rx) = mpsc::unbounded(); + let (observed_tx, observed_rx) = mpsc::unbounded(); + client_tx + .unbounded_send(event(json!({ + "type": "response.create", + "model": "wrong" + }))) + .expect("first request"); + client_tx + .unbounded_send(event(json!({ + "type": "response.create", + "response": {"model": "also-wrong"} + }))) + .expect("second request"); + + let task = tokio::spawn(async move { + responses_ws( + "authorized-model", + Some("test-key"), + Some(&api_base), + None, + Some(Duration::from_secs(1)), + move |event| { + observed_tx + .unbounded_send(event.clone()) + .expect("observe event"); + }, + client_rx, + output_tx, + ) + .await + }); + + let first = output_rx.next().await.expect("first output"); + let second = output_rx.next().await.expect("second output"); + let third = output_rx.next().await.expect("third output"); + let fourth = output_rx.next().await.expect("fourth output"); + drop(client_tx); + task.await.expect("splice task").expect("successful splice"); + server.await.expect("server task"); + + assert_eq!(first.event_type, ResponsesWsEventType::ResponseCreated); + assert_eq!(first.model(), Some("authorized-model")); + assert_eq!(first.data["response"]["extra"], "preserved"); + assert_eq!(second.event_type, ResponsesWsEventType::ResponseCompleted); + assert_eq!(third.event_type, ResponsesWsEventType::ResponseCreated); + assert_eq!(fourth.event_type, ResponsesWsEventType::ResponseCompleted); + let observed: Vec<_> = observed_rx.collect().await; + assert_eq!(observed.len(), 4); + assert!( + observed + .iter() + .all(|event| event.event_type != ResponsesWsEventType::ResponseCreate) + ); + } + + #[tokio::test] + async fn idle_timeout_ends_without_upstream_events() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("bind"); + let address = listener.local_addr().expect("address"); + let server = tokio::spawn(async move { + let (stream, _) = listener.accept().await.expect("accept"); + let _socket = accept_async(stream).await.expect("handshake"); + tokio::time::sleep(Duration::from_secs(1)).await; + }); + let (_client_tx, client_rx) = mpsc::unbounded::(); + let (output_tx, mut output_rx) = mpsc::unbounded(); + let result = responses_ws( + "model", + Some("key"), + Some(&format!("http://{address}")), + None, + Some(Duration::from_millis(20)), + |_| {}, + client_rx, + output_tx, + ) + .await; + assert!(result.is_ok()); + assert!(output_rx.next().await.is_none()); + server.abort(); + } + + #[tokio::test] + async fn dial_http_status_is_preserved() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("bind"); + let address = listener.local_addr().expect("address"); + let server = tokio::spawn(async move { + let (mut stream, _) = listener.accept().await.expect("accept"); + stream + .write_all(b"HTTP/1.1 401 Unauthorized\r\nContent-Length: 0\r\n\r\n") + .await + .expect("response"); + }); + let (_client_tx, client_rx) = mpsc::unbounded::(); + let (output_tx, _output_rx) = mpsc::unbounded(); + let error = responses_ws( + "model", + Some("key"), + Some(&format!("http://{address}")), + None, + Some(Duration::from_millis(20)), + |_| {}, + client_rx, + output_tx, + ) + .await + .expect_err("status error"); + assert!(matches!(error, CoreError::Http { status: 401, .. })); + server.await.expect("server task"); + } + + #[tokio::test] + async fn dial_http_500_status_is_preserved() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("bind"); + let address = listener.local_addr().expect("address"); + let server = tokio::spawn(async move { + let (mut stream, _) = listener.accept().await.expect("accept"); + stream + .write_all(b"HTTP/1.1 500 Internal Server Error\r\nContent-Length: 0\r\n\r\n") + .await + .expect("response"); + }); + let (_client_tx, client_rx) = mpsc::unbounded::(); + let (output_tx, _output_rx) = mpsc::unbounded(); + let error = responses_ws( + "model", + Some("key"), + Some(&format!("http://{address}")), + None, + Some(Duration::from_millis(20)), + |_| {}, + client_rx, + output_tx, + ) + .await + .expect_err("status error"); + assert!(matches!(error, CoreError::Http { status: 500, .. })); + server.await.expect("server task"); + } +} diff --git a/litellm-rust/crates/ai-gateway/src/lib.rs b/litellm-rust/crates/ai-gateway/src/lib.rs index d8ef7bb5ba1..c44d661c29e 100644 --- a/litellm-rust/crates/ai-gateway/src/lib.rs +++ b/litellm-rust/crates/ai-gateway/src/lib.rs @@ -11,7 +11,10 @@ //! binary turns on. The `python-config` feature additionally pulls in [`python`] //! for the load-time config reader. +pub mod audio_transcription; +mod client; pub mod io; +pub mod messages; pub mod ocr; /// GIL-activity tracking. Pure (atomics only); shared by the `server` routes and @@ -25,9 +28,6 @@ pub mod routes; #[cfg(feature = "server")] pub mod state; -// Realtime request logging. Only the server serves realtime, so these are -// `server`-gated; `io::realtime` exposes the generic `observe` hook while the -// collector and callback fan-out live here. mod constants; pub mod integrations; #[cfg(feature = "server")] diff --git a/litellm-rust/crates/ai-gateway/src/main.rs b/litellm-rust/crates/ai-gateway/src/main.rs index f9ce97801d3..da3a486d4ee 100644 --- a/litellm-rust/crates/ai-gateway/src/main.rs +++ b/litellm-rust/crates/ai-gateway/src/main.rs @@ -11,7 +11,7 @@ use std::sync::Arc; -use litellm_ai_gateway::io::realtime_pool::{upstream_key, PoolConfig, RealtimePool}; +use litellm_ai_gateway::io::realtime_pool::{PoolConfig, RealtimePool, upstream_key}; use litellm_ai_gateway::routes; use litellm_ai_gateway::state::AppState; use litellm_core::router::{Deployment, LiteLLMParams, Router}; diff --git a/litellm-rust/crates/ai-gateway/src/messages/client.rs b/litellm-rust/crates/ai-gateway/src/messages/client.rs new file mode 100644 index 00000000000..6281270b964 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/messages/client.rs @@ -0,0 +1,15 @@ +use std::sync::OnceLock; +use std::time::Duration; + +use crate::constants::{MESSAGES_CONNECT_TIMEOUT_SECS, MESSAGES_TIMEOUT_SECS}; + +pub(super) fn http_client() -> &'static reqwest::Client { + static CLIENT: OnceLock = OnceLock::new(); + CLIENT.get_or_init(|| { + reqwest::Client::builder() + .timeout(Duration::from_secs(MESSAGES_TIMEOUT_SECS)) + .connect_timeout(Duration::from_secs(MESSAGES_CONNECT_TIMEOUT_SECS)) + .build() + .unwrap_or_else(|_| reqwest::Client::new()) + }) +} diff --git a/litellm-rust/crates/ai-gateway/src/messages/common_utils.rs b/litellm-rust/crates/ai-gateway/src/messages/common_utils.rs new file mode 100644 index 00000000000..4b906155665 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/messages/common_utils.rs @@ -0,0 +1,52 @@ +use litellm_core::CoreResult; +use litellm_core::error::{CoreError, json_type_name}; +use litellm_core::messages::transformation::AnthropicMessagesProviderConfig; +use litellm_core::providers::anthropic::messages::transformation::ANTHROPIC_MESSAGES_CONFIG; +use litellm_core::providers::azure_ai::messages::transformation::AZURE_ANTHROPIC_MESSAGES_CONFIG; +use serde_json::{Map, Value}; + +use crate::constants::MESSAGES_ERROR_BODY_MAX_CHARS; + +pub(super) fn truncate_error_body(body: &str) -> String { + if body.chars().count() <= MESSAGES_ERROR_BODY_MAX_CHARS { + return body.to_string(); + } + let truncated: String = body.chars().take(MESSAGES_ERROR_BODY_MAX_CHARS).collect(); + format!("{truncated}... (truncated)") +} + +pub(super) fn messages_provider_config( + provider: &str, +) -> Option<&'static dyn AnthropicMessagesProviderConfig> { + match provider { + "anthropic" => Some(&ANTHROPIC_MESSAGES_CONFIG), + "azure_ai" => Some(&AZURE_ANTHROPIC_MESSAGES_CONFIG), + _ => None, + } +} + +pub(super) fn string_headers( + extra_headers: Option>, +) -> CoreResult> { + extra_headers + .unwrap_or_default() + .into_iter() + .map(|(key, value)| { + value + .as_str() + .map(|value| (key.clone(), value.to_string())) + .ok_or_else(|| { + CoreError::InvalidRequest(format!( + "messages extra_headers.{key} must be a string, got {}", + json_type_name(&value) + )) + }) + }) + .collect() +} + +pub(super) fn has_header(headers: &[(String, String)], name: &str) -> bool { + headers + .iter() + .any(|(key, _)| key.eq_ignore_ascii_case(name)) +} diff --git a/litellm-rust/crates/ai-gateway/src/messages/handler.rs b/litellm-rust/crates/ai-gateway/src/messages/handler.rs new file mode 100644 index 00000000000..90c12367f50 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/messages/handler.rs @@ -0,0 +1,83 @@ +use litellm_core::CoreResult; +use litellm_core::error::CoreError; +use serde_json::Value; + +use super::client::http_client; +use super::common_utils::truncate_error_body; +use super::types::ProviderMessagesRequest; +use crate::constants::ANTHROPIC_MESSAGES_PROVIDER; + +pub(super) async fn execute_messages_provider_call( + request: ProviderMessagesRequest, +) -> CoreResult { + let mut request_builder = http_client().post(&request.url).json(&request.body); + for (key, value) in &request.upstream_headers { + request_builder = request_builder.header(key, value); + } + if let Some(duration) = request.timeout { + request_builder = request_builder.timeout(duration); + } + + let response = request_builder + .send() + .await + .map_err(|err| CoreError::Network(err.to_string()))?; + + let status = response.status(); + let text = response + .text() + .await + .map_err(|err| CoreError::Network(err.to_string()))?; + + if !status.is_success() { + return Err(CoreError::Http { + status: status.as_u16(), + body: truncate_error_body(&text), + }); + } + + let response = serde_json::from_str(&text).map_err(|err| { + CoreError::InvalidResponse(format!("invalid messages response JSON: {err}")) + })?; + let transformed = request + .config + .transform_response(&request.model, response)?; + serde_json::to_value(transformed).map_err(|err| { + CoreError::InvalidResponse(format!("failed to serialize messages response: {err}")) + }) +} + +pub(super) async fn execute_messages_provider_stream( + request: ProviderMessagesRequest, +) -> CoreResult { + if request.provider != ANTHROPIC_MESSAGES_PROVIDER { + return Err(CoreError::InvalidRequest( + "streaming messages is not supported for this provider".to_string(), + )); + } + + let mut request_builder = http_client().post(&request.url).json(&request.body); + for (key, value) in &request.upstream_headers { + request_builder = request_builder.header(key, value); + } + if let Some(duration) = request.timeout { + request_builder = request_builder.timeout(duration); + } + + let response = request_builder + .send() + .await + .map_err(|err| CoreError::Network(err.to_string()))?; + let status = response.status(); + if !status.is_success() { + let text = response + .text() + .await + .map_err(|err| CoreError::Network(err.to_string()))?; + return Err(CoreError::Http { + status: status.as_u16(), + body: truncate_error_body(&text), + }); + } + Ok(response) +} diff --git a/litellm-rust/crates/ai-gateway/src/messages/mod.rs b/litellm-rust/crates/ai-gateway/src/messages/mod.rs new file mode 100644 index 00000000000..fd2dd546941 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/messages/mod.rs @@ -0,0 +1,49 @@ +use litellm_core::CoreResult; +use serde_json::Value; + +mod client; +mod common_utils; +mod handler; +mod prepare; +mod types; + +pub use types::MessagesRequest; + +use handler::{execute_messages_provider_call, execute_messages_provider_stream}; +use prepare::prepare_messages_call; + +pub async fn messages(request: MessagesRequest<'_>) -> CoreResult { + match execute_messages(request, false).await? { + MessagesResponse::Json(body) => Ok(body), + MessagesResponse::Stream(response) => { + drop(response); + Err(litellm_core::CoreError::InvalidResponse( + "non-streaming messages execution returned a stream".to_string(), + )) + } + } +} + +pub(crate) enum MessagesResponse { + Json(Value), + Stream(reqwest::Response), +} + +pub(crate) async fn execute_messages( + request: MessagesRequest<'_>, + stream: bool, +) -> CoreResult { + let prepared = prepare_messages_call(request)?; + if stream { + execute_messages_provider_stream(prepared) + .await + .map(MessagesResponse::Stream) + } else { + execute_messages_provider_call(prepared) + .await + .map(MessagesResponse::Json) + } +} + +#[cfg(test)] +mod tests; diff --git a/litellm-rust/crates/ai-gateway/src/messages/prepare.rs b/litellm-rust/crates/ai-gateway/src/messages/prepare.rs new file mode 100644 index 00000000000..624c3598fb0 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/messages/prepare.rs @@ -0,0 +1,73 @@ +use litellm_core::CoreError; +use litellm_core::CoreResult; +use litellm_core::messages::transformation::MessagesAuthStrategy; +use litellm_core::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider}; + +use super::common_utils::{has_header, messages_provider_config, string_headers}; +use super::types::{MessagesRequest, ProviderMessagesRequest}; + +pub(super) fn prepare_messages_call( + request: MessagesRequest<'_>, +) -> CoreResult { + let provider_info = get_custom_llm_provider(request.model, request.custom_llm_provider) + .or_else(|| { + request + .custom_llm_provider + .map(|provider| CustomLlmProvider { + model: request.model, + custom_llm_provider: provider, + }) + }) + .ok_or_else(|| { + CoreError::InvalidProvider( + "unable to resolve custom_llm_provider for messages request".to_string(), + ) + })?; + let model = provider_info.model.to_string(); + let provider = provider_info.custom_llm_provider; + + let config = messages_provider_config(provider) + .ok_or_else(|| CoreError::InvalidProvider(provider.to_string()))?; + let env_lookup = |key: &str| std::env::var(key).ok(); + + let mut headers = string_headers(request.extra_headers)?; + + let auth_strategy = config.auth_strategy(); + if !has_header(&headers, auth_strategy.header_name()) { + let api_key = config.resolve_api_key(request.api_key, &env_lookup)?; + let auth_header = match auth_strategy { + MessagesAuthStrategy::Bearer => { + ("authorization".to_string(), format!("Bearer {api_key}")) + } + MessagesAuthStrategy::Header(name) => (name.to_string(), api_key), + }; + headers.push(auth_header); + } + + for (name, value) in config.default_headers() { + if !has_header(&headers, name) { + headers.push((name.to_string(), value.to_string())); + } + } + + let url = config.complete_url(request.api_base, &model, &env_lookup)?; + let typed_request = serde_json::from_value(request.body).map_err(|err| { + CoreError::InvalidRequest(format!("invalid Anthropic messages request: {err}")) + })?; + let transformed = config.transform_request(typed_request)?; + let body = serde_json::to_value(transformed).map_err(|err| { + CoreError::InvalidRequest(format!( + "failed to serialize Anthropic messages request: {err}" + )) + })?; + + Ok(ProviderMessagesRequest { + provider: provider.to_string(), + model, + config, + url, + body, + upstream_headers: headers, + timeout: request.timeout, + }) +} diff --git a/litellm-rust/crates/ai-gateway/src/messages/tests.rs b/litellm-rust/crates/ai-gateway/src/messages/tests.rs new file mode 100644 index 00000000000..a2d0f6fae23 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/messages/tests.rs @@ -0,0 +1,305 @@ +use std::time::Duration; + +use litellm_core::error::CoreError; +use serde_json::{Map, Value, json}; +use tokio::io::{AsyncReadExt, AsyncWriteExt}; +use tokio::net::{TcpListener, TcpStream}; + +use super::common_utils::{ + has_header, messages_provider_config, string_headers, truncate_error_body, +}; +use super::{MessagesRequest, messages}; + +async fn read_http_request(socket: &mut TcpStream) -> String { + let mut request = Vec::new(); + let mut buffer = [0_u8; 1024]; + let header_end = loop { + let n = socket.read(&mut buffer).await.expect("reads request"); + if n == 0 { + break request.len(); + } + request.extend_from_slice(&buffer[..n]); + if let Some(position) = request.windows(4).position(|window| window == b"\r\n\r\n") { + break position + 4; + } + }; + let headers = String::from_utf8_lossy(&request[..header_end]); + let content_length = headers + .lines() + .find_map(|line| { + let (name, value) = line.split_once(':')?; + name.eq_ignore_ascii_case("content-length") + .then(|| value.trim().parse::().ok()) + .flatten() + }) + .unwrap_or(0); + while request.len().saturating_sub(header_end) < content_length { + let n = socket.read(&mut buffer).await.expect("reads body"); + if n == 0 { + break; + } + request.extend_from_slice(&buffer[..n]); + } + String::from_utf8(request).expect("request is utf8") +} + +fn write_response(body: &str) -> String { + format!( + "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}", + body.len(), + body + ) +} + +#[test] +fn provider_config_resolves_anthropic_and_azure_ai() { + assert!(messages_provider_config("anthropic").is_some()); + assert!(messages_provider_config("azure_ai").is_some()); + assert!(messages_provider_config("openai").is_none()); +} + +#[test] +fn truncate_error_body_caps_long_payloads() { + let body = "x".repeat(400); + let truncated = truncate_error_body(&body); + assert!(truncated.ends_with("... (truncated)")); + let prefix_chars = truncated + .strip_suffix("... (truncated)") + .expect("truncated marker present") + .chars() + .count(); + assert_eq!(prefix_chars, 256); +} + +#[test] +fn string_headers_rejects_non_string_values() { + let headers = json!({"x-count": 3}).as_object().unwrap().clone(); + let err = string_headers(Some(headers)).expect_err("non-string header rejected"); + assert!(matches!(err, CoreError::InvalidRequest(_))); +} + +#[test] +fn has_header_is_case_insensitive() { + let headers = vec![("X-Api-Key".to_string(), "secret".to_string())]; + assert!(has_header(&headers, "x-api-key")); + assert!(!has_header(&headers, "authorization")); +} + +#[tokio::test] +async fn messages_round_trip_builds_azure_request_and_passes_response_through() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let addr = listener.local_addr().expect("addr"); + + let server = tokio::spawn(async move { + let (mut socket, _) = listener.accept().await.expect("accepts request"); + let request = read_http_request(&mut socket).await; + let response_body = r#"{"id":"msg_1","type":"message","role":"assistant","content":[{"type":"text","text":"hi"}],"model":"claude-sonnet-4-5","stop_reason":"end_turn","usage":{"input_tokens":1,"output_tokens":2}}"#; + socket + .write_all(write_response(response_body).as_bytes()) + .await + .expect("writes response"); + request + }); + + let response = messages(MessagesRequest { + model: "claude-sonnet-4-5", + body: json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 1024, + "messages": [{ + "role": "user", + "content": [{ + "type": "text", + "text": "hi", + "cache_control": {"type": "ephemeral", "scope": "global"} + }] + }] + }), + api_key: Some("sk-azure"), + api_base: Some(&format!("http://{addr}")), + custom_llm_provider: Some("azure_ai"), + extra_headers: None, + timeout: Some(Duration::from_secs(5)), + }) + .await + .expect("messages request succeeds"); + + assert_eq!(response["content"][0]["text"], "hi"); + assert_eq!(response["stop_reason"], "end_turn"); + + let request = server.await.expect("server task completes"); + let (head, body) = request.split_once("\r\n\r\n").expect("has body"); + assert!(head.starts_with("POST /anthropic/v1/messages "), "{head}"); + let head_lower = head.to_ascii_lowercase(); + assert!(head_lower.contains("x-api-key: sk-azure"), "{head}"); + assert!( + head_lower.contains("anthropic-version: 2023-06-01"), + "{head}" + ); + assert!( + head_lower.contains("content-type: application/json"), + "{head}" + ); + + let sent_body: Value = serde_json::from_str(body).expect("body is json"); + assert_eq!( + sent_body["messages"][0]["content"][0]["cache_control"], + json!({"type": "ephemeral"}) + ); +} + +#[tokio::test] +async fn messages_round_trip_builds_native_anthropic_request() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let addr = listener.local_addr().expect("addr"); + + let server = tokio::spawn(async move { + let (mut socket, _) = listener.accept().await.expect("accepts request"); + let request = read_http_request(&mut socket).await; + let response_body = r#"{"id":"msg_1","type":"message","role":"assistant","content":[{"type":"text","text":"hi"}],"model":"claude-sonnet-4-5","stop_reason":"end_turn","usage":{"input_tokens":1,"output_tokens":2}}"#; + socket + .write_all(write_response(response_body).as_bytes()) + .await + .expect("writes response"); + request + }); + + let response = messages(MessagesRequest { + model: "claude-sonnet-4-5", + body: json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 1024, + "messages": [{"role": "user", "content": "hi"}] + }), + api_key: Some("sk-ant"), + api_base: Some(&format!("http://{addr}")), + custom_llm_provider: Some("anthropic"), + extra_headers: None, + timeout: Some(Duration::from_secs(5)), + }) + .await + .expect("messages request succeeds"); + + assert_eq!(response["content"][0]["text"], "hi"); + assert_eq!(response["stop_reason"], "end_turn"); + + let request = server.await.expect("server task completes"); + let (head, _) = request.split_once("\r\n\r\n").expect("has body"); + assert!(head.starts_with("POST /v1/messages "), "{head}"); + let head_lower = head.to_ascii_lowercase(); + assert!(head_lower.contains("x-api-key: sk-ant"), "{head}"); + assert!( + head_lower.contains("anthropic-version: 2023-06-01"), + "{head}" + ); +} + +#[tokio::test] +async fn messages_does_not_duplicate_auth_when_x_api_key_supplied() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let addr = listener.local_addr().expect("addr"); + + let server = tokio::spawn(async move { + let (mut socket, _) = listener.accept().await.expect("accepts request"); + let request = read_http_request(&mut socket).await; + let response_body = + r#"{"id":"msg_2","type":"message","role":"assistant","content":[],"model":"m"}"#; + socket + .write_all(write_response(response_body).as_bytes()) + .await + .expect("writes response"); + request + }); + + let mut headers = Map::new(); + headers.insert( + "x-api-key".to_string(), + Value::String("from-python".to_string()), + ); + headers.insert( + "anthropic-beta".to_string(), + Value::String("token-efficient-tools-2025-02-19".to_string()), + ); + + messages(MessagesRequest { + model: "claude-sonnet-4-5", + body: json!({"model": "claude-sonnet-4-5", "max_tokens": 8, "messages": []}), + api_key: Some("rust-fallback-key"), + api_base: Some(&format!("http://{addr}")), + custom_llm_provider: Some("azure_ai"), + extra_headers: Some(headers), + timeout: Some(Duration::from_secs(5)), + }) + .await + .expect("messages request succeeds"); + + let request = server.await.expect("server task completes"); + let head = request + .split_once("\r\n\r\n") + .expect("has body") + .0 + .to_ascii_lowercase(); + let api_key_count = head + .lines() + .filter(|line| line.starts_with("x-api-key:")) + .count(); + assert_eq!(api_key_count, 1, "{head}"); + assert!(head.contains("x-api-key: from-python"), "{head}"); + assert!( + head.contains("anthropic-beta: token-efficient-tools-2025-02-19"), + "{head}" + ); + assert!(!head.contains("rust-fallback-key"), "{head}"); +} + +#[tokio::test] +async fn messages_maps_provider_error_status_to_http_error() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let addr = listener.local_addr().expect("addr"); + + tokio::spawn(async move { + let (mut socket, _) = listener.accept().await.expect("accepts request"); + let _ = read_http_request(&mut socket).await; + let body = "unauthorized"; + let response = format!( + "HTTP/1.1 401 Unauthorized\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}", + body.len(), + body + ); + socket + .write_all(response.as_bytes()) + .await + .expect("writes response"); + }); + + let err = messages(MessagesRequest { + model: "claude-sonnet-4-5", + body: json!({"model": "claude-sonnet-4-5", "max_tokens": 8, "messages": []}), + api_key: Some("sk-azure"), + api_base: Some(&format!("http://{addr}")), + custom_llm_provider: Some("azure_ai"), + extra_headers: None, + timeout: Some(Duration::from_secs(5)), + }) + .await + .expect_err("provider error propagates"); + + assert!(matches!(err, CoreError::Http { status: 401, .. })); +} + +#[tokio::test] +async fn messages_rejects_unsupported_provider() { + let err = messages(MessagesRequest { + model: "claude-3-5-sonnet", + body: json!({"model": "claude-3-5-sonnet", "max_tokens": 8, "messages": []}), + api_key: Some("sk"), + api_base: Some("http://127.0.0.1:1"), + custom_llm_provider: Some("openai"), + extra_headers: None, + timeout: Some(Duration::from_millis(50)), + }) + .await + .expect_err("unsupported provider errors"); + + assert!(matches!(err, CoreError::InvalidProvider(provider) if provider == "openai")); +} diff --git a/litellm-rust/crates/ai-gateway/src/messages/types.rs b/litellm-rust/crates/ai-gateway/src/messages/types.rs new file mode 100644 index 00000000000..848fadb4b02 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/messages/types.rs @@ -0,0 +1,24 @@ +use std::time::Duration; + +use litellm_core::messages::transformation::AnthropicMessagesProviderConfig; +use serde_json::{Map, Value}; + +pub struct MessagesRequest<'a> { + pub model: &'a str, + pub body: Value, + pub api_key: Option<&'a str>, + pub api_base: Option<&'a str>, + pub custom_llm_provider: Option<&'a str>, + pub extra_headers: Option>, + pub timeout: Option, +} + +pub(crate) struct ProviderMessagesRequest { + pub(crate) provider: String, + pub(crate) model: String, + pub(crate) config: &'static dyn AnthropicMessagesProviderConfig, + pub(crate) url: String, + pub(crate) body: Value, + pub(crate) upstream_headers: Vec<(String, String)>, + pub(crate) timeout: Option, +} diff --git a/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs b/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs index d4b4d9338e7..9bc2818b6e7 100644 --- a/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs +++ b/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs @@ -1,11 +1,11 @@ use std::net::IpAddr; use std::time::{Duration, Instant}; -use base64::engine::general_purpose::STANDARD as BASE64_STANDARD; use base64::Engine; +use base64::engine::general_purpose::STANDARD as BASE64_STANDARD; +use litellm_core::CoreResult; use litellm_core::error::CoreError; use litellm_core::ocr::transformation::OcrProviderConfig; -use litellm_core::CoreResult; use reqwest::Url; use serde_json::{Map, Value}; @@ -18,7 +18,7 @@ use litellm_core::providers::vertex_ai::ocr::transformation::{ VERTEX_AI_DEEPSEEK_OCR_CONFIG, VERTEX_AI_OCR_CONFIG, }; -use super::client::http_client; +use crate::client::http_client; const ERROR_BODY_MAX_CHARS: usize = 256; const AZURE_DOCUMENT_INTELLIGENCE_POLL_TIMEOUT_SECS: u64 = 120; diff --git a/litellm-rust/crates/ai-gateway/src/ocr/handler.rs b/litellm-rust/crates/ai-gateway/src/ocr/handler.rs index 4d93c2a25db..1de34eb400e 100644 --- a/litellm-rust/crates/ai-gateway/src/ocr/handler.rs +++ b/litellm-rust/crates/ai-gateway/src/ocr/handler.rs @@ -1,11 +1,11 @@ +use litellm_core::CoreResult; use litellm_core::error::CoreError; use litellm_core::ocr::transformation::OcrResponseHandling; -use litellm_core::CoreResult; use serde_json::Value; -use super::client::http_client; use super::common_utils::{poll_document_intelligence, truncate_error_body}; use super::types::ProviderOcrRequest; +use crate::client::http_client; pub(crate) async fn execute_ocr_provider_call(request: ProviderOcrRequest) -> CoreResult { let mut request_builder = http_client().post(&request.url).json(&request.body); diff --git a/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs b/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs index 6be74ed2714..ffe2e0122c0 100644 --- a/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs +++ b/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs @@ -1,11 +1,11 @@ use std::future::Future; use std::pin::Pin; +use litellm_core::CoreResult; use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming}; use litellm_core::error::CoreError; use litellm_core::ocr::transformation::OcrAuthStrategy; -use litellm_core::CoreResult; -use serde_json::{json, Map, Value}; +use serde_json::{Map, Value, json}; use super::common_utils::{ convert_document_url_to_data_uri, has_header, ocr_provider_config, string_headers, @@ -292,7 +292,7 @@ fn parse_ocr_pre_call_guardrail_request( Some(_) => { return Err(CoreError::InvalidRequest( "OCR pre_call guardrail optional_params must be an object".to_string(), - )) + )); } None => Map::new(), }; diff --git a/litellm-rust/crates/ai-gateway/src/ocr/mod.rs b/litellm-rust/crates/ai-gateway/src/ocr/mod.rs index b54ee39b21d..c4c13e2300c 100644 --- a/litellm-rust/crates/ai-gateway/src/ocr/mod.rs +++ b/litellm-rust/crates/ai-gateway/src/ocr/mod.rs @@ -1,8 +1,7 @@ -use litellm_core::call_lifecycle::CallLifecycle; use litellm_core::CoreResult; +use litellm_core::call_lifecycle::CallLifecycle; use serde_json::Value; -mod client; mod common_utils; mod handler; mod hooks; @@ -12,7 +11,7 @@ mod types; pub use types::OcrRequest; use handler::execute_ocr_provider_call; -use prepare::{prepare_ocr_call, PreparedOcrCall}; +use prepare::{PreparedOcrCall, prepare_ocr_call}; pub async fn ocr(request: OcrRequest<'_>) -> CoreResult { let PreparedOcrCall { request, hooks } = prepare_ocr_call(request); diff --git a/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs b/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs index 5a4b350a4c4..6231393c889 100644 --- a/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs +++ b/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs @@ -1,7 +1,7 @@ use std::sync::atomic::{AtomicU64, Ordering}; use std::time::{SystemTime, UNIX_EPOCH}; -use litellm_core::routing_utils::provider::{get_custom_llm_provider, CustomLlmProvider}; +use litellm_core::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider}; use super::hooks::OcrLifecycleHooks; use super::types::{OcrRequest, PreparedOcrRequest}; diff --git a/litellm-rust/crates/ai-gateway/src/ocr/tests.rs b/litellm-rust/crates/ai-gateway/src/ocr/tests.rs index 35747dc6985..bb2a6b06501 100644 --- a/litellm-rust/crates/ai-gateway/src/ocr/tests.rs +++ b/litellm-rust/crates/ai-gateway/src/ocr/tests.rs @@ -3,12 +3,12 @@ use std::time::Duration; use litellm_core::error::CoreError; use litellm_core::ocr::transformation::OcrResponseHandling; -use serde_json::{json, Map, Value}; +use serde_json::{Map, Value, json}; use tokio::io::{AsyncReadExt, AsyncWriteExt}; use tokio::net::{TcpListener, TcpStream}; use super::common_utils::{has_header, ocr_provider_config, string_headers, truncate_error_body}; -use super::{ocr, OcrRequest}; +use super::{OcrRequest, ocr}; use crate::integrations::custom_guardrail::{ CustomGuardrail, GuardrailContext, GuardrailDecision, GuardrailError, GuardrailEventHook, GuardrailFuture, GuardrailRequest, @@ -228,19 +228,23 @@ fn truncate_error_body_does_not_split_multibyte_chars() { #[test] fn ocr_dispatch_supports_migrated_providers() { assert!(ocr_provider_config("mistral", "mistral-ocr-latest").is_some()); - assert!(ocr_provider_config("azure_ai", "pixtral-12b-2409") - .expect("azure ai config resolves") - .requires_data_uri_document()); + assert!( + ocr_provider_config("azure_ai", "pixtral-12b-2409") + .expect("azure ai config resolves") + .requires_data_uri_document() + ); assert_eq!( ocr_provider_config("azure_ai", "doc-intelligence/prebuilt-read") .expect("document intelligence config resolves") .response_handling(), OcrResponseHandling::AzureDocumentIntelligencePoll ); - assert!(ocr_provider_config("vertex_ai", "deepseek-ocr-maas") - .expect("vertex deepseek config resolves") - .supported_ocr_params() - .contains(&"temperature")); + assert!( + ocr_provider_config("vertex_ai", "deepseek-ocr-maas") + .expect("vertex deepseek config resolves") + .supported_ocr_params() + .contains(&"temperature") + ); assert!(ocr_provider_config("openai", "gpt-4o").is_none()); } diff --git a/litellm-rust/crates/ai-gateway/src/python/config.rs b/litellm-rust/crates/ai-gateway/src/python/config.rs index 6ec9595469d..c028d3d6b51 100644 --- a/litellm-rust/crates/ai-gateway/src/python/config.rs +++ b/litellm-rust/crates/ai-gateway/src/python/config.rs @@ -7,9 +7,9 @@ //! //! Compiled only under the `python-config` feature. +use litellm_core::CoreResult; use litellm_core::error::CoreError; use litellm_core::router::{Deployment, Router}; -use litellm_core::CoreResult; use pyo3::prelude::*; use crate::gil; @@ -17,7 +17,7 @@ use crate::gil; /// Load the router's `model_list` from `config_path` via the Python reader. pub fn load_router_from_config(config_path: &str) -> CoreResult { gil::record_acquisition(); - Python::with_gil(|py| { + Python::attach(|py| { let model_list = py .import("litellm.proxy.read_model_list") .and_then(|module| module.getattr("read_model_list")) diff --git a/litellm-rust/crates/ai-gateway/src/routes/health.rs b/litellm-rust/crates/ai-gateway/src/routes/health.rs index 15c67fea325..c64ca3a7199 100644 --- a/litellm-rust/crates/ai-gateway/src/routes/health.rs +++ b/litellm-rust/crates/ai-gateway/src/routes/health.rs @@ -1,8 +1,8 @@ //! Health probes. Simple-route template: a `router()` plus its handlers, in one file. +use axum::Router; use axum::http::StatusCode; use axum::routing::get; -use axum::Router; use crate::state::AppState; diff --git a/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs b/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs new file mode 100644 index 00000000000..a34b2edd7b8 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs @@ -0,0 +1,513 @@ +//! `POST /v1/messages`, the Anthropic Messages HTTP surface. + +mod service; + +use axum::Router; +use axum::body::Body; +use axum::extract::{Json, State}; +use axum::http::StatusCode; +use axum::http::header::{CACHE_CONTROL, CONTENT_TYPE, HeaderMap, HeaderValue}; +use axum::response::{IntoResponse, Response}; +use axum::routing::post; +use litellm_core::CoreError; +use serde_json::{Map, Value}; + +use crate::auth::RequireMasterKey; +use crate::constants::{MESSAGES_HEADERS_NOT_FORWARDED, MESSAGES_ROUTE_PATH}; +use crate::state::AppState; + +/// This route's contribution to the app router. +pub fn router() -> Router { + Router::new().route(MESSAGES_ROUTE_PATH, post(handle)) +} + +async fn handle( + _auth: RequireMasterKey, + State(state): State, + headers: HeaderMap, + Json(body): Json, +) -> Result { + let extra_headers = forwarded_headers(&headers)?; + match service::run(&state.router, body, extra_headers) + .await + .map_err(MessagesRouteError::from)? + { + service::MessagesResponse::Json(body) => Ok(Json(body).into_response()), + service::MessagesResponse::Stream(upstream) => stream_response(upstream), + } +} + +fn stream_response(upstream: reqwest::Response) -> Result { + let content_type = upstream + .headers() + .get(CONTENT_TYPE) + .cloned() + .unwrap_or_else(|| HeaderValue::from_static("text/event-stream")); + let mut response = Response::builder() + .status( + StatusCode::from_u16(upstream.status().as_u16()).map_err(|error| { + MessagesRouteError(CoreError::InvalidResponse(format!( + "invalid upstream response status: {error}" + ))) + })?, + ) + .header(CONTENT_TYPE, content_type); + if let Some(value) = upstream.headers().get(CACHE_CONTROL) { + response = response.header(CACHE_CONTROL, value); + } + response + .body(Body::from_stream(upstream.bytes_stream())) + .map_err(|error| { + MessagesRouteError(CoreError::InvalidResponse(format!( + "failed to build streaming response: {error}" + ))) + }) +} + +fn forwarded_headers(headers: &HeaderMap) -> Result>, CoreError> { + let forwarded = headers + .iter() + .filter(|(name, _)| { + !MESSAGES_HEADERS_NOT_FORWARDED + .iter() + .any(|excluded| name.as_str().eq_ignore_ascii_case(excluded)) + }) + .map(|(name, value)| { + let value = value.to_str().map_err(|_| { + CoreError::InvalidRequest(format!("invalid value for header {}", name.as_str())) + })?; + Ok((name.to_string(), Value::String(value.to_string()))) + }) + .collect::, CoreError>>()?; + Ok((!forwarded.is_empty()).then_some(forwarded)) +} + +#[derive(Debug)] +struct MessagesRouteError(CoreError); + +impl From for MessagesRouteError { + fn from(error: CoreError) -> Self { + Self(error) + } +} + +impl IntoResponse for MessagesRouteError { + fn into_response(self) -> Response { + let (status, message) = match self.0 { + CoreError::InvalidRequest(message) => (StatusCode::BAD_REQUEST, message), + CoreError::InvalidProvider(_) | CoreError::Routing(_) => ( + StatusCode::NOT_FOUND, + "no messages deployment is configured for this model".to_string(), + ), + CoreError::Auth(_) => ( + StatusCode::BAD_GATEWAY, + "messages provider authentication failed".to_string(), + ), + CoreError::Http { .. } + | CoreError::Network(_) + | CoreError::InvalidResponse(_) + | CoreError::InvalidType { .. } + | CoreError::MissingField(_) => ( + StatusCode::BAD_GATEWAY, + "messages provider request failed".to_string(), + ), + }; + ( + status, + Json(serde_json::json!({"error": {"message": message}})), + ) + .into_response() + } +} + +#[cfg(test)] +mod tests { + use std::sync::Arc; + + use axum::body::Body; + use axum::http::Request; + use axum::http::StatusCode; + use axum::http::header::{CACHE_CONTROL, CONTENT_TYPE}; + use litellm_core::router::{Deployment, LiteLLMParams, Router as ModelRouter}; + use serde_json::json; + use tokio::io::{AsyncReadExt, AsyncWriteExt}; + use tokio::net::TcpListener; + use tower::ServiceExt; + + use super::super::app; + use crate::io::realtime_pool::RealtimePool; + use crate::state::AppState; + + fn state(model: &str, api_base: String, master_key: Option<&str>) -> AppState { + state_with_provider(model, model, api_base, master_key) + } + + fn state_with_provider( + model_alias: &str, + provider_model: &str, + api_base: String, + master_key: Option<&str>, + ) -> AppState { + AppState { + router: Arc::new(ModelRouter::new(vec![Deployment { + model_name: model_alias.to_string(), + litellm_params: LiteLLMParams { + model: format!("anthropic/{provider_model}"), + api_key: Some("upstream-key".to_string()), + api_base: Some(api_base), + }, + }])), + master_key: master_key.map(Arc::from), + loggers: Arc::new(Vec::new()), + realtime_pool: RealtimePool::disabled(), + } + } + + async fn upstream(listener: TcpListener) -> (String, tokio::task::JoinHandle) { + let address = listener.local_addr().expect("listener has address"); + let server = tokio::spawn(async move { + let (mut socket, _) = listener.accept().await.expect("accepts request"); + let mut request = Vec::new(); + let mut buffer = [0_u8; 4096]; + loop { + let read = socket.read(&mut buffer).await.expect("reads request"); + request.extend_from_slice(&buffer[..read]); + if request.windows(4).any(|window| window == b"\r\n\r\n") { + break; + } + } + let request = String::from_utf8(request).expect("request is utf8"); + let content_length = request + .lines() + .find_map(|line| { + let (name, value) = line.split_once(':')?; + name.eq_ignore_ascii_case("content-length") + .then(|| value.trim().parse::().ok()) + .flatten() + }) + .unwrap_or(0); + let header_end = request.find("\r\n\r\n").expect("request has headers") + 4; + let mut full_request = request.into_bytes(); + while full_request.len().saturating_sub(header_end) < content_length { + let read = socket.read(&mut buffer).await.expect("reads body"); + full_request.extend_from_slice(&buffer[..read]); + } + let request = String::from_utf8(full_request).expect("request is utf8"); + let body = r#"{"id":"msg_1","type":"message","role":"assistant","content":[],"model":"claude-test"}"#; + let response = format!( + "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}", + body.len(), + body + ); + socket + .write_all(response.as_bytes()) + .await + .expect("writes response"); + request + }); + (format!("http://{address}"), server) + } + + async fn streaming_upstream( + listener: TcpListener, + status: u16, + content_type: &'static str, + body: &'static str, + ) -> (String, tokio::task::JoinHandle) { + let address = listener.local_addr().expect("listener has address"); + let server = tokio::spawn(async move { + let (mut socket, _) = listener.accept().await.expect("accepts request"); + let mut request = Vec::new(); + let mut buffer = [0_u8; 4096]; + loop { + let read = socket.read(&mut buffer).await.expect("reads request"); + request.extend_from_slice(&buffer[..read]); + if request.windows(4).any(|window| window == b"\r\n\r\n") { + break; + } + } + let request_text = String::from_utf8(request).expect("request is utf8"); + let content_length = request_text + .lines() + .find_map(|line| { + let (name, value) = line.split_once(':')?; + name.eq_ignore_ascii_case("content-length") + .then(|| value.trim().parse::().ok()) + .flatten() + }) + .unwrap_or(0); + let header_end = request_text.find("\r\n\r\n").expect("request has headers") + 4; + let mut full_request = request_text.into_bytes(); + while full_request.len().saturating_sub(header_end) < content_length { + let read = socket.read(&mut buffer).await.expect("reads body"); + full_request.extend_from_slice(&buffer[..read]); + } + let response = format!( + "HTTP/1.1 {status} OK\r\ncontent-type: {content_type}\r\ncache-control: no-cache\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{body}", + body.len() + ); + socket + .write_all(response.as_bytes()) + .await + .expect("writes response"); + String::from_utf8(full_request).expect("request is utf8") + }); + (format!("http://{address}"), server) + } + + #[tokio::test] + async fn route_constructs_anthropic_upstream_request() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let (api_base, server) = upstream(listener).await; + let app = app(state("claude-test", api_base, Some("master-key"))); + let response = app + .oneshot( + Request::builder() + .method("POST") + .uri("/v1/messages") + .header("authorization", "Bearer master-key") + .header("x-api-key", "request-upstream-key") + .header("anthropic-beta", "beta-feature") + .header("content-type", "application/json") + .body(Body::from( + json!({ + "model": "claude-test", + "max_tokens": 16, + "messages": [{"role": "user", "content": "hello"}] + }) + .to_string(), + )) + .expect("request builds"), + ) + .await + .expect("route responds"); + assert_eq!(response.status(), StatusCode::OK); + let body = axum::body::to_bytes(response.into_body(), usize::MAX) + .await + .expect("response body reads"); + assert_eq!( + serde_json::from_slice::(&body).expect("json")["id"], + "msg_1" + ); + let upstream_request = server.await.expect("upstream task completes"); + let (head, body) = upstream_request + .split_once("\r\n\r\n") + .expect("upstream request has body"); + let head = head.to_ascii_lowercase(); + assert!(head.contains("x-api-key: request-upstream-key")); + assert!(head.contains("anthropic-beta: beta-feature")); + assert!(!head.contains("authorization: bearer master-key")); + let body: serde_json::Value = serde_json::from_str(body).expect("upstream body is json"); + assert_eq!(body["model"], "claude-test"); + assert_eq!(body["messages"][0]["content"], "hello"); + } + + #[tokio::test] + async fn route_substitutes_model_alias_with_provider_model_upstream() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let (api_base, server) = upstream(listener).await; + let app = app(state_with_provider( + "production", + "claude-sonnet-4-5", + api_base, + Some("master-key"), + )); + let response = app + .oneshot( + Request::builder() + .method("POST") + .uri("/v1/messages") + .header("authorization", "Bearer master-key") + .header("content-type", "application/json") + .body(Body::from( + json!({ + "model": "production", + "max_tokens": 16, + "messages": [{"role": "user", "content": "hello"}] + }) + .to_string(), + )) + .expect("request builds"), + ) + .await + .expect("route responds"); + assert_eq!(response.status(), StatusCode::OK); + let upstream_request = server.await.expect("upstream task completes"); + let (_, upstream_body) = upstream_request + .split_once("\r\n\r\n") + .expect("upstream request has body"); + let upstream_body: serde_json::Value = + serde_json::from_str(upstream_body).expect("upstream body is json"); + assert_eq!(upstream_body["model"], "claude-sonnet-4-5"); + assert_ne!(upstream_body["model"], "production"); + } + + #[tokio::test] + async fn route_streams_anthropic_events_without_buffering_or_reordering() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let events = "event: message_start\ndata: {\"type\":\"message_start\"}\n\nevent: content_block_delta\ndata: {\"type\":\"content_block_delta\"}\n\nevent: message_stop\ndata: {\"type\":\"message_stop\"}\n\n"; + let (api_base, server) = + streaming_upstream(listener, 200, "text/event-stream", events).await; + let app = app(state("claude-test", api_base, Some("master-key"))); + let response = app + .oneshot( + Request::builder() + .method("POST") + .uri("/v1/messages") + .header("authorization", "Bearer master-key") + .header("content-type", "application/json") + .body(Body::from( + json!({ + "model": "claude-test", + "max_tokens": 16, + "stream": true, + "messages": [{"role": "user", "content": "hello"}] + }) + .to_string(), + )) + .expect("request builds"), + ) + .await + .expect("route responds"); + assert_eq!(response.status(), StatusCode::OK); + assert_eq!( + response + .headers() + .get(CONTENT_TYPE) + .unwrap() + .to_str() + .unwrap(), + "text/event-stream" + ); + assert_eq!( + response + .headers() + .get(CACHE_CONTROL) + .unwrap() + .to_str() + .unwrap(), + "no-cache" + ); + let response_body = axum::body::to_bytes(response.into_body(), usize::MAX) + .await + .expect("response body reads"); + assert_eq!(response_body, events.as_bytes()); + let upstream_request = server.await.expect("upstream task completes"); + let (_, upstream_body) = upstream_request + .split_once("\r\n\r\n") + .expect("upstream request has body"); + assert_eq!( + serde_json::from_str::(upstream_body) + .expect("upstream body is json")["stream"], + true + ); + } + + #[tokio::test] + async fn route_maps_streaming_upstream_errors_before_starting_response() { + let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds"); + let (api_base, server) = streaming_upstream( + listener, + 429, + "application/json", + r#"{"error":"rate limited"}"#, + ) + .await; + let app = app(state("claude-test", api_base, Some("master-key"))); + let response = app + .oneshot( + Request::builder() + .method("POST") + .uri("/v1/messages") + .header("authorization", "Bearer master-key") + .header("content-type", "application/json") + .body(Body::from( + json!({ + "model": "claude-test", + "max_tokens": 16, + "stream": true, + "messages": [{"role": "user", "content": "hello"}] + }) + .to_string(), + )) + .expect("request builds"), + ) + .await + .expect("route responds"); + assert_eq!(response.status(), StatusCode::BAD_GATEWAY); + let response_body = axum::body::to_bytes(response.into_body(), usize::MAX) + .await + .expect("response body reads"); + assert_eq!( + serde_json::from_slice::(&response_body).expect("error is json")["error"] + ["message"], + "messages provider request failed" + ); + server.await.expect("upstream task completes"); + } + + #[tokio::test] + async fn route_rejects_missing_master_key() { + let app = app(state( + "claude-test", + "http://127.0.0.1:1".to_string(), + Some("master-key"), + )); + let response = app + .oneshot( + Request::builder() + .method("POST") + .uri("/v1/messages") + .header("content-type", "application/json") + .body(Body::from("{}")) + .expect("request builds"), + ) + .await + .expect("route responds"); + assert_eq!(response.status(), StatusCode::UNAUTHORIZED); + } + + #[tokio::test] + async fn route_rejects_invalid_master_key() { + let app = app(state( + "claude-test", + "http://127.0.0.1:1".to_string(), + Some("master-key"), + )); + let response = app + .oneshot( + Request::builder() + .method("POST") + .uri("/v1/messages") + .header("authorization", "Bearer wrong-key") + .header("content-type", "application/json") + .body(Body::from("{}")) + .expect("request builds"), + ) + .await + .expect("route responds"); + assert_eq!(response.status(), StatusCode::UNAUTHORIZED); + } + + #[tokio::test] + async fn route_rejects_malformed_json_without_panicking() { + let app = app(state( + "claude-test", + "http://127.0.0.1:1".to_string(), + Some("master-key"), + )); + let response = app + .oneshot( + Request::builder() + .method("POST") + .uri("/v1/messages") + .header("authorization", "Bearer master-key") + .header("content-type", "application/json") + .body(Body::from("{not-json")) + .expect("request builds"), + ) + .await + .expect("route responds"); + assert_eq!(response.status(), StatusCode::BAD_REQUEST); + } +} diff --git a/litellm-rust/crates/ai-gateway/src/routes/messages/service.rs b/litellm-rust/crates/ai-gateway/src/routes/messages/service.rs new file mode 100644 index 00000000000..75ed26e5be8 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/routes/messages/service.rs @@ -0,0 +1,64 @@ +use std::sync::Arc; + +use litellm_core::router::Router; +use litellm_core::{CoreError, CoreResult}; +use serde_json::{Map, Value}; + +use crate::constants::ANTHROPIC_MESSAGES_PROVIDER; +use crate::messages::{MessagesRequest, execute_messages}; + +pub(crate) enum MessagesResponse { + Json(Value), + Stream(reqwest::Response), +} + +pub async fn run( + router: &Arc, + body: Value, + extra_headers: Option>, +) -> CoreResult { + let model = body + .get("model") + .and_then(Value::as_str) + .map(str::trim) + .filter(|model| !model.is_empty()) + .ok_or_else(|| CoreError::InvalidRequest("messages body requires a model".to_string()))?; + let deployment = router.get_available_deployment(model).ok_or_else(|| { + CoreError::Routing(format!("no deployment available for model '{model}'")) + })?; + let provider_model = deployment.litellm_params.model.as_str(); + let upstream_model = provider_model + .split_once('/') + .map_or(provider_model, |(_, model)| model); + let custom_llm_provider = if provider_model.contains('/') { + None + } else { + Some(ANTHROPIC_MESSAGES_PROVIDER) + }; + let mut body = body; + body.as_object_mut() + .ok_or_else(|| CoreError::InvalidRequest("messages body must be an object".to_string()))? + .insert( + "model".to_string(), + Value::String(upstream_model.to_string()), + ); + + let request = MessagesRequest { + model: provider_model, + body, + api_key: deployment.litellm_params.api_key.as_deref(), + api_base: deployment.litellm_params.api_base.as_deref(), + custom_llm_provider, + extra_headers, + timeout: None, + }; + let stream = request.body.get("stream").and_then(Value::as_bool) == Some(true); + execute_messages(request, stream) + .await + .map(|response| match response { + crate::messages::MessagesResponse::Json(body) => MessagesResponse::Json(body), + crate::messages::MessagesResponse::Stream(upstream) => { + MessagesResponse::Stream(upstream) + } + }) +} diff --git a/litellm-rust/crates/ai-gateway/src/routes/mod.rs b/litellm-rust/crates/ai-gateway/src/routes/mod.rs index c6b9573781a..c26be8ffee3 100644 --- a/litellm-rust/crates/ai-gateway/src/routes/mod.rs +++ b/litellm-rust/crates/ai-gateway/src/routes/mod.rs @@ -7,7 +7,9 @@ pub mod gil; pub mod health; +pub mod messages; pub mod realtime; +pub mod responses; use axum::Router; @@ -18,6 +20,8 @@ pub fn app(state: AppState) -> Router { Router::new() .merge(health::router()) .merge(gil::router()) + .merge(messages::router()) .merge(realtime::router()) + .merge(responses::router()) .with_state(state) } diff --git a/litellm-rust/crates/ai-gateway/src/routes/realtime/mod.rs b/litellm-rust/crates/ai-gateway/src/routes/realtime/mod.rs index c3f929f5f0b..f9144ad1fdb 100644 --- a/litellm-rust/crates/ai-gateway/src/routes/realtime/mod.rs +++ b/litellm-rust/crates/ai-gateway/src/routes/realtime/mod.rs @@ -6,17 +6,17 @@ mod service; -use std::sync::atomic::{AtomicU64, Ordering}; use std::sync::Arc; +use std::sync::atomic::{AtomicU64, Ordering}; use std::time::{SystemTime, UNIX_EPOCH}; use crate::io::realtime_pool::RealtimePool; +use axum::Router; use axum::extract::ws::{Message, WebSocket, WebSocketUpgrade}; use axum::extract::{Query, State}; use axum::http::StatusCode; use axum::response::Response; use axum::routing::get; -use axum::Router; use futures_util::{SinkExt, StreamExt}; use litellm_core::realtime::types::RealtimeEvent; use litellm_core::router::Router as ModelRouter; diff --git a/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs b/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs index d6c31edd454..4ae8cfe7379 100644 --- a/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs +++ b/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs @@ -9,12 +9,12 @@ use std::time::Duration; -use crate::io::realtime_pool::{upstream_key, RealtimePool}; +use crate::io::realtime_pool::{RealtimePool, upstream_key}; use futures_util::{Sink, Stream}; +use litellm_core::CoreResult; use litellm_core::error::CoreError; use litellm_core::realtime::types::RealtimeEvent; use litellm_core::router::Router; -use litellm_core::CoreResult; /// Select a deployment for `model` and splice the client stream to the provider. /// diff --git a/litellm-rust/crates/ai-gateway/src/routes/responses/mod.rs b/litellm-rust/crates/ai-gateway/src/routes/responses/mod.rs new file mode 100644 index 00000000000..a94853e106d --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/routes/responses/mod.rs @@ -0,0 +1,348 @@ +mod service; + +use std::sync::Arc; +use std::sync::atomic::{AtomicU64, Ordering}; +use std::time::{SystemTime, UNIX_EPOCH}; + +use axum::Router; +use axum::extract::ws::{Message, WebSocket, WebSocketUpgrade}; +use axum::extract::{Query, State}; +use axum::http::StatusCode; +use axum::response::Response; +use axum::routing::get; +use futures_util::{Sink, SinkExt, StreamExt}; +use litellm_core::responses::types::{ResponsesErrorFrame, ResponsesWsEvent, ResponsesWsEventType}; +use litellm_core::router::Router as ModelRouter; +use serde::Deserialize; + +use crate::auth::RequireMasterKey; +use crate::integrations::custom_logger::CustomLogger; +use crate::integrations::types::RequestMetadata; +use crate::state::AppState; + +static CALL_SEQ: AtomicU64 = AtomicU64::new(0); + +fn new_call_id() -> String { + let nanos = SystemTime::now() + .duration_since(UNIX_EPOCH) + .map(|duration| duration.as_nanos()) + .unwrap_or(0); + let sequence = CALL_SEQ.fetch_add(1, Ordering::Relaxed); + format!("respws-{nanos:x}-{sequence:x}") +} + +pub fn router() -> Router { + Router::new() + .route("/v1/responses", get(handle)) + .route("/responses", get(handle)) +} + +#[derive(Debug, Deserialize)] +struct ResponsesQuery { + model: Option, +} + +async fn handle( + _auth: RequireMasterKey, + ws: WebSocketUpgrade, + State(state): State, + Query(query): Query, +) -> Result { + if let Some(model) = query.model.as_deref() { + validate_model(&state.router, model)?; + } + let router = state.router.clone(); + let loggers = state.loggers.clone(); + let master_key = state.master_key.clone(); + Ok(ws.on_upgrade(move |socket| bridge(socket, router, loggers, master_key, query.model))) +} + +fn validate_model(router: &ModelRouter, model: &str) -> Result<(), (StatusCode, String)> { + if model.trim().is_empty() { + return Err(( + StatusCode::BAD_REQUEST, + "missing 'model' query param".to_string(), + )); + } + let Some(deployment) = router.get_available_deployment(model) else { + return Err(( + StatusCode::NOT_FOUND, + format!("no deployment for model '{model}'"), + )); + }; + if deployment.litellm_params.model.contains('/') + && !deployment.litellm_params.model.starts_with("openai/") + { + return Err(( + StatusCode::BAD_REQUEST, + "Responses WebSocket route supports OpenAI deployments only".to_string(), + )); + } + Ok(()) +} + +async fn send_error_and_close(sink: &mut S, message: String) +where + S: futures_util::Sink + Unpin, + S::Error: std::fmt::Display, +{ + if let Ok(payload) = serde_json::to_string(&ResponsesErrorFrame::invalid_request(message)) { + let _ = sink.send(Message::Text(payload)).await; + } + let _ = sink + .send(Message::Close(Some(axum::extract::ws::CloseFrame { + code: 1008, + reason: "Pre-call error".into(), + }))) + .await; + let _ = sink.close().await; +} + +struct ResponseClientSink { + sink: futures_util::stream::SplitSink, +} + +impl Sink for ResponseClientSink { + type Error = axum::Error; + + fn poll_ready( + mut self: std::pin::Pin<&mut Self>, + context: &mut std::task::Context<'_>, + ) -> std::task::Poll> { + std::pin::Pin::new(&mut self.sink).poll_ready(context) + } + + fn start_send( + mut self: std::pin::Pin<&mut Self>, + item: ResponsesWsEvent, + ) -> Result<(), Self::Error> { + let payload = serde_json::to_string(&item).map_err(axum::Error::new)?; + std::pin::Pin::new(&mut self.sink).start_send(Message::Text(payload)) + } + + fn poll_flush( + mut self: std::pin::Pin<&mut Self>, + context: &mut std::task::Context<'_>, + ) -> std::task::Poll> { + std::pin::Pin::new(&mut self.sink).poll_flush(context) + } + + fn poll_close( + mut self: std::pin::Pin<&mut Self>, + context: &mut std::task::Context<'_>, + ) -> std::task::Poll> { + std::pin::Pin::new(&mut self.sink).poll_close(context) + } +} + +impl ResponseClientSink { + async fn close_with_code(&mut self, code: u16, reason: &'static str) { + let _ = self + .sink + .send(Message::Close(Some(axum::extract::ws::CloseFrame { + code, + reason: reason.into(), + }))) + .await; + let _ = self.sink.close().await; + } +} + +async fn bridge( + socket: WebSocket, + router: Arc, + loggers: Arc>>, + master_key: Option>, + requested_model: Option, +) { + let (mut ws_sink, ws_stream) = socket.split(); + let (model, first_frame, stream) = if let Some(model) = requested_model { + (model, None, ws_stream) + } else { + let mut stream = ws_stream; + let first = match stream.next().await { + Some(Ok(Message::Text(text))) => { + match serde_json::from_str::(&text) { + Ok(event) => event, + Err(_) => { + send_error_and_close( + &mut ws_sink, + "Invalid JSON in response.create event".to_string(), + ) + .await; + return; + } + } + } + _ => { + send_error_and_close(&mut ws_sink, "Missing response.create event".to_string()) + .await; + return; + } + }; + let Some(model) = first.model().filter(|value| !value.trim().is_empty()) else { + send_error_and_close( + &mut ws_sink, + "Missing model in response.create event".to_string(), + ) + .await; + return; + }; + if first.event_type != ResponsesWsEventType::ResponseCreate { + send_error_and_close( + &mut ws_sink, + "First frame must be a response.create event".to_string(), + ) + .await; + return; + } + (model.to_string(), Some(first), stream) + }; + if let Err((status, message)) = validate_model(&router, &model) { + let _ = status; + let _ = message; + send_error_and_close(&mut ws_sink, "Unknown model deployment".to_string()).await; + return; + } + + let call_id = new_call_id(); + let metadata = RequestMetadata { + user_api_key_hash: master_key.as_deref().map(crate::auth::hash_token), + ..RequestMetadata::default() + }; + let client_in = Box::pin(stream.filter_map(|message| async move { + match message { + Ok(Message::Text(text)) => serde_json::from_str::(&text).ok(), + _ => None, + } + })); + let mut client_out = ResponseClientSink { sink: ws_sink }; + let result = service::run( + &router, + &model, + first_frame, + None, + loggers, + call_id, + metadata, + client_in, + &mut client_out, + ) + .await; + if result.is_err() { + client_out + .close_with_code(1011, "Internal server error") + .await; + } +} + +#[cfg(test)] +mod tests { + use super::*; + use crate::io::realtime_pool::RealtimePool; + use crate::state::AppState; + use axum::body::Body; + use axum::http::Request; + use litellm_core::router::Router as ModelRouter; + use serde_json::json; + use std::pin::Pin; + use std::sync::Arc; + use std::task::{Context, Poll}; + use tower::ServiceExt; + + struct RecordingSink { + messages: Vec, + } + + impl Sink for RecordingSink { + type Error = std::convert::Infallible; + + fn poll_ready( + self: Pin<&mut Self>, + _context: &mut Context<'_>, + ) -> Poll> { + Poll::Ready(Ok(())) + } + + fn start_send(mut self: Pin<&mut Self>, item: Message) -> Result<(), Self::Error> { + self.messages.push(item); + Ok(()) + } + + fn poll_flush( + self: Pin<&mut Self>, + _context: &mut Context<'_>, + ) -> Poll> { + Poll::Ready(Ok(())) + } + + fn poll_close( + self: Pin<&mut Self>, + _context: &mut Context<'_>, + ) -> Poll> { + Poll::Ready(Ok(())) + } + } + + #[tokio::test] + async fn pre_call_error_matches_python_frame_and_close() { + let mut sink = RecordingSink { + messages: Vec::new(), + }; + send_error_and_close(&mut sink, "missing model".to_string()).await; + let Message::Text(payload) = &sink.messages[0] else { + panic!("expected error text frame"); + }; + assert_eq!( + serde_json::from_str::(payload).expect("error json"), + json!({ + "type": "error", + "error": { + "type": "invalid_request_error", + "message": "missing model" + } + }) + ); + assert_eq!( + sink.messages[1], + Message::Close(Some(axum::extract::ws::CloseFrame { + code: 1008, + reason: "Pre-call error".into(), + })) + ); + } + + fn state() -> AppState { + AppState { + router: Arc::new(ModelRouter::default()), + master_key: Some(Arc::from("master-key")), + loggers: Arc::new(Vec::new()), + realtime_pool: RealtimePool::disabled(), + } + } + + #[tokio::test] + async fn auth_rejects_responses_upgrade_before_handler() { + let request = Request::builder() + .uri("/responses?model=known") + .body(Body::empty()) + .expect("request"); + let response = router() + .with_state(state()) + .oneshot(request) + .await + .expect("response"); + assert_eq!(response.status(), StatusCode::UNAUTHORIZED); + } + + #[test] + fn unknown_query_model_is_rejected_before_upgrade() { + assert_eq!( + validate_model(&ModelRouter::default(), "unknown").expect_err("unknown model"), + ( + StatusCode::NOT_FOUND, + "no deployment for model 'unknown'".to_string() + ) + ); + } +} diff --git a/litellm-rust/crates/ai-gateway/src/routes/responses/service.rs b/litellm-rust/crates/ai-gateway/src/routes/responses/service.rs new file mode 100644 index 00000000000..165c95695d3 --- /dev/null +++ b/litellm-rust/crates/ai-gateway/src/routes/responses/service.rs @@ -0,0 +1,156 @@ +use std::sync::Arc; +use std::time::Duration; + +use futures_util::{Sink, Stream}; +use litellm_core::call_lifecycle::{CallLifecycle, CallLifecycleContext}; +use litellm_core::responses::instrumentation::{ + ResponsesWsCallbackPayload, ResponsesWsInstrumentation, ResponsesWsLogOutcome, + ResponsesWsMetadata, +}; +use litellm_core::responses::types::ResponsesWsEvent; +use litellm_core::{CoreError, CoreResult}; + +use crate::integrations::custom_logger::{ + CallbackTiming, CallbackValue, CustomLogger, CustomLoggerRunner, LoggingError, ModelCallDetails, +}; +use crate::integrations::types::RequestMetadata; + +#[allow(clippy::too_many_arguments)] +pub async fn run( + router: &litellm_core::router::Router, + model: &str, + first_frame: Option, + idle_timeout: Option, + loggers: Arc>>, + call_id: String, + metadata: RequestMetadata, + client_in: In, + client_out: Out, +) -> CoreResult<()> +where + In: Stream + Unpin + Send, + Out: Sink + Unpin + Send, + Out::Error: std::fmt::Display, +{ + let deployment = router.get_available_deployment(model).ok_or_else(|| { + CoreError::Routing(format!("no deployment available for model '{model}'")) + })?; + let params = &deployment.litellm_params; + let provider_model = params + .model + .strip_prefix("openai/") + .unwrap_or(¶ms.model); + if params.model.contains('/') && !params.model.starts_with("openai/") { + return Err(CoreError::InvalidProvider( + "Responses WebSocket route supports OpenAI deployments only".to_string(), + )); + } + let instrumentation = Arc::new(ResponsesWsInstrumentation::new( + call_id.clone(), + model, + ResponsesWsMetadata { + user_api_key_hash: metadata.user_api_key_hash, + user_api_key_user_id: metadata.user_api_key_user_id, + user_api_key_team_id: metadata.user_api_key_team_id, + }, + )); + let observer_instrumentation = Arc::clone(&instrumentation); + let context = CallLifecycleContext::new("responses_websocket", model, "openai", call_id); + let result = CallLifecycle::default() + .run(context, (), instrumentation.as_ref(), |_| async move { + crate::io::responses_ws::async_responses_websocket( + provider_model, + params.api_key.as_deref(), + params.api_base.as_deref(), + first_frame, + idle_timeout, + move |event| { + observer_instrumentation.observe(event); + }, + client_in, + client_out, + ) + .await + }) + .await; + let outcome = instrumentation.take_or_build_outcome(result.is_ok()); + dispatch_outcome(loggers, outcome).await; + result +} + +async fn dispatch_outcome( + loggers: Arc>>, + outcome: ResponsesWsLogOutcome, +) { + let runner = CustomLoggerRunner::new(loggers.as_ref().clone()); + match outcome { + ResponsesWsLogOutcome::Success { payload, callback } => { + let (details, response, start_time, end_time) = logging_values(payload, callback, None); + let _ = runner + .async_log_success_event( + &details, + &response, + CallbackTiming::new(start_time, end_time), + ) + .await; + } + ResponsesWsLogOutcome::Failure { + payload, + callback, + error_message, + error_kind, + } => { + let error = LoggingError { + message: error_message, + kind: error_kind, + }; + let (details, response, start_time, end_time) = + logging_values(payload, callback, Some(error)); + let _ = runner + .async_log_failure_event( + &details, + Some(&response), + CallbackTiming::new(start_time, end_time), + ) + .await; + } + } +} + +fn logging_values( + payload: litellm_core::responses::instrumentation::ResponsesWsLogPayload, + callback: ResponsesWsCallbackPayload, + error: Option, +) -> (ModelCallDetails, CallbackValue, f64, f64) { + let start_time = payload.start_time; + let end_time = payload.end_time; + let callback = CallbackValue::new(callback.object, callback.value); + let details = ModelCallDetails::from_standard_logging_payload( + crate::integrations::types::StandardLoggingPayload { + id: payload.id, + litellm_call_id: payload.litellm_call_id, + call_type: payload.call_type, + model: payload.model, + custom_llm_provider: payload.custom_llm_provider, + response_cost: payload.response_cost, + prompt_tokens: payload.usage.prompt_tokens, + completion_tokens: payload.usage.completion_tokens, + total_tokens: payload.usage.total_tokens, + start_time: payload.start_time, + end_time: payload.end_time, + stream: payload.stream, + metadata: crate::integrations::types::StandardLoggingMetadata { + user_api_key_hash: payload.metadata.user_api_key_hash, + user_api_key_user_id: payload.metadata.user_api_key_user_id, + user_api_key_team_id: payload.metadata.user_api_key_team_id, + ..Default::default() + }, + messages: None, + }, + ); + let details = match error { + Some(error) => details.with_failure_error(error), + None => details, + }; + (details, callback, start_time, end_time) +} diff --git a/litellm-rust/crates/core/Cargo.toml b/litellm-rust/crates/core/Cargo.toml index 9bd4634cc2a..65c6db7412c 100644 --- a/litellm-rust/crates/core/Cargo.toml +++ b/litellm-rust/crates/core/Cargo.toml @@ -10,6 +10,25 @@ rand.workspace = true serde.workspace = true serde_json.workspace = true thiserror.workspace = true +sha2.workspace = true +aws-config = { version = "1.9.0", default-features = false, features = ["rustls", "rt-tokio"], optional = true } +aws-credential-types = { version = "1.3.0", features = ["hardcoded-credentials"], optional = true } +aws-sdk-sts = { version = "1.108.0", default-features = false, features = ["rustls", "rt-tokio"], optional = true } +aws-sigv4 = { version = "1.5.1", optional = true } +aws-types = { version = "1.4.0", optional = true } +aws-smithy-runtime-api = { version = "1.13.0", optional = true } + +[features] +default = [] +bedrock-auth = [ + "dep:aws-config", + "dep:aws-credential-types", + "dep:aws-sdk-sts", + "dep:aws-sigv4", + "dep:aws-types", + "dep:aws-smithy-runtime-api", +] [dev-dependencies] +reqwest.workspace = true tokio = { workspace = true, features = ["macros", "rt-multi-thread"] } diff --git a/litellm-rust/crates/core/src/audio_transcription/mod.rs b/litellm-rust/crates/core/src/audio_transcription/mod.rs new file mode 100644 index 00000000000..ec2fbb969a6 --- /dev/null +++ b/litellm-rust/crates/core/src/audio_transcription/mod.rs @@ -0,0 +1,2 @@ +pub mod transformation; +pub mod types; diff --git a/litellm-rust/crates/core/src/audio_transcription/transformation.rs b/litellm-rust/crates/core/src/audio_transcription/transformation.rs new file mode 100644 index 00000000000..eab34c13843 --- /dev/null +++ b/litellm-rust/crates/core/src/audio_transcription/transformation.rs @@ -0,0 +1,57 @@ +use serde_json::{Map, Value}; + +use crate::CoreResult; + +use super::types::{AudioTranscriptionRequestData, AudioTranscriptionResponseData}; + +#[derive(Clone, Debug, PartialEq, Eq)] +pub enum AudioTranscriptionAuth { + Bearer, + AwsSigV4 { + region: String, + service: &'static str, + }, +} + +pub trait AudioTranscriptionProviderConfig: Sync { + fn supported_transcription_params(&self) -> &'static [&'static str]; + + fn map_transcription_params(&self, params: &Map) -> Map { + params + .iter() + .filter(|(key, _)| { + self.supported_transcription_params() + .contains(&key.as_str()) + }) + .map(|(key, value)| (key.clone(), value.clone())) + .collect() + } + + fn transform_transcription_request( + &self, + model: &str, + audio: Value, + optional_params: Map, + ) -> CoreResult; + + fn transform_transcription_response( + &self, + model: &str, + response_json: Value, + ) -> CoreResult; + + fn complete_url( + &self, + api_base: Option<&str>, + model: &str, + optional_params: &Map, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult; + + fn auth_strategy( + &self, + model: &str, + optional_params: &Map, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult; +} diff --git a/litellm-rust/crates/core/src/audio_transcription/types.rs b/litellm-rust/crates/core/src/audio_transcription/types.rs new file mode 100644 index 00000000000..3a9e1ecd88c --- /dev/null +++ b/litellm-rust/crates/core/src/audio_transcription/types.rs @@ -0,0 +1,20 @@ +use serde::{Deserialize, Serialize}; +use serde_json::Value; + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +pub struct AudioTranscriptionRequestData { + pub body: Value, +} + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +pub struct AudioTranscriptionResponseData { + pub text: String, +} + +impl AudioTranscriptionResponseData { + pub fn into_json(self) -> Value { + serde_json::json!({ + "text": self.text, + }) + } +} diff --git a/litellm-rust/crates/core/src/caching/in_memory_cache.rs b/litellm-rust/crates/core/src/caching/in_memory_cache.rs new file mode 100644 index 00000000000..45d4bd69b79 --- /dev/null +++ b/litellm-rust/crates/core/src/caching/in_memory_cache.rs @@ -0,0 +1,258 @@ +use std::cmp::Reverse; +use std::collections::{BinaryHeap, HashMap}; +use std::time::{Duration, SystemTime, UNIX_EPOCH}; + +const DEFAULT_MAX_SIZE_IN_MEMORY: usize = 200; +const DEFAULT_TTL: Duration = Duration::from_secs(600); + +pub struct InMemoryCache { + pub cache_dict: HashMap, + pub ttl_dict: HashMap, + pub expiration_heap: BinaryHeap>, + pub max_size_in_memory: usize, + pub default_ttl: Duration, + now: Box Duration + Send + Sync>, +} + +impl Default for InMemoryCache { + fn default() -> Self { + Self::new(None, None) + } +} + +impl InMemoryCache { + pub fn new(max_size_in_memory: Option, default_ttl: Option) -> Self { + Self::with_clock(max_size_in_memory, default_ttl, || { + SystemTime::now() + .duration_since(UNIX_EPOCH) + .unwrap_or_default() + }) + } + + pub fn with_clock( + max_size_in_memory: Option, + default_ttl: Option, + now: impl Fn() -> Duration + Send + Sync + 'static, + ) -> Self { + Self { + cache_dict: HashMap::new(), + ttl_dict: HashMap::new(), + expiration_heap: BinaryHeap::new(), + max_size_in_memory: max_size_in_memory.unwrap_or(DEFAULT_MAX_SIZE_IN_MEMORY), + default_ttl: default_ttl.unwrap_or(DEFAULT_TTL), + now: Box::new(now), + } + } + + pub fn evict_cache(&mut self) { + if self.max_size_in_memory == 0 { + return; + } + + let current_time = (self.now)(); + while let Some(Reverse((expiration_time, key))) = self.expiration_heap.peek().cloned() { + if self.ttl_dict.get(&key).copied() != Some(expiration_time) { + self.expiration_heap.pop(); + } else if expiration_time <= current_time { + self.expiration_heap.pop(); + self.remove_key(&key); + } else { + break; + } + } + + while self.cache_dict.len() >= self.max_size_in_memory { + let Some(Reverse((expiration_time, key))) = self.expiration_heap.pop() else { + break; + }; + if self.ttl_dict.get(&key).copied() == Some(expiration_time) { + self.remove_key(&key); + } + } + } + + pub fn allow_ttl_override(&self, key: &str) -> bool { + match self.ttl_dict.get(key).copied() { + None => true, + Some(expiration_time) => expiration_time < (self.now)(), + } + } + + pub fn set_cache(&mut self, key: impl Into, value: V, ttl: Option) { + if self.max_size_in_memory == 0 { + return; + } + + self.evict_cache(); + let key = key.into(); + self.cache_dict.insert(key.clone(), value); + if self.allow_ttl_override(&key) { + let expiration_time = (self.now)() + ttl.unwrap_or(self.default_ttl); + self.ttl_dict.insert(key.clone(), expiration_time); + self.expiration_heap.push(Reverse((expiration_time, key))); + } + } + + // Generic values intentionally omit Python's per-item size check. + pub fn get_cache(&mut self, key: &str) -> Option { + if self.cache_dict.contains_key(key) { + if self.is_key_expired(key) { + self.remove_key(key); + return None; + } + return self.cache_dict.get(key).cloned(); + } + None + } + + pub fn get_ttl(&self, key: &str) -> Option { + self.ttl_dict.get(key).copied() + } + + pub fn delete_cache(&mut self, key: &str) { + self.remove_key(key); + } + + pub fn flush_cache(&mut self) { + self.cache_dict.clear(); + self.ttl_dict.clear(); + self.expiration_heap.clear(); + } + + fn is_key_expired(&self, key: &str) -> bool { + self.ttl_dict + .get(key) + .is_some_and(|expiration_time| *expiration_time < (self.now)()) + } + + fn remove_key(&mut self, key: &str) { + self.cache_dict.remove(key); + self.ttl_dict.remove(key); + } +} + +#[cfg(test)] +mod tests { + use std::sync::{ + Arc, + atomic::{AtomicU64, Ordering}, + }; + + use super::InMemoryCache; + use std::time::Duration; + + fn cache(now: Arc, max_size: usize, default_ttl: Duration) -> InMemoryCache { + InMemoryCache::with_clock(Some(max_size), Some(default_ttl), move || { + Duration::from_secs(now.load(Ordering::Relaxed)) + }) + } + + #[test] + fn ttl_expiry_is_deterministic() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now.clone(), 10, Duration::from_secs(60)); + cache.set_cache("key", "value".to_string(), None); + assert_eq!(cache.get_cache("key"), Some("value".to_string())); + now.store(161, Ordering::Relaxed); + assert_eq!(cache.get_cache("key"), None); + assert_eq!(cache.get_ttl("key"), None); + } + + #[test] + fn default_and_per_set_ttl_are_applied() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now.clone(), 10, Duration::from_secs(60)); + cache.set_cache("default", "value".to_string(), None); + cache.set_cache("custom", "value".to_string(), Some(Duration::from_secs(20))); + assert_eq!(cache.get_ttl("default"), Some(Duration::from_secs(160))); + assert_eq!(cache.get_ttl("custom"), Some(Duration::from_secs(120))); + } + + #[test] + fn unexpired_entries_do_not_allow_ttl_override() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now.clone(), 10, Duration::from_secs(60)); + cache.set_cache("key", "first".to_string(), Some(Duration::from_secs(20))); + cache.set_cache("key", "second".to_string(), Some(Duration::from_secs(80))); + assert_eq!(cache.get_cache("key"), Some("second".to_string())); + assert_eq!(cache.get_ttl("key"), Some(Duration::from_secs(120))); + now.store(121, Ordering::Relaxed); + cache.set_cache("key", "third".to_string(), Some(Duration::from_secs(80))); + assert_eq!(cache.get_ttl("key"), Some(Duration::from_secs(201))); + } + + #[test] + fn max_size_evicts_earliest_expiration() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now, 2, Duration::from_secs(60)); + cache.set_cache("early", "value".to_string(), Some(Duration::from_secs(10))); + cache.set_cache("late", "value".to_string(), Some(Duration::from_secs(20))); + cache.set_cache("new", "value".to_string(), Some(Duration::from_secs(30))); + assert_eq!(cache.get_cache("early"), None); + assert!(cache.get_cache("late").is_some()); + assert!(cache.get_cache("new").is_some()); + } + + #[test] + fn expired_entries_are_evicted_before_live_entries() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now.clone(), 3, Duration::from_secs(60)); + cache.set_cache( + "expired-one", + "value".to_string(), + Some(Duration::from_secs(10)), + ); + cache.set_cache( + "expired-two", + "value".to_string(), + Some(Duration::from_secs(20)), + ); + cache.set_cache("live", "value".to_string(), Some(Duration::from_secs(100))); + now.store(121, Ordering::Relaxed); + cache.set_cache("new", "value".to_string(), Some(Duration::from_secs(100))); + assert_eq!(cache.get_cache("expired-one"), None); + assert_eq!(cache.get_cache("expired-two"), None); + assert!(cache.get_cache("live").is_some()); + assert!(cache.get_cache("new").is_some()); + } + + #[test] + fn stale_heap_entries_are_skipped() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now, 1, Duration::from_secs(60)); + cache.set_cache( + "removed", + "value".to_string(), + Some(Duration::from_secs(10)), + ); + cache.delete_cache("removed"); + cache.set_cache("kept", "value".to_string(), Some(Duration::from_secs(20))); + cache.set_cache("new", "value".to_string(), Some(Duration::from_secs(30))); + assert_eq!(cache.get_cache("removed"), None); + assert_eq!(cache.get_cache("kept"), None); + assert!(cache.get_cache("new").is_some()); + } + + #[test] + fn delete_and_flush_remove_values_and_ttls() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now, 10, Duration::from_secs(60)); + cache.set_cache("one", "value".to_string(), None); + cache.set_cache("two", "value".to_string(), None); + cache.delete_cache("one"); + assert_eq!(cache.get_cache("one"), None); + cache.flush_cache(); + assert!(cache.cache_dict.is_empty()); + assert!(cache.ttl_dict.is_empty()); + assert!(cache.expiration_heap.is_empty()); + } + + #[test] + fn zero_max_size_does_not_cache() { + let now = Arc::new(AtomicU64::new(100)); + let mut cache = cache(now, 0, Duration::from_secs(60)); + cache.set_cache("key", "value".to_string(), None); + assert_eq!(cache.get_cache("key"), None); + assert!(cache.cache_dict.is_empty()); + } +} diff --git a/litellm-rust/crates/core/src/caching/mod.rs b/litellm-rust/crates/core/src/caching/mod.rs new file mode 100644 index 00000000000..5fb8a0e5174 --- /dev/null +++ b/litellm-rust/crates/core/src/caching/mod.rs @@ -0,0 +1 @@ +pub mod in_memory_cache; diff --git a/litellm-rust/crates/core/src/constants.rs b/litellm-rust/crates/core/src/constants.rs new file mode 100644 index 00000000000..5826a5bc9c1 --- /dev/null +++ b/litellm-rust/crates/core/src/constants.rs @@ -0,0 +1,3 @@ +pub const OPENAI_DEFAULT_API_BASE: &str = "https://api.openai.com"; +pub const OPENAI_RESPONSES_DEFAULT_API_BASE: &str = "https://api.openai.com/v1"; +pub const OPENAI_RESPONSES_PATH: &str = "/responses"; diff --git a/litellm-rust/crates/core/src/error.rs b/litellm-rust/crates/core/src/error.rs index b3e0519b772..c2b08eee0c0 100644 --- a/litellm-rust/crates/core/src/error.rs +++ b/litellm-rust/crates/core/src/error.rs @@ -19,9 +19,9 @@ pub enum CoreError { InvalidRequest(String), #[error("{0}")] Auth(String), - #[error("OCR request failed with status {status}: {body}")] + #[error("upstream request failed with status {status}: {body}")] Http { status: u16, body: String }, - #[error("OCR network error: {0}")] + #[error("upstream network error: {0}")] Network(String), #[error("routing error: {0}")] Routing(String), diff --git a/litellm-rust/crates/core/src/lib.rs b/litellm-rust/crates/core/src/lib.rs index 555a04ce853..51ea19750ea 100644 --- a/litellm-rust/crates/core/src/lib.rs +++ b/litellm-rust/crates/core/src/lib.rs @@ -1,8 +1,13 @@ +pub mod audio_transcription; +pub mod caching; pub mod call_lifecycle; +pub mod constants; pub mod error; +pub mod messages; pub mod ocr; pub mod providers; pub mod realtime; +pub mod responses; pub mod router; pub mod routing_utils; diff --git a/litellm-rust/crates/core/src/messages/mod.rs b/litellm-rust/crates/core/src/messages/mod.rs new file mode 100644 index 00000000000..ec2fbb969a6 --- /dev/null +++ b/litellm-rust/crates/core/src/messages/mod.rs @@ -0,0 +1,2 @@ +pub mod transformation; +pub mod types; diff --git a/litellm-rust/crates/core/src/messages/transformation.rs b/litellm-rust/crates/core/src/messages/transformation.rs new file mode 100644 index 00000000000..3a34a58de6f --- /dev/null +++ b/litellm-rust/crates/core/src/messages/transformation.rs @@ -0,0 +1,59 @@ +use crate::error::CoreResult; + +use super::types::{AnthropicMessagesRequest, AnthropicMessagesResponse}; + +#[derive(Clone, Copy, Debug, PartialEq, Eq)] +pub enum MessagesAuthStrategy { + Bearer, + Header(&'static str), +} + +impl MessagesAuthStrategy { + pub fn header_name(self) -> &'static str { + match self { + Self::Bearer => "authorization", + Self::Header(header_name) => header_name, + } + } +} + +pub trait AnthropicMessagesProviderConfig: Sync { + fn complete_url( + &self, + api_base: Option<&str>, + model: &str, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult; + + fn resolve_api_key( + &self, + api_key: Option<&str>, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult; + + fn auth_strategy(&self) -> MessagesAuthStrategy { + MessagesAuthStrategy::Header("x-api-key") + } + + fn default_headers(&self) -> &'static [(&'static str, &'static str)] { + &[ + ("anthropic-version", "2023-06-01"), + ("content-type", "application/json"), + ] + } + + fn transform_request( + &self, + request: AnthropicMessagesRequest, + ) -> CoreResult { + Ok(request) + } + + fn transform_response( + &self, + _model: &str, + response: AnthropicMessagesResponse, + ) -> CoreResult { + Ok(response) + } +} diff --git a/litellm-rust/crates/core/src/messages/types.rs b/litellm-rust/crates/core/src/messages/types.rs new file mode 100644 index 00000000000..11fe17ea40f --- /dev/null +++ b/litellm-rust/crates/core/src/messages/types.rs @@ -0,0 +1,110 @@ +use serde::{Deserialize, Serialize}; +use serde_json::{Map, Value}; + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +#[serde(untagged)] +pub enum SystemPrompt { + Text(String), + Blocks(Vec), +} + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +#[serde(untagged)] +pub enum MessageContent { + Text(String), + Blocks(Vec), +} + +#[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)] +pub struct ContentBlock { + #[serde(skip_serializing_if = "Option::is_none")] + pub cache_control: Option, + #[serde(flatten)] + pub extra: Map, +} + +#[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)] +pub struct CacheControl { + #[serde(rename = "type", skip_serializing_if = "Option::is_none")] + pub cache_type: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub ttl: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub scope: Option, + #[serde(flatten)] + pub extra: Map, +} + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +pub struct AnthropicMessage { + pub role: String, + pub content: MessageContent, + #[serde(flatten)] + pub extra: Map, +} + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +pub struct AnthropicMessagesRequest { + pub model: String, + pub messages: Vec, + #[serde(skip_serializing_if = "Option::is_none")] + pub max_tokens: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub system: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub metadata: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub stop_sequences: Option>, + #[serde(skip_serializing_if = "Option::is_none")] + pub stream: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub temperature: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub top_p: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub top_k: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub tools: Option>, + #[serde(skip_serializing_if = "Option::is_none")] + pub tool_choice: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub thinking: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub service_tier: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub container: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub mcp_servers: Option>, + #[serde(skip_serializing_if = "Option::is_none")] + pub context_management: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub output_format: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub output_config: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub speed: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub inference_geo: Option, + #[serde(flatten)] + pub extra: Map, +} + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +pub struct AnthropicMessagesResponse { + pub id: String, + #[serde(rename = "type")] + pub message_type: String, + pub role: String, + pub model: String, + pub content: Vec, + // Anthropic always includes stop_reason / stop_sequence, null until the turn + // ends; serialize them even when None so callers see the same shape as Python. + pub stop_reason: Option, + pub stop_sequence: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub usage: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub container: Option, + #[serde(flatten)] + pub extra: Map, +} diff --git a/litellm-rust/crates/core/src/providers/anthropic/messages/mod.rs b/litellm-rust/crates/core/src/providers/anthropic/messages/mod.rs new file mode 100644 index 00000000000..f239b6921fa --- /dev/null +++ b/litellm-rust/crates/core/src/providers/anthropic/messages/mod.rs @@ -0,0 +1 @@ +pub mod transformation; diff --git a/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs b/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs new file mode 100644 index 00000000000..829f2260d3c --- /dev/null +++ b/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs @@ -0,0 +1,142 @@ +use crate::error::{CoreError, CoreResult}; +use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy}; + +const ANTHROPIC_API_KEY_ENV: &str = "ANTHROPIC_API_KEY"; +const ANTHROPIC_API_BASE_ENV: &str = "ANTHROPIC_API_BASE"; +const DEFAULT_ANTHROPIC_API_BASE: &str = "https://api.anthropic.com"; +const MESSAGES_PATH_SUFFIX: &str = "/v1/messages"; + +pub struct AnthropicMessagesConfig; + +pub const ANTHROPIC_MESSAGES_CONFIG: AnthropicMessagesConfig = AnthropicMessagesConfig; + +pub fn non_empty(value: Option<&str>) -> Option<&str> { + value.map(str::trim).filter(|value| !value.is_empty()) +} + +pub fn resolve_anthropic_api_key( + api_key: Option<&str>, + env_lookup: &dyn Fn(&str) -> Option, +) -> CoreResult { + non_empty(api_key) + .map(str::to_string) + .or_else(|| env_lookup(ANTHROPIC_API_KEY_ENV).filter(|value| !value.trim().is_empty())) + .ok_or_else(|| { + CoreError::Auth( + "Missing Anthropic API Key - Set `api_key` or the ANTHROPIC_API_KEY \ + environment variable" + .to_string(), + ) + }) +} + +pub fn complete_anthropic_url( + api_base: Option<&str>, + env_lookup: &dyn Fn(&str) -> Option, +) -> String { + let api_base = non_empty(api_base) + .map(str::to_string) + .or_else(|| env_lookup(ANTHROPIC_API_BASE_ENV).filter(|value| !value.trim().is_empty())) + .unwrap_or_else(|| DEFAULT_ANTHROPIC_API_BASE.to_string()); + + let api_base = api_base.trim_end_matches('/'); + if api_base.ends_with(MESSAGES_PATH_SUFFIX) { + return api_base.to_string(); + } + format!("{api_base}{MESSAGES_PATH_SUFFIX}") +} + +impl AnthropicMessagesProviderConfig for AnthropicMessagesConfig { + fn complete_url( + &self, + api_base: Option<&str>, + _model: &str, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult { + Ok(complete_anthropic_url(api_base, env_lookup)) + } + + fn resolve_api_key( + &self, + api_key: Option<&str>, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult { + resolve_anthropic_api_key(api_key, env_lookup) + } + + fn auth_strategy(&self) -> MessagesAuthStrategy { + MessagesAuthStrategy::Header("x-api-key") + } +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn url_defaults_to_public_anthropic_endpoint() { + assert_eq!( + complete_anthropic_url(None, &|_| None), + "https://api.anthropic.com/v1/messages" + ); + } + + #[test] + fn url_appends_messages_suffix_to_custom_base() { + assert_eq!( + complete_anthropic_url(Some("https://proxy.internal"), &|_| None), + "https://proxy.internal/v1/messages" + ); + } + + #[test] + fn url_leaves_complete_messages_endpoint_untouched() { + assert_eq!( + complete_anthropic_url(Some("https://proxy.internal/v1/messages"), &|_| None), + "https://proxy.internal/v1/messages" + ); + } + + #[test] + fn url_falls_back_to_env_base() { + let with_env = |key: &str| { + (key == ANTHROPIC_API_BASE_ENV).then(|| "https://env.anthropic".to_string()) + }; + assert_eq!( + complete_anthropic_url(Some(" "), &with_env), + "https://env.anthropic/v1/messages" + ); + } + + #[test] + fn api_key_prefers_param_then_env_then_errors() { + assert_eq!( + resolve_anthropic_api_key(Some("sk-param"), &|_| None).unwrap(), + "sk-param" + ); + let with_env = |key: &str| (key == ANTHROPIC_API_KEY_ENV).then(|| "sk-env".to_string()); + assert_eq!( + resolve_anthropic_api_key(Some(" "), &with_env).unwrap(), + "sk-env" + ); + assert!(matches!( + resolve_anthropic_api_key(None, &|_| None).expect_err("missing key"), + CoreError::Auth(_) + )); + } + + #[test] + fn auth_strategy_and_default_headers_match_anthropic() { + assert_eq!( + ANTHROPIC_MESSAGES_CONFIG.auth_strategy().header_name(), + "x-api-key" + ); + assert_eq!( + ANTHROPIC_MESSAGES_CONFIG.default_headers(), + &[ + ("anthropic-version", "2023-06-01"), + ("content-type", "application/json"), + ] + ); + } +} diff --git a/litellm-rust/crates/core/src/providers/anthropic/mod.rs b/litellm-rust/crates/core/src/providers/anthropic/mod.rs new file mode 100644 index 00000000000..ba63992f3cb --- /dev/null +++ b/litellm-rust/crates/core/src/providers/anthropic/mod.rs @@ -0,0 +1 @@ +pub mod messages; diff --git a/litellm-rust/crates/core/src/providers/azure_ai/messages/mod.rs b/litellm-rust/crates/core/src/providers/azure_ai/messages/mod.rs new file mode 100644 index 00000000000..f239b6921fa --- /dev/null +++ b/litellm-rust/crates/core/src/providers/azure_ai/messages/mod.rs @@ -0,0 +1 @@ +pub mod transformation; diff --git a/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs b/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs new file mode 100644 index 00000000000..6935bb4604b --- /dev/null +++ b/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs @@ -0,0 +1,512 @@ +use crate::error::{CoreError, CoreResult}; +use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy}; +use crate::messages::types::{ + AnthropicMessage, AnthropicMessagesRequest, AnthropicMessagesResponse, ContentBlock, + MessageContent, SystemPrompt, +}; +use crate::providers::anthropic::messages::transformation::{ + ANTHROPIC_MESSAGES_CONFIG, AnthropicMessagesConfig, non_empty, +}; +use serde_json::{Map, Value}; + +const AZURE_API_KEY_ENV: &str = "AZURE_API_KEY"; +const AZURE_API_BASE_ENV: &str = "AZURE_API_BASE"; +const ANTHROPIC_PATH_SEGMENT: &str = "/anthropic"; +const MESSAGES_PATH_SUFFIX: &str = "/v1/messages"; +const SYSTEM_ROLE: &str = "system"; +const TEXT_BLOCK_TYPE: &str = "text"; + +pub struct AzureAnthropicMessagesConfig { + anthropic: AnthropicMessagesConfig, +} + +pub const AZURE_ANTHROPIC_MESSAGES_CONFIG: AzureAnthropicMessagesConfig = + AzureAnthropicMessagesConfig { + anthropic: ANTHROPIC_MESSAGES_CONFIG, + }; + +pub fn resolve_azure_api_key( + api_key: Option<&str>, + env_lookup: &dyn Fn(&str) -> Option, +) -> CoreResult { + non_empty(api_key) + .map(str::to_string) + .or_else(|| env_lookup(AZURE_API_KEY_ENV).filter(|value| !value.trim().is_empty())) + .ok_or_else(|| { + CoreError::Auth( + "Missing Azure API Key - Set `api_key` or the AZURE_API_KEY environment variable" + .to_string(), + ) + }) +} + +pub fn complete_azure_anthropic_url( + api_base: Option<&str>, + env_lookup: &dyn Fn(&str) -> Option, +) -> CoreResult { + let api_base = non_empty(api_base) + .map(str::to_string) + .or_else(|| env_lookup(AZURE_API_BASE_ENV).filter(|value| !value.trim().is_empty())) + .ok_or_else(|| { + CoreError::Auth( + "Missing Azure API Base - Set `api_base` or the AZURE_API_BASE environment variable. \ + Expected format: https://.services.ai.azure.com/anthropic" + .to_string(), + ) + })?; + + let api_base = api_base.trim_end_matches('/'); + + if api_base.ends_with(MESSAGES_PATH_SUFFIX) { + return Ok(api_base.to_string()); + } + + let with_anthropic = match api_base.split_once(ANTHROPIC_PATH_SEGMENT) { + Some((prefix, _)) => format!("{prefix}{ANTHROPIC_PATH_SEGMENT}"), + None => format!("{api_base}{ANTHROPIC_PATH_SEGMENT}"), + }; + Ok(format!("{with_anthropic}{MESSAGES_PATH_SUFFIX}")) +} + +fn strip_scope_from_block(block: &mut ContentBlock) { + if let Some(cache_control) = block.cache_control.as_mut() { + cache_control.scope = None; + } +} + +fn strip_scope_from_system(system: &mut SystemPrompt) { + if let SystemPrompt::Blocks(blocks) = system { + blocks.iter_mut().for_each(strip_scope_from_block); + } +} + +fn strip_scope_from_message(message: &mut AnthropicMessage) { + if let MessageContent::Blocks(blocks) = &mut message.content { + blocks.iter_mut().for_each(strip_scope_from_block); + } +} + +fn text_content_block(text: String) -> ContentBlock { + let extra = Map::from_iter([ + ( + "type".to_string(), + Value::String(TEXT_BLOCK_TYPE.to_string()), + ), + ("text".to_string(), Value::String(text)), + ]); + ContentBlock { + cache_control: None, + extra, + } +} + +fn content_into_blocks(content: MessageContent) -> Vec { + match content { + MessageContent::Text(text) => vec![text_content_block(text)], + MessageContent::Blocks(blocks) => blocks, + } +} + +fn system_into_blocks(system: Option) -> Vec { + match system { + None => Vec::new(), + Some(SystemPrompt::Text(text)) => vec![text_content_block(text)], + Some(SystemPrompt::Blocks(blocks)) => blocks, + } +} + +fn fold_system_role_messages(request: AnthropicMessagesRequest) -> AnthropicMessagesRequest { + if !request.messages.iter().any(|msg| msg.role == SYSTEM_ROLE) { + return request; + } + + let (system_messages, chat_messages): (Vec, Vec) = request + .messages + .into_iter() + .partition(|msg| msg.role == SYSTEM_ROLE); + + let folded_system: Vec = system_into_blocks(request.system) + .into_iter() + .chain( + system_messages + .into_iter() + .flat_map(|msg| content_into_blocks(msg.content)), + ) + .collect(); + + AnthropicMessagesRequest { + messages: chat_messages, + system: (!folded_system.is_empty()).then_some(SystemPrompt::Blocks(folded_system)), + ..request + } +} + +impl AnthropicMessagesProviderConfig for AzureAnthropicMessagesConfig { + fn complete_url( + &self, + api_base: Option<&str>, + _model: &str, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult { + complete_azure_anthropic_url(api_base, env_lookup) + } + + fn resolve_api_key( + &self, + api_key: Option<&str>, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult { + resolve_azure_api_key(api_key, env_lookup) + } + + fn auth_strategy(&self) -> MessagesAuthStrategy { + self.anthropic.auth_strategy() + } + + fn default_headers(&self) -> &'static [(&'static str, &'static str)] { + self.anthropic.default_headers() + } + + fn transform_request( + &self, + request: AnthropicMessagesRequest, + ) -> CoreResult { + let mut request = fold_system_role_messages(request); + if let Some(system) = request.system.as_mut() { + strip_scope_from_system(system); + } + request + .messages + .iter_mut() + .for_each(strip_scope_from_message); + self.anthropic.transform_request(request) + } + + fn transform_response( + &self, + model: &str, + response: AnthropicMessagesResponse, + ) -> CoreResult { + self.anthropic.transform_response(model, response) + } +} + +#[cfg(test)] +mod tests { + use super::*; + use serde_json::json; + + fn request_from(value: serde_json::Value) -> AnthropicMessagesRequest { + serde_json::from_value(value).expect("valid request") + } + + fn to_value(request: AnthropicMessagesRequest) -> serde_json::Value { + serde_json::to_value(request).expect("serializable request") + } + + #[test] + fn url_appends_anthropic_and_messages_suffix() { + let url = + complete_azure_anthropic_url(Some("https://resource.services.ai.azure.com"), &|_| None) + .expect("url builds"); + assert_eq!( + url, + "https://resource.services.ai.azure.com/anthropic/v1/messages" + ); + } + + #[test] + fn url_keeps_existing_anthropic_segment() { + let url = complete_azure_anthropic_url( + Some("https://resource.services.ai.azure.com/anthropic"), + &|_| None, + ) + .expect("url builds"); + assert_eq!( + url, + "https://resource.services.ai.azure.com/anthropic/v1/messages" + ); + } + + #[test] + fn url_leaves_complete_messages_endpoint_untouched() { + for base in [ + "https://resource.services.ai.azure.com/anthropic/v1/messages", + "https://resource.services.ai.azure.com/v1/messages", + ] { + assert_eq!( + complete_azure_anthropic_url(Some(base), &|_| None).expect("url builds"), + base + ); + } + } + + #[test] + fn url_trims_trailing_slash_and_truncates_after_anthropic() { + let url = complete_azure_anthropic_url( + Some("https://resource.services.ai.azure.com/anthropic/extra/"), + &|_| None, + ) + .expect("url builds"); + assert_eq!( + url, + "https://resource.services.ai.azure.com/anthropic/v1/messages" + ); + } + + #[test] + fn url_falls_back_to_env_then_errors_when_absent() { + let with_env = |key: &str| { + (key == AZURE_API_BASE_ENV).then(|| "https://env.services.ai.azure.com".to_string()) + }; + assert_eq!( + complete_azure_anthropic_url(None, &with_env).expect("url builds"), + "https://env.services.ai.azure.com/anthropic/v1/messages" + ); + let err = complete_azure_anthropic_url(Some(" "), &|_| None).expect_err("missing base"); + assert!(matches!(err, CoreError::Auth(_))); + } + + #[test] + fn resolve_api_key_prefers_param_then_env() { + assert_eq!( + resolve_azure_api_key(Some("sk-param"), &|_| None).unwrap(), + "sk-param" + ); + let with_env = |key: &str| (key == AZURE_API_KEY_ENV).then(|| "sk-env".to_string()); + assert_eq!( + resolve_azure_api_key(Some(" "), &with_env).unwrap(), + "sk-env" + ); + assert!(matches!( + resolve_azure_api_key(None, &|_| None).expect_err("missing key"), + CoreError::Auth(_) + )); + } + + #[test] + fn auth_strategy_is_x_api_key() { + assert_eq!( + AZURE_ANTHROPIC_MESSAGES_CONFIG + .auth_strategy() + .header_name(), + "x-api-key" + ); + } + + #[test] + fn default_headers_match_python() { + assert_eq!( + AZURE_ANTHROPIC_MESSAGES_CONFIG.default_headers(), + &[ + ("anthropic-version", "2023-06-01"), + ("content-type", "application/json"), + ] + ); + } + + #[test] + fn transform_request_strips_scope_from_system_and_messages() { + let request = request_from(json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 1024, + "system": [ + { + "type": "text", + "text": "sys", + "cache_control": {"type": "ephemeral", "ttl": "1h", "scope": "global"} + } + ], + "messages": [ + { + "role": "user", + "content": [ + { + "type": "text", + "text": "hi", + "cache_control": {"type": "ephemeral", "scope": "global"} + }, + {"type": "text", "text": "no cache control"} + ] + } + ] + })); + + let transformed = to_value( + AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_request(request) + .expect("request transforms"), + ); + + assert_eq!( + transformed["system"][0]["cache_control"], + json!({"type": "ephemeral", "ttl": "1h"}) + ); + assert_eq!( + transformed["messages"][0]["content"][0]["cache_control"], + json!({"type": "ephemeral"}) + ); + assert_eq!( + transformed["messages"][0]["content"][1], + json!({"type": "text", "text": "no cache control"}) + ); + } + + #[test] + fn transform_request_is_idempotent_and_preserves_string_system() { + let request = request_from(json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 16, + "system": "plain string system", + "messages": [{"role": "user", "content": "hi"}] + })); + let once = AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_request(request) + .expect("request transforms"); + let twice = AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_request(once.clone()) + .expect("request transforms"); + assert_eq!(once, twice); + assert_eq!(to_value(once)["system"], json!("plain string system")); + } + + #[test] + fn transform_request_preserves_all_supported_params() { + let body = json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 256, + "messages": [{"role": "user", "content": "hi"}], + "system": "be terse", + "metadata": {"user_id": "u1"}, + "stop_sequences": ["STOP"], + "stream": false, + "temperature": 0.4, + "top_p": 0.9, + "top_k": 40, + "tools": [{"name": "get_weather", "input_schema": {"type": "object"}}], + "tool_choice": {"type": "auto"}, + "thinking": {"type": "enabled", "budget_tokens": 1024}, + "service_tier": "auto", + "container": {"id": "c1"}, + "mcp_servers": [{"type": "url", "url": "https://mcp.example", "name": "x"}], + "context_management": {"edits": []}, + "output_format": {"type": "json_schema"}, + "output_config": {"effort": "high"}, + "speed": "fast", + "inference_geo": "us", + "litellm_metadata": {"trace": "abc"} + }); + let transformed = to_value( + AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_request(request_from(body.clone())) + .expect("request transforms"), + ); + assert_eq!(transformed, body); + } + + #[test] + fn transform_request_folds_system_role_message_into_top_level_system() { + let request = request_from(json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 256, + "system": [{"type": "text", "text": "base system"}], + "messages": [ + {"role": "user", "content": "fix the bug"}, + {"role": "system", "content": "Available agent types: claude"} + ] + })); + + let transformed = to_value( + AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_request(request) + .expect("request transforms"), + ); + + assert_eq!( + transformed["messages"], + json!([{"role": "user", "content": "fix the bug"}]) + ); + assert_eq!( + transformed["system"], + json!([ + {"type": "text", "text": "base system"}, + {"type": "text", "text": "Available agent types: claude"} + ]) + ); + } + + #[test] + fn transform_request_folds_system_role_when_no_top_level_system() { + let request = request_from(json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 256, + "messages": [ + {"role": "user", "content": [{"type": "text", "text": "hi"}]}, + {"role": "system", "content": [{"type": "text", "text": "sys block"}]} + ] + })); + + let transformed = to_value( + AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_request(request) + .expect("request transforms"), + ); + + assert_eq!( + transformed["messages"], + json!([{"role": "user", "content": [{"type": "text", "text": "hi"}]}]) + ); + assert_eq!( + transformed["system"], + json!([{"type": "text", "text": "sys block"}]) + ); + } + + #[test] + fn transform_request_leaves_requests_without_system_role_untouched() { + let body = json!({ + "model": "claude-sonnet-4-5", + "max_tokens": 256, + "system": "be terse", + "messages": [ + {"role": "user", "content": "hi"}, + {"role": "assistant", "content": "hello"} + ] + }); + let transformed = to_value( + AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_request(request_from(body.clone())) + .expect("request transforms"), + ); + assert_eq!(transformed, body); + } + + #[test] + fn transform_request_rejects_non_object_body() { + let err = serde_json::from_value::(json!("bad")) + .expect_err("non-object body should error"); + assert!(err.is_data()); + } + + #[test] + fn transform_response_passes_through() { + let response: AnthropicMessagesResponse = serde_json::from_value(json!({ + "id": "msg_1", + "type": "message", + "role": "assistant", + "content": [{"type": "text", "text": "hello"}], + "model": "claude-sonnet-4-5", + "stop_reason": "end_turn", + "stop_sequence": null, + "usage": {"input_tokens": 1, "output_tokens": 2} + })) + .expect("valid response"); + let transformed = AZURE_ANTHROPIC_MESSAGES_CONFIG + .transform_response("claude-sonnet-4-5", response) + .expect("response transforms"); + let value = serde_json::to_value(transformed).expect("serializable"); + assert_eq!(value["stop_reason"], json!("end_turn")); + assert_eq!(value["stop_sequence"], json!(null)); + assert_eq!(value["content"][0]["text"], json!("hello")); + } +} diff --git a/litellm-rust/crates/core/src/providers/azure_ai/mod.rs b/litellm-rust/crates/core/src/providers/azure_ai/mod.rs index 3621ff6a2fd..5d13fa93e00 100644 --- a/litellm-rust/crates/core/src/providers/azure_ai/mod.rs +++ b/litellm-rust/crates/core/src/providers/azure_ai/mod.rs @@ -1 +1,2 @@ +pub mod messages; pub mod ocr; diff --git a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs index 060073acd47..eabd15677cc 100644 --- a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs +++ b/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs @@ -1,9 +1,9 @@ use std::collections::BTreeSet; -use crate::error::{json_type_name, CoreError, CoreResult}; +use crate::error::{CoreError, CoreResult, json_type_name}; use crate::ocr::transformation::{OcrAuthStrategy, OcrProviderConfig, OcrResponseHandling}; use crate::ocr::types::{OcrRequestData, OcrResponseData}; -use serde_json::{json, Map, Value}; +use serde_json::{Map, Value, json}; use crate::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG; @@ -206,11 +206,11 @@ pub fn complete_document_intelligence_url( AZURE_DOCUMENT_INTELLIGENCE_API_VERSION ); - if let Some(pages) = optional_params.get("pages") { - if let Some(normalized) = normalize_pages_param(pages)? { - url.push_str("&pages="); - url.push_str(&normalized); - } + if let Some(pages) = optional_params.get("pages") + && let Some(normalized) = normalize_pages_param(pages)? + { + url.push_str("&pages="); + url.push_str(&normalized); } Ok(url) @@ -231,7 +231,7 @@ fn document_url_from_mistral_document(document: &Value) -> CoreResult<&str> { other => { return Err(CoreError::InvalidRequest(format!( "Invalid document type: {other}. Must be 'document_url' or 'image_url'" - ))) + ))); } }; object diff --git a/litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs b/litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs new file mode 100644 index 00000000000..86eb589e2c0 --- /dev/null +++ b/litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs @@ -0,0 +1,310 @@ +use serde_json::{Map, Value, json}; + +use crate::audio_transcription::transformation::{ + AudioTranscriptionAuth, AudioTranscriptionProviderConfig, +}; +use crate::audio_transcription::types::{ + AudioTranscriptionRequestData, AudioTranscriptionResponseData, +}; +use crate::error::{CoreError, CoreResult, json_type_name}; + +use super::aws_base::AwsAuthConfig; +use super::constants::{ + AWS_REGION, AWS_REGION_NAME, BEDROCK_RUNTIME_ENDPOINT_TEMPLATE, BEDROCK_SERVICE, + DEFAULT_BEDROCK_REGION, +}; + +const SUPPORTED_PARAMS: &[&str] = &["language", "prompt", "temperature", "response_format"]; + +pub static BEDROCK_AUDIO_TRANSCRIPTION_CONFIG: BedrockAudioTranscriptionConfig = + BedrockAudioTranscriptionConfig; + +pub struct BedrockAudioTranscriptionConfig; + +pub fn bedrock_model_id_and_region(model: &str) -> (String, Option) { + let mut stripped = model; + for prefix in ["bedrock/converse/", "bedrock/", "converse/"] { + if let Some(value) = stripped.strip_prefix(prefix) { + stripped = value; + break; + } + } + let mut region = None; + if let Some((candidate, remainder)) = stripped.split_once('/') + && is_bedrock_region(candidate) + { + region = Some(candidate.to_string()); + stripped = remainder; + } + for prefix in ["nova-2/", "nova/"] { + if let Some(value) = stripped.strip_prefix(prefix) { + stripped = value; + break; + } + } + if region.is_none() { + region = stripped + .strip_prefix("arn:") + .and_then(|value| value.split(':').nth(3)) + .filter(|value| !value.is_empty()) + .map(str::to_string); + } + (stripped.to_string(), region) +} + +fn is_bedrock_region(value: &str) -> bool { + value.len() > 3 + && value.contains('-') + && value + .chars() + .all(|char| char.is_ascii_alphanumeric() || char == '-') +} + +pub fn resolve_bedrock_region( + model_region: Option<&str>, + optional_params: &Map, + env_lookup: &dyn Fn(&str) -> Option, +) -> String { + if let Some(region) = optional_params + .get("aws_region_name") + .and_then(Value::as_str) + { + return region.to_string(); + } + if let Some(region) = model_region { + return region.to_string(); + } + env_lookup(AWS_REGION_NAME) + .or_else(|| env_lookup(AWS_REGION)) + .unwrap_or_else(|| DEFAULT_BEDROCK_REGION.to_string()) +} + +fn audio_fields(audio: Value) -> CoreResult<(String, String)> { + let object = audio.as_object().ok_or_else(|| CoreError::InvalidType { + expected: "object", + actual: json_type_name(&audio), + })?; + let data = object + .get("data") + .and_then(Value::as_str) + .filter(|value| !value.is_empty()) + .ok_or(CoreError::MissingField("audio.data"))?; + let format = object + .get("format") + .and_then(Value::as_str) + .filter(|value| matches!(*value, "wav" | "mp3" | "flac" | "ogg")) + .ok_or_else(|| { + CoreError::InvalidRequest("audio.format must be wav, mp3, flac, or ogg".to_string()) + })?; + Ok((data.to_string(), format.to_string())) +} + +fn optional_string<'a>(params: &'a Map, key: &str) -> Option<&'a str> { + params + .get(key) + .and_then(Value::as_str) + .filter(|value| !value.is_empty()) +} + +impl AudioTranscriptionProviderConfig for BedrockAudioTranscriptionConfig { + fn supported_transcription_params(&self) -> &'static [&'static str] { + SUPPORTED_PARAMS + } + + fn transform_transcription_request( + &self, + _model: &str, + audio: Value, + optional_params: Map, + ) -> CoreResult { + let (data, format) = audio_fields(audio)?; + let mut instruction = "Transcribe the audio. Respond with only the transcript.".to_string(); + if let Some(language) = optional_string(&optional_params, "language") { + instruction.push_str(&format!(" The audio language is {language}.")); + } + if let Some(prompt) = optional_string(&optional_params, "prompt") { + instruction.push_str(&format!(" Additional context: {prompt}")); + } + let mut inference_config = Map::from_iter([("maxTokens".to_string(), json!(4096))]); + if let Some(temperature) = optional_params.get("temperature") { + inference_config.insert("temperature".to_string(), temperature.clone()); + } + Ok(AudioTranscriptionRequestData { + body: json!({ + "messages": [{ + "role": "user", + "content": [ + {"audio": {"format": format, "source": {"bytes": data}}}, + {"text": instruction} + ] + }], + "system": [{"text": "You are a transcription assistant."}], + "inferenceConfig": inference_config, + }), + }) + } + + fn transform_transcription_response( + &self, + _model: &str, + response_json: Value, + ) -> CoreResult { + let content = response_json + .get("output") + .and_then(|value| value.get("message")) + .and_then(|value| value.get("content")) + .and_then(Value::as_array) + .ok_or_else(|| { + CoreError::InvalidResponse("Bedrock response has no output content".to_string()) + })?; + let mut text = String::new(); + for block in content { + if let Some(value) = block.get("text").and_then(Value::as_str) { + text.push_str(value); + } + } + Ok(AudioTranscriptionResponseData { text }) + } + + fn complete_url( + &self, + api_base: Option<&str>, + model: &str, + optional_params: &Map, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult { + let (model_id, model_region) = bedrock_model_id_and_region(model); + let region = resolve_bedrock_region(model_region.as_deref(), optional_params, env_lookup); + let endpoint = optional_params + .get("aws_bedrock_runtime_endpoint") + .and_then(Value::as_str) + .or(api_base) + .map(str::trim) + .filter(|value| !value.is_empty()) + .map(str::to_string) + .unwrap_or_else(|| BEDROCK_RUNTIME_ENDPOINT_TEMPLATE.replace("{region}", ®ion)); + Ok(format!( + "{}/model/{model_id}/converse", + endpoint.trim_end_matches('/') + )) + } + + fn auth_strategy( + &self, + model: &str, + optional_params: &Map, + env_lookup: &dyn Fn(&str) -> Option, + ) -> CoreResult { + let (_, model_region) = bedrock_model_id_and_region(model); + Ok(AudioTranscriptionAuth::AwsSigV4 { + region: resolve_bedrock_region(model_region.as_deref(), optional_params, env_lookup), + service: BEDROCK_SERVICE, + }) + } +} + +pub fn aws_auth_config( + optional_params: &Map, + env_lookup: &dyn Fn(&str) -> Option, +) -> AwsAuthConfig { + let value = |key: &str| { + optional_params + .get(key) + .and_then(Value::as_str) + .map(str::to_string) + }; + let env = |key: &str| env_lookup(key); + AwsAuthConfig { + access_key_id: value("aws_access_key_id").or_else(|| env("AWS_ACCESS_KEY_ID")), + secret_access_key: value("aws_secret_access_key").or_else(|| env("AWS_SECRET_ACCESS_KEY")), + session_token: value("aws_session_token").or_else(|| env("AWS_SESSION_TOKEN")), + region_name: value("aws_region_name").or_else(|| env(AWS_REGION_NAME)), + session_name: value("aws_session_name").or_else(|| env("AWS_SESSION_NAME")), + profile_name: value("aws_profile_name").or_else(|| env("AWS_PROFILE_NAME")), + role_name: value("aws_role_name").or_else(|| env("AWS_ROLE_NAME")), + web_identity_token: value("aws_web_identity_token") + .or_else(|| env("AWS_WEB_IDENTITY_TOKEN")), + sts_endpoint: value("aws_sts_endpoint").or_else(|| env("AWS_STS_ENDPOINT")), + external_id: value("aws_external_id").or_else(|| env("AWS_EXTERNAL_ID")), + } +} + +#[cfg(test)] +mod tests { + use super::*; + + fn no_env(_: &str) -> Option { + None + } + + #[test] + fn request_matches_python_shape() { + let params = Map::from_iter([ + ("language".to_string(), json!("en")), + ("prompt".to_string(), json!("Speaker names")), + ("temperature".to_string(), json!(0)), + ("timestamp_granularities".to_string(), json!(["word"])), + ]); + let params = BEDROCK_AUDIO_TRANSCRIPTION_CONFIG.map_transcription_params(¶ms); + let result = BEDROCK_AUDIO_TRANSCRIPTION_CONFIG + .transform_transcription_request( + "mistral.voxtral-mini-3b-2507", + json!({"data": "AQI=", "format": "wav", "filename": "sample.wav"}), + params, + ) + .expect("request"); + assert_eq!( + result.body, + json!({ + "messages": [{ + "role": "user", + "content": [ + {"audio": {"format": "wav", "source": {"bytes": "AQI="}}}, + {"text": "Transcribe the audio. Respond with only the transcript. The audio language is en. Additional context: Speaker names"} + ] + }], + "system": [{"text": "You are a transcription assistant."}], + "inferenceConfig": {"maxTokens": 4096, "temperature": 0} + }) + ); + } + + #[test] + fn response_concatenates_content_blocks() { + let result = BEDROCK_AUDIO_TRANSCRIPTION_CONFIG + .transform_transcription_response( + "model", + json!({"output": {"message": {"content": [{"text": "hello "}, {"text": "world"}]}}}), + ) + .expect("response"); + assert_eq!(result.text, "hello world"); + assert_eq!(result.into_json(), json!({"text": "hello world"})); + } + + #[test] + fn invalid_audio_is_rejected() { + let result = BEDROCK_AUDIO_TRANSCRIPTION_CONFIG.transform_transcription_request( + "model", + json!({"data": "AQI="}), + Map::new(), + ); + assert!(result.is_err()); + } + + #[test] + fn region_and_url_precedence_match_python() { + let params = Map::from_iter([("aws_region_name".to_string(), json!("eu-west-1"))]); + let url = BEDROCK_AUDIO_TRANSCRIPTION_CONFIG + .complete_url( + None, + "bedrock/us-east-1/mistral.voxtral-mini-3b-2507", + ¶ms, + &no_env, + ) + .expect("url"); + assert_eq!( + url, + "https://bedrock-runtime.eu-west-1.amazonaws.com/model/mistral.voxtral-mini-3b-2507/converse" + ); + } +} diff --git a/litellm-rust/crates/core/src/providers/bedrock/aws_base.rs b/litellm-rust/crates/core/src/providers/bedrock/aws_base.rs new file mode 100644 index 00000000000..dc036a3cf21 --- /dev/null +++ b/litellm-rust/crates/core/src/providers/bedrock/aws_base.rs @@ -0,0 +1,726 @@ +use std::collections::BTreeMap; +use std::sync::{Mutex, OnceLock}; +use std::time::Duration; +use std::time::{SystemTime, UNIX_EPOCH}; + +use crate::caching::in_memory_cache::InMemoryCache; +use crate::error::{CoreError, CoreResult}; +use aws_credential_types::Credentials; +use aws_credential_types::provider::ProvideCredentials; +use aws_sigv4::http_request::{ + SignableBody, SignableRequest, SigningParams, SigningSettings, sign, +}; +use aws_sigv4::sign::v4; +use aws_smithy_runtime_api::client::identity::Identity; +use sha2::{Digest, Sha256}; + +use super::constants::{ + AWS_ACCESS_KEY_ID, AWS_EXTERNAL_ID, AWS_PROFILE_NAME, AWS_REGION_NAME, AWS_ROLE_ARN, + AWS_ROLE_NAME, AWS_SECRET_ACCESS_KEY, AWS_SESSION_NAME, AWS_SESSION_TOKEN, AWS_STS_ENDPOINT, + AWS_WEB_IDENTITY_TOKEN, AWS_WEB_IDENTITY_TOKEN_FILE, BEDROCK_SERVICE, + DEFAULT_SESSION_NAME_PREFIX, +}; + +const STATIC_CREDENTIALS_TTL: Duration = Duration::from_secs(3600 - 60); +const AMBIENT_CREDENTIALS_TTL: Duration = Duration::from_secs(600); + +static IAM_CREDENTIALS_CACHE: OnceLock>> = OnceLock::new(); + +fn credential_cache_ttl(flow: &AwsAuthFlow) -> Option { + match flow { + AwsAuthFlow::StaticKeys { .. } => Some(STATIC_CREDENTIALS_TTL), + AwsAuthFlow::DefaultChain => Some(AMBIENT_CREDENTIALS_TTL), + AwsAuthFlow::WebIdentity { .. } + | AwsAuthFlow::AssumeRole { .. } + | AwsAuthFlow::Profile { .. } + | AwsAuthFlow::SessionToken { .. } => None, + } +} + +#[derive(Clone, Debug, Default, PartialEq, Eq)] +pub struct AwsAuthConfig { + pub access_key_id: Option, + pub secret_access_key: Option, + pub session_token: Option, + pub region_name: Option, + pub session_name: Option, + pub profile_name: Option, + pub role_name: Option, + pub web_identity_token: Option, + pub sts_endpoint: Option, + pub external_id: Option, +} + +impl AwsAuthConfig { + fn with_environment(self, env_lookup: &(dyn Fn(&str) -> Option + Sync)) -> Self { + Self { + access_key_id: self.access_key_id.or_else(|| env_lookup(AWS_ACCESS_KEY_ID)), + secret_access_key: self + .secret_access_key + .or_else(|| env_lookup(AWS_SECRET_ACCESS_KEY)), + session_token: self.session_token.or_else(|| env_lookup(AWS_SESSION_TOKEN)), + region_name: self.region_name.or_else(|| env_lookup(AWS_REGION_NAME)), + session_name: self.session_name.or_else(|| env_lookup(AWS_SESSION_NAME)), + profile_name: self.profile_name.or_else(|| env_lookup(AWS_PROFILE_NAME)), + role_name: self.role_name.or_else(|| env_lookup(AWS_ROLE_NAME)), + web_identity_token: self + .web_identity_token + .or_else(|| env_lookup(AWS_WEB_IDENTITY_TOKEN)), + sts_endpoint: self.sts_endpoint.or_else(|| env_lookup(AWS_STS_ENDPOINT)), + external_id: self.external_id.or_else(|| env_lookup(AWS_EXTERNAL_ID)), + } + } +} + +#[derive(Clone, Debug, PartialEq, Eq)] +pub enum AwsAuthFlow { + WebIdentity { + token: String, + role: String, + session_name: String, + }, + AssumeRole { + role: String, + session_name: Option, + }, + Profile { + name: String, + }, + SessionToken { + access_key_id: String, + secret_access_key: String, + session_token: String, + }, + StaticKeys { + access_key_id: String, + secret_access_key: String, + region_name: String, + }, + DefaultChain, +} + +fn cache_key(config: &AwsAuthConfig, flow: &AwsAuthFlow) -> String { + let mut hasher = Sha256::new(); + hasher.update(format!("{config:?}:{flow:?}")); + format!("{:x}", hasher.finalize()) +} + +fn get_cached_credentials(key: &str) -> Option { + let cache = IAM_CREDENTIALS_CACHE.get_or_init(|| Mutex::new(InMemoryCache::default())); + let mut entries = cache.lock().ok()?; + entries.get_cache(key) +} + +fn set_cached_credentials(key: String, credentials: Credentials, ttl: Duration) { + let cache = IAM_CREDENTIALS_CACHE.get_or_init(|| Mutex::new(InMemoryCache::default())); + if let Ok(mut entries) = cache.lock() { + entries.set_cache(key, credentials, Some(ttl)); + } +} + +fn role_identity(arn: &str) -> Option<(&str, &str, &str)> { + let mut parts = arn.splitn(6, ':'); + let ("arn", partition, _, _, account, resource) = ( + parts.next()?, + parts.next()?, + parts.next()?, + parts.next()?, + parts.next()?, + parts.next()?, + ) else { + return None; + }; + let role = if let Some(role) = resource.strip_prefix("role/") { + role.rsplit('/').next()? + } else { + resource.strip_prefix("assumed-role/")?.split('/').next()? + }; + Some((partition, account, role)) +} + +fn same_role_arns(target: &str, caller: &str) -> bool { + role_identity(target) == role_identity(caller) +} + +pub fn classify_auth( + config: AwsAuthConfig, + env_lookup: &(dyn Fn(&str) -> Option + Sync), +) -> AwsAuthFlow { + let config = config.with_environment(env_lookup); + if let (Some(token), Some(role), Some(session_name)) = ( + config.web_identity_token.clone(), + config.role_name.clone(), + config.session_name.clone(), + ) { + return AwsAuthFlow::WebIdentity { + token, + role, + session_name, + }; + } + if let Some(role) = config.role_name.clone() { + return AwsAuthFlow::AssumeRole { + role, + session_name: config.session_name.clone(), + }; + } + if let Some(name) = config.profile_name { + return AwsAuthFlow::Profile { name }; + } + if let (Some(access_key_id), Some(secret_access_key), Some(session_token)) = ( + config.access_key_id.clone(), + config.secret_access_key.clone(), + config.session_token, + ) { + return AwsAuthFlow::SessionToken { + access_key_id, + secret_access_key, + session_token, + }; + } + if let (Some(access_key_id), Some(secret_access_key), Some(region_name)) = ( + config.access_key_id, + config.secret_access_key, + config.region_name, + ) { + return AwsAuthFlow::StaticKeys { + access_key_id, + secret_access_key, + region_name, + }; + } + AwsAuthFlow::DefaultChain +} + +pub async fn resolve_credentials( + config: AwsAuthConfig, + env_lookup: &(dyn Fn(&str) -> Option + Sync), +) -> CoreResult { + let resolved = config.clone().with_environment(env_lookup); + let flow = classify_auth(config, env_lookup); + match flow { + AwsAuthFlow::SessionToken { + access_key_id, + secret_access_key, + session_token, + } => Ok(Credentials::new( + access_key_id, + secret_access_key, + Some(session_token), + None, + "litellm-static-session", + )), + AwsAuthFlow::StaticKeys { + access_key_id, + secret_access_key, + region_name, + } => { + let flow = AwsAuthFlow::StaticKeys { + access_key_id: access_key_id.clone(), + secret_access_key: secret_access_key.clone(), + region_name, + }; + let key = cache_key(&resolved, &flow); + if let Some(credentials) = get_cached_credentials(&key) { + return Ok(credentials); + } + let credentials = Credentials::new( + access_key_id, + secret_access_key, + None, + None, + "litellm-static", + ); + set_cached_credentials( + key, + credentials.clone(), + credential_cache_ttl(&flow).unwrap_or(STATIC_CREDENTIALS_TTL), + ); + Ok(credentials) + } + AwsAuthFlow::Profile { name } => { + let provider = aws_config::profile::ProfileFileCredentialsProvider::builder() + .profile_name(name) + .build(); + provider.provide_credentials().await.map_err(|error| { + CoreError::Auth(format!("AWS profile credentials failed: {error}")) + }) + } + AwsAuthFlow::AssumeRole { role, session_name } => { + if is_already_running_as_role(&role, &resolved).await? { + let ambient_flow = AwsAuthFlow::DefaultChain; + let key = cache_key(&resolved, &ambient_flow); + if let Some(credentials) = get_cached_credentials(&key) { + return Ok(credentials); + } + let provider = + aws_config::default_provider::credentials::DefaultCredentialsChain::builder() + .build() + .await; + let credentials = provider.provide_credentials().await.map_err(|error| { + CoreError::Auth(format!("AWS default credentials failed: {error}")) + })?; + set_cached_credentials( + key, + credentials.clone(), + credential_cache_ttl(&ambient_flow).unwrap_or(AMBIENT_CREDENTIALS_TTL), + ); + return Ok(credentials); + } + let mut loader = aws_config::defaults(aws_config::BehaviorVersion::latest()); + if let Some(region) = resolved.region_name.clone() { + loader = loader.region(aws_types::region::Region::new(region)); + } + if let Some(endpoint) = resolved.sts_endpoint.clone() { + loader = loader.endpoint_url(endpoint); + } + if let (Some(access_key_id), Some(secret_access_key)) = + (resolved.access_key_id, resolved.secret_access_key) + { + loader = loader.credentials_provider(Credentials::new( + access_key_id, + secret_access_key, + resolved.session_token, + None, + "litellm-role-source", + )); + } + let sdk_config = loader.load().await; + let builder = aws_config::sts::AssumeRoleProvider::builder(role); + let builder = match session_name { + Some(name) => builder.session_name(name), + None => builder.session_name(default_session_name()), + }; + let builder = match resolved.external_id { + Some(id) => builder.external_id(id), + None => builder, + }; + let provider = builder.configure(&sdk_config).build().await; + provider + .provide_credentials() + .await + .map_err(|error| CoreError::Auth(format!("AWS role credentials failed: {error}"))) + } + AwsAuthFlow::WebIdentity { + token, + role, + session_name, + } => { + let mut loader = aws_config::defaults(aws_config::BehaviorVersion::latest()); + if let Some(region) = resolved.region_name { + loader = loader.region(aws_types::region::Region::new(region)); + } + if let Some(endpoint) = resolved.sts_endpoint { + loader = loader.endpoint_url(endpoint); + } + let sdk_config = loader.load().await; + let client = aws_sdk_sts::Client::new(&sdk_config); + let response = client + .assume_role_with_web_identity() + .role_arn(role) + .role_session_name(session_name) + .web_identity_token(token) + .send() + .await + .map_err(|error| { + CoreError::Auth(format!("AWS web identity credentials failed: {error}")) + })?; + let credentials = response.credentials().ok_or_else(|| { + CoreError::Auth("AWS web identity response had no credentials".to_string()) + })?; + let expiration = SystemTime::try_from(*credentials.expiration()).map_err(|error| { + CoreError::Auth(format!("AWS web identity expiration was invalid: {error}")) + })?; + Ok(Credentials::new( + credentials.access_key_id(), + credentials.secret_access_key(), + Some(credentials.session_token().to_string()), + Some(expiration), + "litellm-web-identity", + )) + } + AwsAuthFlow::DefaultChain => { + let key = cache_key(&resolved, &AwsAuthFlow::DefaultChain); + if let Some(credentials) = get_cached_credentials(&key) { + return Ok(credentials); + } + let provider = + aws_config::default_provider::credentials::DefaultCredentialsChain::builder() + .build() + .await; + let credentials = provider.provide_credentials().await.map_err(|error| { + CoreError::Auth(format!("AWS default credentials failed: {error}")) + })?; + set_cached_credentials( + key, + credentials.clone(), + credential_cache_ttl(&AwsAuthFlow::DefaultChain).unwrap_or(AMBIENT_CREDENTIALS_TTL), + ); + Ok(credentials) + } + } +} + +async fn is_already_running_as_role(role: &str, config: &AwsAuthConfig) -> CoreResult { + if role_identity(role).is_none() { + return Ok(false); + } + if let (Ok(current_role), Ok(token_file)) = ( + std::env::var(AWS_ROLE_ARN), + std::env::var(AWS_WEB_IDENTITY_TOKEN_FILE), + ) && !token_file.is_empty() + { + return Ok(same_role_arns(role, ¤t_role)); + } + + let mut loader = aws_config::defaults(aws_config::BehaviorVersion::latest()); + if let Some(region) = config.region_name.clone() { + loader = loader.region(aws_types::region::Region::new(region)); + } + if let Some(endpoint) = config.sts_endpoint.clone() { + loader = loader.endpoint_url(endpoint); + } + let sdk_config = loader.load().await; + let response = match aws_sdk_sts::Client::new(&sdk_config) + .get_caller_identity() + .send() + .await + { + Ok(response) => response, + Err(_) => return Ok(false), + }; + Ok(response + .arn() + .is_some_and(|caller| same_role_arns(role, caller))) +} + +fn default_session_name() -> String { + let seconds = SystemTime::now() + .duration_since(UNIX_EPOCH) + .map_or(0, |duration| duration.as_secs()); + format!("{DEFAULT_SESSION_NAME_PREFIX}-{seconds}") +} + +pub fn sign_bedrock_post( + url: &str, + body: &[u8], + headers: &BTreeMap, + region: &str, + credentials: &Credentials, + signing_time: SystemTime, +) -> CoreResult> { + let identity: Identity = credentials.clone().into(); + let params = v4::SigningParams::builder() + .identity(&identity) + .region(region) + .name(BEDROCK_SERVICE) + .time(signing_time) + .settings(SigningSettings::default()) + .build() + .map(SigningParams::from) + .map_err(|error| CoreError::Auth(format!("AWS signing parameters failed: {error}")))?; + let header_refs = headers + .iter() + .map(|(name, value)| (name.as_str(), value.as_str())); + let request = SignableRequest::new("POST", url, header_refs, SignableBody::Bytes(body)) + .map_err(|error| CoreError::Auth(format!("AWS signable request failed: {error}")))?; + let (instructions, _) = sign(request, ¶ms) + .map_err(|error| CoreError::Auth(format!("AWS request signing failed: {error}")))? + .into_parts(); + Ok(instructions + .headers() + .map(|(name, value)| { + let normalized_name = match name { + "authorization" => "Authorization", + "x-amz-date" => "X-Amz-Date", + "x-amz-security-token" => "X-Amz-Security-Token", + _ => name, + }; + (normalized_name.to_string(), value.to_string()) + }) + .collect()) +} + +#[cfg(test)] +mod tests { + use super::*; + + fn no_env(_: &str) -> Option { + None + } + + fn parity_inputs() -> (String, Vec, BTreeMap) { + ( + "https://bedrock-runtime.us-east-1.amazonaws.com/model/amazon.titan-text-express-v1/invoke" + .to_string(), + br#"{"input":"hello"}"#.to_vec(), + BTreeMap::from([("Content-Type".to_string(), "application/json".to_string())]), + ) + } + + #[test] + fn classification_preserves_python_precedence() { + let config = AwsAuthConfig { + access_key_id: Some("ak".into()), + secret_access_key: Some("sk".into()), + session_token: Some("token".into()), + region_name: Some("us-east-1".into()), + session_name: Some("session".into()), + profile_name: Some("profile".into()), + role_name: Some("role".into()), + web_identity_token: Some("oidc".into()), + ..Default::default() + }; + assert!(matches!( + classify_auth(config, &no_env), + AwsAuthFlow::WebIdentity { .. } + )); + } + + #[test] + fn classification_covers_fallthroughs() { + let env = |key: &str| match key { + AWS_PROFILE_NAME => Some("profile".into()), + _ => None, + }; + assert!(matches!( + classify_auth(AwsAuthConfig::default(), &env), + AwsAuthFlow::Profile { .. } + )); + assert!(matches!( + classify_auth( + AwsAuthConfig { + access_key_id: Some("ak".into()), + secret_access_key: Some("sk".into()), + session_token: Some("token".into()), + ..Default::default() + }, + &no_env + ), + AwsAuthFlow::SessionToken { .. } + )); + assert!(matches!( + classify_auth( + AwsAuthConfig { + access_key_id: Some("ak".into()), + secret_access_key: Some("sk".into()), + region_name: Some("us-east-1".into()), + ..Default::default() + }, + &no_env + ), + AwsAuthFlow::StaticKeys { .. } + )); + assert_eq!( + classify_auth(AwsAuthConfig::default(), &no_env), + AwsAuthFlow::DefaultChain + ); + } + + #[tokio::test] + async fn static_credentials_do_not_use_network() { + let credentials = resolve_credentials( + AwsAuthConfig { + access_key_id: Some("ak".into()), + secret_access_key: Some("sk".into()), + region_name: Some("us-east-1".into()), + ..Default::default() + }, + &no_env, + ) + .await + .expect("static credentials"); + assert_eq!(credentials.access_key_id(), "ak"); + assert_eq!(credentials.session_token(), None); + } + + #[test] + fn cache_policy_matches_python_flows() { + assert_eq!( + credential_cache_ttl(&AwsAuthFlow::StaticKeys { + access_key_id: "ak".into(), + secret_access_key: "sk".into(), + region_name: "us-east-1".into(), + }), + Some(STATIC_CREDENTIALS_TTL) + ); + assert_eq!( + credential_cache_ttl(&AwsAuthFlow::DefaultChain), + Some(AMBIENT_CREDENTIALS_TTL) + ); + assert_eq!( + credential_cache_ttl(&AwsAuthFlow::SessionToken { + access_key_id: "ak".into(), + secret_access_key: "sk".into(), + session_token: "token".into(), + }), + None + ); + assert_eq!( + credential_cache_ttl(&AwsAuthFlow::Profile { + name: "profile".into() + }), + None + ); + assert_eq!( + credential_cache_ttl(&AwsAuthFlow::AssumeRole { + role: "arn:aws:iam::123456789012:role/demo".into(), + session_name: None, + }), + None + ); + assert_eq!( + credential_cache_ttl(&AwsAuthFlow::WebIdentity { + token: "token".into(), + role: "arn:aws:iam::123456789012:role/demo".into(), + session_name: "session".into(), + }), + None + ); + } + + #[test] + fn cache_round_trip_preserves_credentials() { + let key = format!("cache-test-{}", std::process::id()); + let credentials = Credentials::new("cache-ak", "cache-sk", None, None, "test"); + set_cached_credentials(key.clone(), credentials.clone(), STATIC_CREDENTIALS_TTL); + assert_eq!( + get_cached_credentials(&key).map(|value| value.access_key_id().to_string()), + Some("cache-ak".to_string()) + ); + } + + #[test] + fn same_role_comparison_matches_partition_account_and_role() { + assert!(same_role_arns( + "arn:aws:iam::123456789012:role/path/demo", + "arn:aws:sts::123456789012:assumed-role/demo/session" + )); + assert!(!same_role_arns( + "arn:aws:iam::123456789012:role/demo", + "arn:aws:iam::999999999999:role/demo" + )); + assert!(!same_role_arns( + "arn:aws:iam::123456789012:role/demo", + "arn:aws-cn:iam::123456789012:role/demo" + )); + assert!(!same_role_arns( + "arn:aws:iam::123456789012:user/demo", + "arn:aws:iam::123456789012:role/demo" + )); + } + + #[test] + fn signing_matches_botocore_golden_vector() { + let (url, body, headers) = parity_inputs(); + let credentials = Credentials::new( + "AKIDEXAMPLE", + "wJalrXUtnFEMI/K7MDENG+bPxRfiCYEXAMPLEKEY", + Some("session-token".to_string()), + None, + "test", + ); + let signed = sign_bedrock_post( + &url, + &body, + &headers, + "us-east-1", + &credentials, + UNIX_EPOCH + std::time::Duration::from_secs(1_704_164_645), + ) + .expect("golden signature"); + assert_eq!( + signed.get("X-Amz-Date").map(String::as_str), + Some("20240102T030405Z") + ); + assert_eq!( + signed.get("X-Amz-Security-Token").map(String::as_str), + Some("session-token") + ); + assert_eq!( + signed.get("Authorization").map(String::as_str), + Some( + "AWS4-HMAC-SHA256 Credential=AKIDEXAMPLE/20240102/us-east-1/bedrock/aws4_request, SignedHeaders=content-type;host;x-amz-date;x-amz-security-token, Signature=55c027ef47527d3ad63f1735f9d099efdbc99f296ff914bd94e727e24ec0e464" + ) + ); + } + + #[test] + fn signing_without_session_token_omits_security_header() { + let (url, body, headers) = parity_inputs(); + let credentials = Credentials::new( + "AKIDEXAMPLE", + "wJalrXUtnFEMI/K7MDENG+bPxRfiCYEXAMPLEKEY", + None, + None, + "test", + ); + let signed = sign_bedrock_post( + &url, + &body, + &headers, + "us-east-1", + &credentials, + UNIX_EPOCH + std::time::Duration::from_secs(1_704_164_645), + ) + .expect("signature"); + assert!(!signed.contains_key("X-Amz-Security-Token")); + } + + #[ignore] + #[tokio::test] + async fn live_bedrock_invoke_model_returns_200() -> Result<(), Box> { + let access_key_id = std::env::var("AWS_BEDROCK_TEST_ACCESS_KEY_ID")?; + let secret_access_key = std::env::var("AWS_BEDROCK_TEST_SECRET_ACCESS_KEY")?; + let body = br#"{"anthropic_version":"bedrock-2023-05-31","max_tokens":1,"messages":[{"role":"user","content":[{"type":"text","text":"ping"}]}]}"#.to_vec(); + let headers = + BTreeMap::from([("Content-Type".to_string(), "application/json".to_string())]); + let credentials = resolve_credentials( + AwsAuthConfig { + access_key_id: Some(access_key_id), + secret_access_key: Some(secret_access_key), + region_name: Some("us-west-2".to_string()), + ..Default::default() + }, + &no_env, + ) + .await?; + let client = reqwest::Client::new(); + let mut failures = Vec::new(); + + for region in ["us-west-2", "us-east-1"] { + let url = format!( + "https://bedrock-runtime.{region}.amazonaws.com/model/us.anthropic.claude-opus-4-8/invoke" + ); + let signed_headers = sign_bedrock_post( + &url, + &body, + &headers, + region, + &credentials, + SystemTime::now(), + )?; + let mut request = client.post(&url).body(body.clone()); + for (name, value) in &headers { + request = request.header(name, value); + } + for (name, value) in signed_headers { + request = request.header(name, value); + } + let response = request.send().await?; + let status = response.status(); + let response_body = response.text().await?; + let snippet: String = response_body.chars().take(240).collect(); + println!("region={region} status={status} response={snippet}"); + if status == reqwest::StatusCode::OK { + return Ok(()); + } + failures.push(format!("{region}: {status} {snippet}")); + } + + panic!( + "no Bedrock region returned HTTP 200: {}", + failures.join("; ") + ); + } +} diff --git a/litellm-rust/crates/core/src/providers/bedrock/constants.rs b/litellm-rust/crates/core/src/providers/bedrock/constants.rs new file mode 100644 index 00000000000..785295207e7 --- /dev/null +++ b/litellm-rust/crates/core/src/providers/bedrock/constants.rs @@ -0,0 +1,18 @@ +pub const AWS_ACCESS_KEY_ID: &str = "AWS_ACCESS_KEY_ID"; +pub const AWS_SECRET_ACCESS_KEY: &str = "AWS_SECRET_ACCESS_KEY"; +pub const AWS_SESSION_TOKEN: &str = "AWS_SESSION_TOKEN"; +pub const AWS_REGION_NAME: &str = "AWS_REGION_NAME"; +pub const AWS_REGION: &str = "AWS_REGION"; +pub const AWS_SESSION_NAME: &str = "AWS_SESSION_NAME"; +pub const AWS_PROFILE_NAME: &str = "AWS_PROFILE_NAME"; +pub const AWS_ROLE_NAME: &str = "AWS_ROLE_NAME"; +pub const AWS_WEB_IDENTITY_TOKEN: &str = "AWS_WEB_IDENTITY_TOKEN"; +pub const AWS_ROLE_ARN: &str = "AWS_ROLE_ARN"; +pub const AWS_WEB_IDENTITY_TOKEN_FILE: &str = "AWS_WEB_IDENTITY_TOKEN_FILE"; +pub const AWS_STS_ENDPOINT: &str = "AWS_STS_ENDPOINT"; +pub const AWS_EXTERNAL_ID: &str = "AWS_EXTERNAL_ID"; +pub const BEDROCK_SERVICE: &str = "bedrock"; +pub const DEFAULT_SESSION_NAME_PREFIX: &str = "litellm-session"; +pub const DEFAULT_BEDROCK_REGION: &str = "us-west-2"; +pub const BEDROCK_RUNTIME_ENDPOINT_TEMPLATE: &str = + "https://bedrock-runtime.{region}.amazonaws.com"; diff --git a/litellm-rust/crates/core/src/providers/bedrock/mod.rs b/litellm-rust/crates/core/src/providers/bedrock/mod.rs new file mode 100644 index 00000000000..b09675ad7dd --- /dev/null +++ b/litellm-rust/crates/core/src/providers/bedrock/mod.rs @@ -0,0 +1,8 @@ +//! User-directed exception: this base provider owns AWS auth I/O for parity +//! with Python's `BaseAWSLLM`; the broader core purity guidance is reconciled +//! separately. + +#[cfg(feature = "bedrock-auth")] +pub mod audio_transcription; +pub mod aws_base; +mod constants; diff --git a/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs index 1a33bc1e951..dc720cc4244 100644 --- a/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs +++ b/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs @@ -1,4 +1,4 @@ -use crate::error::{json_type_name, CoreError, CoreResult}; +use crate::error::{CoreError, CoreResult, json_type_name}; use crate::ocr::transformation::OcrProviderConfig; use crate::ocr::types::{OcrRequestData, OcrResponseData}; use serde_json::{Map, Value}; diff --git a/litellm-rust/crates/core/src/providers/mod.rs b/litellm-rust/crates/core/src/providers/mod.rs index d75e750a0ba..805600d6dbe 100644 --- a/litellm-rust/crates/core/src/providers/mod.rs +++ b/litellm-rust/crates/core/src/providers/mod.rs @@ -1,4 +1,7 @@ +pub mod anthropic; pub mod azure_ai; +#[cfg(feature = "bedrock-auth")] +pub mod bedrock; pub mod mistral; pub mod openai; pub mod vertex_ai; diff --git a/litellm-rust/crates/core/src/providers/openai/mod.rs b/litellm-rust/crates/core/src/providers/openai/mod.rs index 403e32975cf..62fcc50f2ac 100644 --- a/litellm-rust/crates/core/src/providers/openai/mod.rs +++ b/litellm-rust/crates/core/src/providers/openai/mod.rs @@ -1 +1,2 @@ pub mod realtime; +pub mod responses; diff --git a/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs b/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs index 626e4014ff9..b3f6b03b28a 100644 --- a/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs +++ b/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs @@ -1,6 +1,6 @@ +use crate::CoreResult; use crate::realtime::transformation::RealtimeProviderConfig; use crate::realtime::types::{RealtimeEvent, RealtimeTransformResult}; -use crate::CoreResult; /// Default OpenAI API base, used when the caller does not override `api_base`. pub const OPENAI_REALTIME_DEFAULT_API_BASE: &str = "https://api.openai.com"; diff --git a/litellm-rust/crates/core/src/providers/openai/responses/mod.rs b/litellm-rust/crates/core/src/providers/openai/responses/mod.rs new file mode 100644 index 00000000000..f239b6921fa --- /dev/null +++ b/litellm-rust/crates/core/src/providers/openai/responses/mod.rs @@ -0,0 +1 @@ +pub mod transformation; diff --git a/litellm-rust/crates/core/src/providers/openai/responses/transformation.rs b/litellm-rust/crates/core/src/providers/openai/responses/transformation.rs new file mode 100644 index 00000000000..e15197c468c --- /dev/null +++ b/litellm-rust/crates/core/src/providers/openai/responses/transformation.rs @@ -0,0 +1,48 @@ +use crate::CoreResult; +use crate::responses::types::{ResponsesWsEvent, ResponsesWsTransformResult}; +use crate::responses::websocket::{ResponsesWebSocketProviderConfig, enforce_model}; + +pub struct OpenAIResponsesWsConfig; + +pub const OPENAI_RESPONSES_WS_CONFIG: OpenAIResponsesWsConfig = OpenAIResponsesWsConfig; + +impl ResponsesWebSocketProviderConfig for OpenAIResponsesWsConfig { + fn supports_native_websocket(&self) -> bool { + true + } + + fn transform_ws_request( + &self, + event: &ResponsesWsEvent, + model: &str, + ) -> CoreResult { + Ok(ResponsesWsTransformResult::passthrough(enforce_model( + event, model, + ))) + } + + fn transform_ws_response( + &self, + event: &ResponsesWsEvent, + _model: &str, + ) -> CoreResult { + Ok(ResponsesWsTransformResult::passthrough(event.clone())) + } +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn openai_config_is_native_and_enforces_model() { + let event: ResponsesWsEvent = + serde_json::from_value(serde_json::json!({"type":"response.create"})) + .expect("valid event"); + let result = OPENAI_RESPONSES_WS_CONFIG + .transform_ws_request(&event, "gpt-5") + .expect("valid transform"); + assert_eq!(result.events[0].model(), Some("gpt-5")); + assert!(OPENAI_RESPONSES_WS_CONFIG.supports_native_websocket()); + } +} diff --git a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs index 8639926c435..6300149c237 100644 --- a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs +++ b/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs @@ -1,7 +1,7 @@ -use crate::error::{json_type_name, CoreError, CoreResult}; +use crate::error::{CoreError, CoreResult, json_type_name}; use crate::ocr::transformation::OcrProviderConfig; use crate::ocr::types::{OcrRequestData, OcrResponseData}; -use serde_json::{json, Map, Value}; +use serde_json::{Map, Value, json}; use crate::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG; @@ -140,7 +140,7 @@ fn document_content_item(document: &Value) -> CoreResult { other => { return Err(CoreError::InvalidRequest(format!( "Unsupported document type: {other}. Expected 'image_url' or 'document_url'" - ))) + ))); } }; let url = object diff --git a/litellm-rust/crates/core/src/realtime/transformation.rs b/litellm-rust/crates/core/src/realtime/transformation.rs index a4baa27a6c2..69b88687000 100644 --- a/litellm-rust/crates/core/src/realtime/transformation.rs +++ b/litellm-rust/crates/core/src/realtime/transformation.rs @@ -1,5 +1,5 @@ -use crate::realtime::types::{RealtimeEvent, RealtimeTransformResult}; use crate::CoreResult; +use crate::realtime::types::{RealtimeEvent, RealtimeTransformResult}; pub trait RealtimeProviderConfig { /// Build the upstream WebSocket URL (e.g. `wss://api.openai.com/v1/realtime?model=…`). diff --git a/litellm-rust/crates/core/src/responses/instrumentation.rs b/litellm-rust/crates/core/src/responses/instrumentation.rs new file mode 100644 index 00000000000..ec04571da14 --- /dev/null +++ b/litellm-rust/crates/core/src/responses/instrumentation.rs @@ -0,0 +1,365 @@ +use std::future::Future; +use std::pin::Pin; +use std::sync::Mutex; +use std::time::{SystemTime, UNIX_EPOCH}; + +use serde_json::Value; + +use crate::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming}; +use crate::responses::types::{ResponsesWsEvent, ResponsesWsEventType}; +use crate::{CoreError, CoreResult}; + +#[derive(Clone, Debug, Default, PartialEq, Eq)] +pub struct ResponsesWsUsage { + pub prompt_tokens: u64, + pub completion_tokens: u64, + pub total_tokens: u64, +} + +#[derive(Clone, Debug, Default, PartialEq, Eq)] +pub struct ResponsesWsMetadata { + pub user_api_key_hash: Option, + pub user_api_key_user_id: Option, + pub user_api_key_team_id: Option, +} + +#[derive(Clone, Debug, PartialEq)] +pub struct ResponsesWsLogPayload { + pub id: String, + pub litellm_call_id: String, + pub call_type: String, + pub model: String, + pub custom_llm_provider: String, + pub response_cost: f64, + pub usage: ResponsesWsUsage, + pub start_time: f64, + pub end_time: f64, + pub stream: bool, + pub metadata: ResponsesWsMetadata, +} + +#[derive(Clone, Debug, PartialEq)] +pub enum ResponsesWsLogOutcome { + Success { + payload: ResponsesWsLogPayload, + callback: ResponsesWsCallbackPayload, + }, + Failure { + payload: ResponsesWsLogPayload, + callback: ResponsesWsCallbackPayload, + error_message: String, + error_kind: String, + }, +} + +#[derive(Clone, Debug, PartialEq)] +pub struct ResponsesWsCallbackPayload { + pub object: String, + pub value: Value, +} + +struct InstrumentationState { + litellm_call_id: String, + id: String, + model: String, + usage: ResponsesWsUsage, + start_time: f64, + end_time: f64, + metadata: ResponsesWsMetadata, + outcome: Option, +} + +pub struct ResponsesWsInstrumentation { + state: Mutex, +} + +impl ResponsesWsInstrumentation { + pub fn new( + litellm_call_id: impl Into, + model: impl Into, + metadata: ResponsesWsMetadata, + ) -> Self { + let litellm_call_id = litellm_call_id.into(); + let now = epoch_seconds(); + Self { + state: Mutex::new(InstrumentationState { + id: litellm_call_id.clone(), + litellm_call_id, + model: model.into(), + usage: ResponsesWsUsage::default(), + start_time: now, + end_time: now, + metadata, + outcome: None, + }), + } + } + + pub fn observe(&self, event: &ResponsesWsEvent) { + if !matches!( + event.event_type, + ResponsesWsEventType::ResponseCreated + | ResponsesWsEventType::ResponseCompleted + | ResponsesWsEventType::ResponseFailed + | ResponsesWsEventType::ResponseIncomplete + | ResponsesWsEventType::Error + ) { + return; + } + let Ok(mut state) = self.state.lock() else { + return; + }; + let Some(response) = event.data.get("response").and_then(Value::as_object) else { + return; + }; + if let Some(id) = response + .get("id") + .and_then(Value::as_str) + .filter(|value| !value.is_empty()) + { + state.id = id.to_string(); + state.litellm_call_id = id.to_string(); + } + if let Some(model) = response + .get("model") + .and_then(Value::as_str) + .filter(|value| !value.is_empty()) + { + state.model = model.to_string(); + } + let Some(usage) = response.get("usage").and_then(Value::as_object) else { + return; + }; + if let Some(input) = usage.get("input_tokens").and_then(Value::as_u64) { + state.usage.prompt_tokens += input; + } + if let Some(output) = usage.get("output_tokens").and_then(Value::as_u64) { + state.usage.completion_tokens += output; + } + state.usage.total_tokens += usage + .get("total_tokens") + .and_then(Value::as_u64) + .unwrap_or_else(|| { + usage + .get("input_tokens") + .and_then(Value::as_u64) + .unwrap_or(0) + + usage + .get("output_tokens") + .and_then(Value::as_u64) + .unwrap_or(0) + }); + } + + pub fn success_outcome(&self) -> ResponsesWsLogOutcome { + let mut state = self + .state + .lock() + .unwrap_or_else(|poisoned| poisoned.into_inner()); + state.end_time = epoch_seconds(); + ResponsesWsLogOutcome::Success { + payload: build_payload(&state), + callback: ResponsesWsCallbackPayload { + object: "responses_websocket".to_string(), + value: Value::Null, + }, + } + } + + pub fn failure_outcome(&self) -> ResponsesWsLogOutcome { + let mut state = self + .state + .lock() + .unwrap_or_else(|poisoned| poisoned.into_inner()); + state.end_time = epoch_seconds(); + ResponsesWsLogOutcome::Failure { + payload: build_payload(&state), + callback: ResponsesWsCallbackPayload { + object: "error".to_string(), + value: serde_json::json!({ + "message": "Responses WebSocket session ended in failure", + "kind": "ResponsesWebSocketError", + }), + }, + error_message: "Responses WebSocket session ended in failure".to_string(), + error_kind: "ResponsesWebSocketError".to_string(), + } + } + + pub fn take_outcome(&self) -> Option { + self.state + .lock() + .unwrap_or_else(|poisoned| poisoned.into_inner()) + .outcome + .take() + } + + pub fn take_or_build_outcome(&self, success: bool) -> ResponsesWsLogOutcome { + self.take_outcome().unwrap_or_else(|| { + if success { + self.success_outcome() + } else { + self.failure_outcome() + } + }) + } +} + +type LifecycleFuture<'a, T> = Pin> + Send + 'a>>; + +impl CallLifecycleHooks<(), (), ()> for ResponsesWsInstrumentation { + type PreCallFuture<'a> = LifecycleFuture<'a, ()>; + type DuringCallFuture<'a> = LifecycleFuture<'a, ()>; + type SuccessFuture<'a> = Pin + Send + 'a>>; + type FailureFuture<'a> = Pin + Send + 'a>>; + + fn async_pre_call_hook<'a>( + &'a self, + _context: &'a CallLifecycleContext, + request: (), + ) -> Self::PreCallFuture<'a> { + Box::pin(async move { Ok(request) }) + } + + fn async_during_call_hook<'a>( + &'a self, + _context: &'a CallLifecycleContext, + request: (), + ) -> Self::DuringCallFuture<'a> { + Box::pin(async move { Ok(request) }) + } + + fn async_log_success_event<'a>( + &'a self, + _context: &'a CallLifecycleContext, + _response: &'a (), + _timing: &'a CallLifecycleTiming, + ) -> Self::SuccessFuture<'a> { + Box::pin(async move { + let outcome = self.success_outcome(); + if let Ok(mut state) = self.state.lock() { + state.outcome = Some(outcome); + } + }) + } + + fn async_log_failure_event<'a>( + &'a self, + _context: &'a CallLifecycleContext, + _error: &'a CoreError, + _timing: &'a CallLifecycleTiming, + ) -> Self::FailureFuture<'a> { + Box::pin(async move { + let outcome = self.failure_outcome(); + if let Ok(mut state) = self.state.lock() { + state.outcome = Some(outcome); + } + }) + } +} + +fn build_payload(state: &InstrumentationState) -> ResponsesWsLogPayload { + ResponsesWsLogPayload { + id: state.id.clone(), + litellm_call_id: state.litellm_call_id.clone(), + call_type: "responses_websocket".to_string(), + model: state.model.clone(), + custom_llm_provider: "openai".to_string(), + response_cost: 0.0, + usage: state.usage.clone(), + start_time: state.start_time, + end_time: state.end_time, + stream: true, + metadata: state.metadata.clone(), + } +} + +fn epoch_seconds() -> f64 { + SystemTime::now() + .duration_since(UNIX_EPOCH) + .map(|duration| duration.as_secs_f64()) + .unwrap_or(0.0) +} + +#[cfg(test)] +mod tests { + use super::*; + + fn event(value: Value) -> ResponsesWsEvent { + serde_json::from_value(value).expect("valid Responses WebSocket event") + } + + #[test] + fn accumulates_upstream_usage_and_identity() { + let instrumentation = + ResponsesWsInstrumentation::new("call-1", "gpt-5", ResponsesWsMetadata::default()); + instrumentation.observe(&event(serde_json::json!({ + "type": "response.completed", + "response": { + "id": "resp-1", + "model": "gpt-5-mini", + "usage": { + "input_tokens": 3, + "output_tokens": 5, + "total_tokens": 8 + } + } + }))); + + let ResponsesWsLogOutcome::Success { payload, .. } = instrumentation.success_outcome() + else { + panic!("expected success outcome"); + }; + assert_eq!(payload.id, "resp-1"); + assert_eq!(payload.model, "gpt-5-mini"); + assert_eq!(payload.usage.prompt_tokens, 3); + assert_eq!(payload.usage.completion_tokens, 5); + assert_eq!(payload.usage.total_tokens, 8); + assert!(payload.end_time >= payload.start_time); + } + + #[test] + fn builds_failure_payload_without_dispatching_callbacks() { + let instrumentation = + ResponsesWsInstrumentation::new("call-1", "gpt-5", ResponsesWsMetadata::default()); + assert!(matches!( + instrumentation.failure_outcome(), + ResponsesWsLogOutcome::Failure { .. } + )); + } + + #[tokio::test] + async fn lifecycle_records_success_outcome_for_provider_completion() { + let instrumentation = + ResponsesWsInstrumentation::new("call-1", "gpt-5", ResponsesWsMetadata::default()); + let result = crate::call_lifecycle::CallLifecycle::default() + .run( + crate::call_lifecycle::CallLifecycleContext::new( + "responses_websocket", + "gpt-5", + "openai", + "call-1", + ), + (), + &instrumentation, + |_| async { Ok::<(), CoreError>(()) }, + ) + .await; + + assert!(result.is_ok()); + assert!(matches!( + instrumentation.take_outcome(), + Some(ResponsesWsLogOutcome::Success { .. }) + )); + } + + #[test] + fn builds_outcome_when_lifecycle_did_not_record_one() { + let instrumentation = + ResponsesWsInstrumentation::new("call-1", "gpt-5", ResponsesWsMetadata::default()); + assert!(matches!( + instrumentation.take_or_build_outcome(true), + ResponsesWsLogOutcome::Success { .. } + )); + } +} diff --git a/litellm-rust/crates/core/src/responses/mod.rs b/litellm-rust/crates/core/src/responses/mod.rs new file mode 100644 index 00000000000..5ec5a2caef8 --- /dev/null +++ b/litellm-rust/crates/core/src/responses/mod.rs @@ -0,0 +1,3 @@ +pub mod instrumentation; +pub mod types; +pub mod websocket; diff --git a/litellm-rust/crates/core/src/responses/types.rs b/litellm-rust/crates/core/src/responses/types.rs new file mode 100644 index 00000000000..4942309992e --- /dev/null +++ b/litellm-rust/crates/core/src/responses/types.rs @@ -0,0 +1,166 @@ +use serde::{Deserialize, Deserializer, Serialize, Serializer}; +use serde_json::{Map, Value}; + +#[derive(Clone, Debug, PartialEq, Eq)] +pub enum ResponsesWsEventType { + ResponseCreate, + ResponseCreated, + ResponseCompleted, + ResponseFailed, + ResponseIncomplete, + Error, + Other(String), +} + +impl ResponsesWsEventType { + pub fn as_str(&self) -> &str { + match self { + Self::ResponseCreate => "response.create", + Self::ResponseCreated => "response.created", + Self::ResponseCompleted => "response.completed", + Self::ResponseFailed => "response.failed", + Self::ResponseIncomplete => "response.incomplete", + Self::Error => "error", + Self::Other(value) => value, + } + } +} + +impl Serialize for ResponsesWsEventType { + fn serialize(&self, serializer: S) -> Result + where + S: Serializer, + { + serializer.serialize_str(self.as_str()) + } +} + +impl<'de> Deserialize<'de> for ResponsesWsEventType { + fn deserialize(deserializer: D) -> Result + where + D: Deserializer<'de>, + { + let value = String::deserialize(deserializer)?; + Ok(match value.as_str() { + "response.create" => Self::ResponseCreate, + "response.created" => Self::ResponseCreated, + "response.completed" => Self::ResponseCompleted, + "response.failed" => Self::ResponseFailed, + "response.incomplete" => Self::ResponseIncomplete, + "error" => Self::Error, + _ => Self::Other(value), + }) + } +} + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +pub struct ResponsesWsEvent { + #[serde(rename = "type")] + pub event_type: ResponsesWsEventType, + #[serde(flatten)] + pub data: Map, +} + +impl ResponsesWsEvent { + pub fn model(&self) -> Option<&str> { + let model = self.data.get("model").and_then(Value::as_str); + if model.is_some() { + return model; + } + self.data + .get("response") + .and_then(Value::as_object) + .and_then(|response| response.get("model")) + .and_then(Value::as_str) + } + + pub fn is_response_create(&self) -> bool { + self.event_type == ResponsesWsEventType::ResponseCreate + } +} + +#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)] +pub struct ResponsesWsTransformResult { + pub events: Vec, +} + +impl ResponsesWsTransformResult { + pub fn passthrough(event: ResponsesWsEvent) -> Self { + Self { + events: vec![event], + } + } +} + +#[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize)] +pub struct ResponsesErrorFrame { + #[serde(rename = "type")] + pub frame_type: &'static str, + pub error: ResponsesErrorBody, +} + +impl ResponsesErrorFrame { + pub fn invalid_request(message: impl Into) -> Self { + Self { + frame_type: "error", + error: ResponsesErrorBody { + error_type: "invalid_request_error", + message: message.into(), + }, + } + } +} + +#[derive(Clone, Debug, PartialEq, Eq, Serialize, Deserialize)] +pub struct ResponsesErrorBody { + #[serde(rename = "type")] + pub error_type: &'static str, + pub message: String, +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn event_type_round_trips_known_and_unknown_values() { + let known: ResponsesWsEventType = + serde_json::from_str("\"response.completed\"").expect("valid event type"); + assert_eq!(known, ResponsesWsEventType::ResponseCompleted); + let unknown: ResponsesWsEventType = + serde_json::from_str("\"response.output_text.delta\"").expect("valid event type"); + assert_eq!( + unknown, + ResponsesWsEventType::Other("response.output_text.delta".to_string()) + ); + } + + #[test] + fn error_frame_matches_proxy_shape() { + let frame = ResponsesErrorFrame::invalid_request("missing model"); + assert_eq!( + serde_json::to_value(frame).expect("serializable"), + serde_json::json!({ + "type": "error", + "error": { + "type": "invalid_request_error", + "message": "missing model" + } + }) + ); + } + + #[test] + fn model_reads_flat_and_nested_create_shapes() { + let flat: ResponsesWsEvent = + serde_json::from_value(serde_json::json!({"type":"response.create","model":"gpt-5"})) + .expect("valid event"); + let nested: ResponsesWsEvent = serde_json::from_value(serde_json::json!({ + "type":"response.create", + "response":{"model":"gpt-5-mini"} + })) + .expect("valid event"); + assert_eq!(flat.model(), Some("gpt-5")); + assert_eq!(nested.model(), Some("gpt-5-mini")); + } +} diff --git a/litellm-rust/crates/core/src/responses/websocket.rs b/litellm-rust/crates/core/src/responses/websocket.rs new file mode 100644 index 00000000000..92dc19627a0 --- /dev/null +++ b/litellm-rust/crates/core/src/responses/websocket.rs @@ -0,0 +1,188 @@ +use crate::CoreResult; +use crate::constants::{OPENAI_RESPONSES_DEFAULT_API_BASE, OPENAI_RESPONSES_PATH}; +use crate::responses::types::{ResponsesWsEvent, ResponsesWsEventType, ResponsesWsTransformResult}; + +pub trait ResponsesWebSocketProviderConfig: Sync { + fn supports_native_websocket(&self) -> bool { + false + } + + fn model_in_websocket_url(&self) -> bool { + true + } + + fn complete_websocket_url(&self, api_base: Option<&str>, model: &str) -> String { + complete_websocket_url(api_base, model, self.model_in_websocket_url()) + } + + fn transform_ws_request( + &self, + event: &ResponsesWsEvent, + model: &str, + ) -> CoreResult; + + fn transform_ws_response( + &self, + event: &ResponsesWsEvent, + model: &str, + ) -> CoreResult; +} + +pub fn complete_websocket_url( + api_base: Option<&str>, + model: &str, + model_in_websocket_url: bool, +) -> String { + let base = api_base + .map(str::trim) + .filter(|value| !value.is_empty()) + .unwrap_or(OPENAI_RESPONSES_DEFAULT_API_BASE); + let (base_without_query, query) = base + .split_once('?') + .map_or((base, None), |(value, query)| (value, Some(query))); + let response_url = format!( + "{}{}", + base_without_query.trim_end_matches('/'), + OPENAI_RESPONSES_PATH + ); + let scheme_flipped = if let Some(rest) = response_url.strip_prefix("https://") { + format!("wss://{rest}") + } else if let Some(rest) = response_url.strip_prefix("http://") { + format!("ws://{rest}") + } else { + response_url + }; + let url = query.map_or(scheme_flipped.clone(), |value| { + format!("{scheme_flipped}?{value}") + }); + if !model_in_websocket_url + || query.is_some_and(|value| { + value + .split('&') + .any(|part| part.split('=').next() == Some("model")) + }) + { + return url; + } + format!( + "{url}{}model={}", + if query.is_some() { "&" } else { "?" }, + percent_encode(model) + ) +} + +fn percent_encode(value: &str) -> String { + value + .bytes() + .map(|byte| { + if byte.is_ascii_alphanumeric() || matches!(byte, b'-' | b'.' | b'_' | b'~') { + format!("{}", byte as char) + } else { + format!("%{byte:02X}") + } + }) + .collect() +} + +pub fn enforce_model(event: &ResponsesWsEvent, model: &str) -> ResponsesWsEvent { + if !event.is_response_create() { + return event.clone(); + } + let mut enforced = event.clone(); + let has_flat_model = enforced.data.contains_key("model"); + if let Some(response) = enforced + .data + .get_mut("response") + .and_then(serde_json::Value::as_object_mut) + { + response.insert( + "model".to_string(), + serde_json::Value::String(model.to_string()), + ); + if has_flat_model { + enforced.data.insert( + "model".to_string(), + serde_json::Value::String(model.to_string()), + ); + } + } else { + enforced.data.insert( + "model".to_string(), + serde_json::Value::String(model.to_string()), + ); + } + enforced +} + +pub fn is_terminal_event(event_type: &ResponsesWsEventType) -> bool { + matches!( + event_type, + ResponsesWsEventType::ResponseCreated + | ResponsesWsEventType::ResponseCompleted + | ResponsesWsEventType::ResponseFailed + | ResponsesWsEventType::ResponseIncomplete + | ResponsesWsEventType::Error + ) +} + +#[cfg(test)] +mod tests { + use super::*; + + fn event(value: serde_json::Value) -> ResponsesWsEvent { + serde_json::from_value(value).expect("valid event") + } + + #[test] + fn url_construction_matches_python_defaults_and_query_behavior() { + assert_eq!( + complete_websocket_url(None, "gpt-5", true), + "wss://api.openai.com/v1/responses?model=gpt-5" + ); + assert_eq!( + complete_websocket_url(Some("http://localhost:8080/"), "gpt 5", true), + "ws://localhost:8080/responses?model=gpt%205" + ); + assert_eq!( + complete_websocket_url(Some("https://example.test/v1?foo=bar"), "gpt-5", true), + "wss://example.test/v1/responses?foo=bar&model=gpt-5" + ); + assert_eq!( + complete_websocket_url(Some("https://example.test?model=existing"), "gpt-5", true), + "wss://example.test/responses?model=existing" + ); + } + + #[test] + fn enforce_model_overrides_flat_and_nested_values() { + let flat = enforce_model( + &event(serde_json::json!({"type":"response.create","model":"wrong"})), + "gpt-5", + ); + assert_eq!(flat.model(), Some("gpt-5")); + let nested = enforce_model( + &event(serde_json::json!({ + "type":"response.create", + "model":"wrong", + "response":{"model":"also-wrong"} + })), + "gpt-5", + ); + assert_eq!(nested.model(), Some("gpt-5")); + assert_eq!( + nested + .data + .get("response") + .and_then(|value| value.get("model")), + Some(&serde_json::json!("gpt-5")) + ); + let nested_without_flat = enforce_model( + &event(serde_json::json!({ + "type":"response.create", + "response":{"model":"also-wrong"} + })), + "gpt-5", + ); + assert!(!nested_without_flat.data.contains_key("model")); + } +} diff --git a/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs b/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs index a56d19b8242..656ba033b62 100644 --- a/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs +++ b/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs @@ -62,12 +62,17 @@ fn parse_members(manifest: &str) -> BTreeSet { members } -/// The immediate subdirectory names under `crates/`. +/// The crate subdirectory names under `crates/`. +/// +/// A directory counts as a crate only when it holds a `Cargo.toml`; non-crate +/// directories (e.g. docs like `CODING_STANDARDS/`) are ignored so they can live +/// under `crates/` without tripping the crate-proliferation guard. fn crate_dirs(root: &Path) -> BTreeSet { fs::read_dir(root.join("crates")) .expect("crates/ directory should exist") .filter_map(Result::ok) .filter(|entry| entry.file_type().map(|ty| ty.is_dir()).unwrap_or(false)) + .filter(|entry| entry.path().join("Cargo.toml").is_file()) .map(|entry| entry.file_name().to_string_lossy().into_owned()) .collect() } diff --git a/litellm-rust/crates/python-bridge/CLAUDE.md b/litellm-rust/crates/python-bridge/CLAUDE.md index efa1a554c9c..e5d021ec25b 100644 --- a/litellm-rust/crates/python-bridge/CLAUDE.md +++ b/litellm-rust/crates/python-bridge/CLAUDE.md @@ -17,7 +17,13 @@ Python-compatible dictionaries. - Provider dispatch belongs in Rust route modules such as `litellm_providers::ocr`, not in this PyO3 crate. - Python owns rollout state and fallback. Rust should return errors; Python - decides whether to raise or fall back. + decides whether to raise or fall back. For a rust-only provider/route (no + Python reference), the Python side is a thin dispatch that calls Rust and + raises when the bridge is unavailable, with no fallback. +- Keep the Python interface minimal (well under 100 lines per route): it only + marshals inputs and calls Rust. Do not add per-route feature flags, and do + not put provider dispatch in `litellm/main.py`; it lives in a thin dispatch + class under `litellm/llms///`. ## Data Handling diff --git a/litellm-rust/crates/python-bridge/Cargo.toml b/litellm-rust/crates/python-bridge/Cargo.toml index 83e163c38f1..20a9ba789ce 100644 --- a/litellm-rust/crates/python-bridge/Cargo.toml +++ b/litellm-rust/crates/python-bridge/Cargo.toml @@ -10,7 +10,7 @@ name = "_native" crate-type = ["cdylib"] [dependencies] -litellm-core.workspace = true +litellm-core = { workspace = true, features = ["bedrock-auth"] } litellm-ai-gateway = { workspace = true, default-features = false } pyo3 = { workspace = true, features = ["extension-module"] } pyo3-async-runtimes.workspace = true diff --git a/litellm-rust/crates/python-bridge/src/gil.rs b/litellm-rust/crates/python-bridge/src/gil.rs index dc1b591735c..e887c8ec1e3 100644 --- a/litellm-rust/crates/python-bridge/src/gil.rs +++ b/litellm-rust/crates/python-bridge/src/gil.rs @@ -2,7 +2,7 @@ //! //! A single chokepoint for releasing the GIL around blocking work. Every //! blocking call in the bridge goes through [`release_gil`] instead of calling -//! `Python::allow_threads` directly, so the release count stays accurate and we +//! `Python::detach` directly, so the release count stays accurate and we //! have one place to extend later (timing histograms, per-call labels, etc.). use std::sync::atomic::{AtomicU64, Ordering}; @@ -23,7 +23,7 @@ where T: Send, { GIL_RELEASES.fetch_add(1, Ordering::Relaxed); - py.allow_threads(f) + py.detach(f) } /// Total GIL releases performed by the bridge so far. diff --git a/litellm-rust/crates/python-bridge/src/lib.rs b/litellm-rust/crates/python-bridge/src/lib.rs index 946a99f990c..ee9bdd0b81f 100644 --- a/litellm-rust/crates/python-bridge/src/lib.rs +++ b/litellm-rust/crates/python-bridge/src/lib.rs @@ -1,6 +1,12 @@ +use std::collections::HashMap; use std::time::Duration; -use litellm_ai_gateway::io::ocr::{ocr as run_ocr, OcrRequest}; +use litellm_ai_gateway::io::audio_transcription::{ + AudioTranscriptionRequest, audio_transcription as run_audio_transcription, +}; +use litellm_ai_gateway::io::messages::{MessagesRequest, messages as run_messages}; +use litellm_ai_gateway::io::ocr::{OcrRequest, ocr as run_ocr}; +use litellm_ai_gateway::io::responses_ws::ResponsesWebSocketConnection as RustResponsesWebSocketConnection; use litellm_core::error::CoreError; use pyo3::exceptions::{PyRuntimeError, PyValueError}; use pyo3::prelude::*; @@ -64,6 +70,76 @@ fn optional_timeout(timeout_seconds: Option) -> Option { }) } +fn marshal_headers( + py: Python<'_>, + headers: Option>, +) -> PyResult> { + let value = match headers { + Some(headers) => py_to_json(py, headers.bind(py))?, + None => Value::Object(Map::new()), + }; + let Value::Object(headers) = value else { + return Err(PyValueError::new_err("headers must be a dict")); + }; + headers + .into_iter() + .map(|(name, value)| { + value + .as_str() + .map(|value| (name, value.to_string())) + .ok_or_else(|| PyValueError::new_err("header values must be strings")) + }) + .collect() +} + +#[pyclass] +struct ResponsesWebSocketConnection { + inner: RustResponsesWebSocketConnection, +} + +#[pymethods] +impl ResponsesWebSocketConnection { + #[classmethod] + #[pyo3(signature = (url, headers=None, timeout_seconds=None))] + fn connect<'py>( + _cls: &Bound<'py, pyo3::types::PyType>, + py: Python<'py>, + url: String, + headers: Option>, + timeout_seconds: Option, + ) -> PyResult> { + let headers = marshal_headers(py, headers)?; + let timeout = optional_timeout(timeout_seconds); + pyo3_async_runtimes::tokio::future_into_py(py, async move { + let inner = RustResponsesWebSocketConnection::connect_url(&url, &headers, timeout) + .await + .map_err(core_error_to_pyerr)?; + Python::attach(|py| Py::new(py, ResponsesWebSocketConnection { inner })) + }) + } + + fn send_text<'py>(&self, py: Python<'py>, text: String) -> PyResult> { + let inner = self.inner.clone(); + pyo3_async_runtimes::tokio::future_into_py(py, async move { + inner.send_text(text).await.map_err(core_error_to_pyerr) + }) + } + + fn recv_text<'py>(&self, py: Python<'py>) -> PyResult> { + let inner = self.inner.clone(); + pyo3_async_runtimes::tokio::future_into_py(py, async move { + inner.recv_text().await.map_err(core_error_to_pyerr) + }) + } + + fn close<'py>(&self, py: Python<'py>) -> PyResult> { + let inner = self.inner.clone(); + pyo3_async_runtimes::tokio::future_into_py(py, async move { + inner.close().await.map_err(core_error_to_pyerr) + }) + } +} + fn marshal_inputs( py: Python<'_>, document: Py, @@ -167,7 +243,180 @@ fn aocr( .await .map_err(core_error_to_pyerr)?; - Python::with_gil(|py| json_to_py(py, value)) + Python::attach(|py| json_to_py(py, value)) + }) +} + +#[pyfunction] +#[pyo3(signature = (model, audio, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None))] +#[allow(clippy::too_many_arguments)] +fn transcription( + py: Python<'_>, + model: String, + audio: Py, + api_key: Option, + api_base: Option, + custom_llm_provider: Option, + extra_headers: Option>, + optional_params: Option>, + timeout_seconds: Option, +) -> PyResult> { + let audio = py_to_json(py, audio.bind(py))?; + let extra_headers = match extra_headers { + Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?), + None => None, + }; + let optional_params = optional_object_to_map(py, "optional_params", optional_params)?; + let timeout = optional_timeout(timeout_seconds); + let result = gil::release_gil(py, || { + pyo3_async_runtimes::tokio::get_runtime().block_on(run_audio_transcription( + AudioTranscriptionRequest { + model: &model, + audio, + api_key: api_key.as_deref(), + api_base: api_base.as_deref(), + custom_llm_provider: custom_llm_provider.as_deref(), + extra_headers, + optional_params, + timeout, + callbacks: Vec::new(), + guardrails: Vec::new(), + request_metadata: Default::default(), + litellm_call_id: None, + }, + )) + }); + match result { + Ok(value) => json_to_py(py, value), + Err(err) => Err(core_error_to_pyerr(err)), + } +} + +#[pyfunction] +#[pyo3(signature = (model, audio, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None))] +#[allow(clippy::too_many_arguments)] +fn atranscription( + py: Python<'_>, + model: String, + audio: Py, + api_key: Option, + api_base: Option, + custom_llm_provider: Option, + extra_headers: Option>, + optional_params: Option>, + timeout_seconds: Option, +) -> PyResult> { + let audio = py_to_json(py, audio.bind(py))?; + let extra_headers = match extra_headers { + Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?), + None => None, + }; + let optional_params = optional_object_to_map(py, "optional_params", optional_params)?; + let timeout = optional_timeout(timeout_seconds); + pyo3_async_runtimes::tokio::future_into_py(py, async move { + let value = run_audio_transcription(AudioTranscriptionRequest { + model: &model, + audio, + api_key: api_key.as_deref(), + api_base: api_base.as_deref(), + custom_llm_provider: custom_llm_provider.as_deref(), + extra_headers, + optional_params, + timeout, + callbacks: Vec::new(), + guardrails: Vec::new(), + request_metadata: Default::default(), + litellm_call_id: None, + }) + .await + .map_err(core_error_to_pyerr)?; + Python::attach(|py| json_to_py(py, value)) + }) +} + +type MarshaledMessagesInputs = (Value, Option>, Option); + +fn marshal_messages_inputs( + py: Python<'_>, + body: Py, + extra_headers: Option>, + timeout_seconds: Option, +) -> PyResult { + let body = py_to_json(py, body.bind(py))?; + if !body.is_object() { + return Err(PyValueError::new_err("body must be a dict")); + } + let extra_headers = match extra_headers { + Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?), + None => None, + }; + Ok((body, extra_headers, optional_timeout(timeout_seconds))) +} + +#[pyfunction] +#[pyo3(signature = (model, body, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))] +#[allow(clippy::too_many_arguments)] +fn messages( + py: Python<'_>, + model: String, + body: Py, + api_key: Option, + api_base: Option, + custom_llm_provider: Option, + extra_headers: Option>, + timeout_seconds: Option, +) -> PyResult> { + let (body, extra_headers, timeout) = + marshal_messages_inputs(py, body, extra_headers, timeout_seconds)?; + + let result = gil::release_gil(py, || { + pyo3_async_runtimes::tokio::get_runtime().block_on(run_messages(MessagesRequest { + model: &model, + body, + api_key: api_key.as_deref(), + api_base: api_base.as_deref(), + custom_llm_provider: custom_llm_provider.as_deref(), + extra_headers, + timeout, + })) + }); + + match result { + Ok(value) => json_to_py(py, value), + Err(err) => Err(core_error_to_pyerr(err)), + } +} + +#[pyfunction] +#[pyo3(signature = (model, body, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))] +#[allow(clippy::too_many_arguments)] +fn amessages( + py: Python<'_>, + model: String, + body: Py, + api_key: Option, + api_base: Option, + custom_llm_provider: Option, + extra_headers: Option>, + timeout_seconds: Option, +) -> PyResult> { + let (body, extra_headers, timeout) = + marshal_messages_inputs(py, body, extra_headers, timeout_seconds)?; + + pyo3_async_runtimes::tokio::future_into_py(py, async move { + let value = run_messages(MessagesRequest { + model: &model, + body, + api_key: api_key.as_deref(), + api_base: api_base.as_deref(), + custom_llm_provider: custom_llm_provider.as_deref(), + extra_headers, + timeout, + }) + .await + .map_err(core_error_to_pyerr)?; + + Python::attach(|py| json_to_py(py, value)) }) } @@ -182,6 +431,11 @@ fn gil_stats(py: Python<'_>) -> PyResult> { fn _native(module: &Bound<'_, PyModule>) -> PyResult<()> { module.add_function(wrap_pyfunction!(ocr, module)?)?; module.add_function(wrap_pyfunction!(aocr, module)?)?; + module.add_function(wrap_pyfunction!(transcription, module)?)?; + module.add_function(wrap_pyfunction!(atranscription, module)?)?; + module.add_function(wrap_pyfunction!(messages, module)?)?; + module.add_function(wrap_pyfunction!(amessages, module)?)?; + module.add_class::()?; module.add_function(wrap_pyfunction!(gil_stats, module)?)?; Ok(()) } diff --git a/litellm/__init__.py b/litellm/__init__.py index 6e2a03b7c7c..2f6643c644c 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -315,6 +315,11 @@ disable_token_counter: bool = False disable_add_transform_inline_image_block: bool = False disable_add_user_agent_to_request_tags: bool = False disable_anthropic_gemini_context_caching_transform: bool = False +enable_anthropic_prompt_caching: bool = os.getenv("LITELLM_ENABLE_ANTHROPIC_PROMPT_CACHING", "false").lower() == "true" +_anthropic_prompt_caching_ttl_env: Optional[str] = os.getenv("LITELLM_ANTHROPIC_PROMPT_CACHING_TTL") +anthropic_prompt_caching_ttl: Optional[Literal["5m", "1h"]] = ( + "1h" if _anthropic_prompt_caching_ttl_env == "1h" else "5m" if _anthropic_prompt_caching_ttl_env == "5m" else None +) disable_vertex_batch_output_transformation: bool = False extra_spend_tag_headers: Optional[List[str]] = None in_memory_llm_clients_cache: "LLMClientCache" diff --git a/litellm/_redis.py b/litellm/_redis.py index 0b91cdabffc..fe5c5cdabe9 100644 --- a/litellm/_redis.py +++ b/litellm/_redis.py @@ -688,10 +688,8 @@ def get_redis_connection_pool( elif redis_connect_func and hasattr(redis_connect_func, "_gcp_service_account"): redis_kwargs["credential_provider"] = GCPIAMCredentialProvider(redis_connect_func._gcp_service_account) - connection_class = async_redis.Connection - if redis_kwargs.pop("ssl", False): - connection_class = async_redis.SSLConnection - redis_kwargs["connection_class"] = connection_class + if redis_kwargs.pop("ssl", None): + redis_kwargs["connection_class"] = async_redis.SSLConnection return async_redis.BlockingConnectionPool(timeout=REDIS_CONNECTION_POOL_TIMEOUT, **redis_kwargs) diff --git a/litellm/caching/disk_cache.py b/litellm/caching/disk_cache.py index d9f65ce949e..af8eb92849f 100644 --- a/litellm/caching/disk_cache.py +++ b/litellm/caching/disk_cache.py @@ -58,12 +58,12 @@ class DiskCache(BaseCache): return return_val def increment_cache(self, key, value: int, **kwargs) -> int: - # get the value - cached_value = self.get_cache(key=key) - init_value = cached_value if isinstance(cached_value, int) else 0 - value = init_value + value - self.set_cache(key, value, **kwargs) - return value + with self.disk_cache.transact(): + cached_value = self.get_cache(key=key) + init_value = cached_value if isinstance(cached_value, int) else 0 + new_value = init_value + value + self.set_cache(key, new_value, **kwargs) + return new_value async def async_get_cache(self, key, **kwargs): return self.get_cache(key=key, **kwargs) @@ -76,12 +76,7 @@ class DiskCache(BaseCache): return return_val async def async_increment(self, key, value: int, **kwargs) -> int: - # get the value - cached_value = await self.async_get_cache(key=key) - init_value = cached_value if isinstance(cached_value, int) else 0 - value = init_value + value - await self.async_set_cache(key, value, **kwargs) - return value + return self.increment_cache(key=key, value=value, **kwargs) def flush_cache(self): self.disk_cache.clear() diff --git a/litellm/caching/dual_cache.py b/litellm/caching/dual_cache.py index be618815a53..0e3c93946fd 100644 --- a/litellm/caching/dual_cache.py +++ b/litellm/caching/dual_cache.py @@ -103,6 +103,18 @@ class DualCache(BaseCache): if default_redis_ttl is not None: self.default_redis_ttl = default_redis_ttl + def _backfill_kwargs(self, kwargs: "dict[str, object]") -> "dict[str, object]": + """ + Kwargs for writing a Redis read result into the in-memory tier. + + Applies ``default_in_memory_ttl`` exactly like the write paths do; + without it, backfilled entries fall to ``InMemoryCache``'s own default + TTL and can outlive the TTL this cache was configured with. + """ + if "ttl" not in kwargs and self.default_in_memory_ttl is not None: + return {**kwargs, "ttl": self.default_in_memory_ttl} + return kwargs + def set_cache(self, key, value, local_only: bool = False, **kwargs): # Update both Redis and in-memory cache try: @@ -160,7 +172,7 @@ class DualCache(BaseCache): if redis_result is not None: # Update in-memory cache with the value from Redis - self.in_memory_cache.set_cache(key, redis_result, **kwargs) + self.in_memory_cache.set_cache(key, redis_result, **self._backfill_kwargs(kwargs)) result = redis_result @@ -226,7 +238,7 @@ class DualCache(BaseCache): if redis_result is not None: # Update in-memory cache with the value from Redis - await self.in_memory_cache.async_set_cache(key, redis_result, **kwargs) + await self.in_memory_cache.async_set_cache(key, redis_result, **self._backfill_kwargs(kwargs)) result = redis_result @@ -318,7 +330,7 @@ class DualCache(BaseCache): result[key_to_index[key]] = value if value is not None and self.in_memory_cache is not None: - await self.in_memory_cache.async_set_cache(key, value, **kwargs) + await self.in_memory_cache.async_set_cache(key, value, **self._backfill_kwargs(kwargs)) return result except Exception: diff --git a/litellm/caching/in_memory_cache.py b/litellm/caching/in_memory_cache.py index 2ad3f3f11b7..36b477f7a8b 100644 --- a/litellm/caching/in_memory_cache.py +++ b/litellm/caching/in_memory_cache.py @@ -12,6 +12,7 @@ import json import sys import time import heapq +import threading from typing import TYPE_CHECKING, Any, List, Optional if TYPE_CHECKING: @@ -46,6 +47,7 @@ class InMemoryCache(BaseCache): self.cache_dict: dict = {} self.ttl_dict: dict = {} self.expiration_heap: list[tuple[float, str]] = [] + self._increment_lock = threading.Lock() def check_value_size(self, value: Any): """ @@ -223,12 +225,13 @@ class InMemoryCache(BaseCache): return_val.append(val) return return_val - def increment_cache(self, key, value: int, **kwargs) -> int: - # get the value - init_value = self.get_cache(key=key) or 0 - value = init_value + value - self.set_cache(key, value, **kwargs) - return value + def increment_cache(self, key, value: float, **kwargs) -> float: + with self._increment_lock: + # keep read-modify-write atomic + init_value = self.get_cache(key=key) or 0 + value = init_value + value + self.set_cache(key, value, **kwargs) + return value async def async_get_cache(self, key, **kwargs): return self.get_cache(key=key, **kwargs) @@ -241,11 +244,7 @@ class InMemoryCache(BaseCache): return return_val async def async_increment(self, key, value: float, **kwargs) -> float: - # get the value - init_value = await self.async_get_cache(key=key) or 0 - value = init_value + value - await self.async_set_cache(key, value, **kwargs) - return value + return self.increment_cache(key=key, value=value, **kwargs) async def async_increment_pipeline( self, increment_list: List["RedisPipelineIncrementOperation"], **kwargs diff --git a/litellm/constants.py b/litellm/constants.py index 8e0a5cfe50f..05944c81ea2 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -2,7 +2,7 @@ import os import sys from typing import List, Literal, Optional -from litellm.litellm_core_utils.env_utils import get_env_int +from litellm.litellm_core_utils.env_utils import get_env_int, get_env_int_or_none DEFAULT_HEALTH_CHECK_PROMPT = str(os.getenv("DEFAULT_HEALTH_CHECK_PROMPT", "test from litellm")) AZURE_DEFAULT_RESPONSES_API_VERSION = str(os.getenv("AZURE_DEFAULT_RESPONSES_API_VERSION", "preview")) @@ -269,9 +269,18 @@ TOOL_POLICY_CACHE_TTL_SECONDS = int(os.getenv("TOOL_POLICY_CACHE_TTL_SECONDS", 6 MAX_SIZE_IN_MEMORY_QUEUE = int(os.getenv("MAX_SIZE_IN_MEMORY_QUEUE", int(LITELLM_ASYNCIO_QUEUE_MAXSIZE * 0.8))) MAX_IN_MEMORY_QUEUE_FLUSH_COUNT = int(os.getenv("MAX_IN_MEMORY_QUEUE_FLUSH_COUNT", 1000)) ############################################################################################### -MINIMUM_PROMPT_CACHE_TOKEN_COUNT = int( - os.getenv("MINIMUM_PROMPT_CACHE_TOKEN_COUNT", 1024) -) # minimum number of tokens to cache a prompt by Anthropic +# Providers will not cache a prefix below a minimum size. That minimum is per-model, not global: +# Anthropic's ranges from 512 to 4096 depending on the model, and can differ per platform for the +# same model. The real minimum is resolved from `prompt_cache_min_tokens` in the model cost map; +# this value is only the fallback for models the cost map has no entry for, and doubles as a global +# escape hatch when `MINIMUM_PROMPT_CACHE_TOKEN_COUNT` is explicitly set. +MINIMUM_PROMPT_CACHE_TOKEN_COUNT_OVERRIDE: int | None = get_env_int_or_none("MINIMUM_PROMPT_CACHE_TOKEN_COUNT") +DEFAULT_MINIMUM_PROMPT_CACHE_TOKEN_COUNT = 1024 +MINIMUM_PROMPT_CACHE_TOKEN_COUNT = ( + MINIMUM_PROMPT_CACHE_TOKEN_COUNT_OVERRIDE + if MINIMUM_PROMPT_CACHE_TOKEN_COUNT_OVERRIDE is not None + else DEFAULT_MINIMUM_PROMPT_CACHE_TOKEN_COUNT +) DEFAULT_TRIM_RATIO = float( os.getenv("DEFAULT_TRIM_RATIO", 0.75) ) # default ratio of tokens to trim from the end of a prompt @@ -1283,6 +1292,7 @@ MAXIMUM_TRACEBACK_LINES_TO_LOG = int(os.getenv("MAXIMUM_TRACEBACK_LINES_TO_LOG", X_LITELLM_DISABLE_CALLBACKS = "x-litellm-disable-callbacks" LITELLM_METADATA_FIELD = "litellm_metadata" OLD_LITELLM_METADATA_FIELD = "metadata" +RETURN_RAW_MODEL_NAME_METADATA_KEY = "_complexity_router_return_raw_model_name" LITELLM_TRUNCATED_PAYLOAD_FIELD = "litellm_truncated" LITELLM_TRUNCATION_DB_SAFEGUARD_NOTE = ( "Truncation is a DB storage safeguard. " @@ -1508,6 +1518,12 @@ LITELLM_SETTINGS_SAFE_DB_OVERRIDES = [ "cost_discount_config", "cost_margin_config", "budget_exceeded_throttle_percentage", + # Every field editable from the Admin UI (proxy_server._GENERAL_SETTINGS_UI_LITELLM_FIELDS) + # must be listed here so a DB write from one worker overrides the live litellm attribute on + # the others when config reloads; otherwise peer workers stay on their startup value. + # test_general_settings_ui_fields_are_db_overridable enforces that pairing. + "enable_anthropic_prompt_caching", + "anthropic_prompt_caching_ttl", ] SPECIAL_LITELLM_AUTH_TOKEN = ["ui-token"] DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL = int(os.getenv("DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL", 60)) diff --git a/litellm/exceptions.py b/litellm/exceptions.py index aca3fb551cc..fd0a2afb3e8 100644 --- a/litellm/exceptions.py +++ b/litellm/exceptions.py @@ -966,11 +966,15 @@ class BudgetExceededError(Exception): max_budget: float, message: Optional[str] = None, llm_provider: Optional[str] = None, + entity_type: Optional[str] = None, + entity_id: Optional[str] = None, ): self.current_cost = current_cost self.max_budget = max_budget self.status_code = 429 self.llm_provider = llm_provider or "" + self.entity_type = entity_type + self.entity_id = entity_id # Surface unified rate-limit fields without joining the RateLimitError # hierarchy so existing `except BudgetExceededError:` handlers keep # working; custom callbacks reading StandardLoggingPayload pick these diff --git a/litellm/experimental_mcp_client/tools.py b/litellm/experimental_mcp_client/tools.py index c65b266bd02..500d226752b 100644 --- a/litellm/experimental_mcp_client/tools.py +++ b/litellm/experimental_mcp_client/tools.py @@ -9,6 +9,7 @@ from openai.types.chat import ChatCompletionToolParam from openai.types.responses.function_tool_param import FunctionToolParam from openai.types.shared_params.function_definition import FunctionDefinition +from litellm.types.llms.anthropic import AnthropicMessagesTool from litellm.types.utils import ChatCompletionMessageToolCall @@ -75,6 +76,20 @@ def transform_mcp_tool_to_openai_responses_api_tool( ) +def transform_mcp_tool_to_anthropic_tool(mcp_tool: MCPTool) -> AnthropicMessagesTool: + """Convert an MCP tool to an Anthropic Messages API tool.""" + from litellm.litellm_core_utils.prompt_templates.common_utils import ( + sanitize_input_schema_for_anthropic, + ) + + return AnthropicMessagesTool( + name=mcp_tool.name, + description=mcp_tool.description or "", + input_schema=sanitize_input_schema_for_anthropic(mcp_tool.inputSchema), + type="custom", + ) + + async def load_mcp_tools( session: ClientSession, format: Literal["mcp", "openai"] = "mcp" ) -> Union[List[MCPTool], List[ChatCompletionToolParam]]: diff --git a/litellm/google_genai/main.py b/litellm/google_genai/main.py index 8e77c562094..3b1e712342f 100644 --- a/litellm/google_genai/main.py +++ b/litellm/google_genai/main.py @@ -17,6 +17,7 @@ from litellm.llms.base_llm.google_genai.transformation import ( ) from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler from litellm.types.router import GenericLiteLLMParams +from litellm.types.utils import CallTypes from litellm.utils import ProviderConfigManager, client if TYPE_CHECKING: @@ -39,6 +40,11 @@ base_llm_http_handler = BaseLLMHTTPHandler() ################################################# +def _mark_async_entrypoint(logging_obj: LiteLLMLoggingObj | None, marker: str, is_async: bool) -> None: + if logging_obj is not None: + logging_obj.model_call_details.setdefault("litellm_params", {})[marker] = is_async + + class GenerateContentSetupResult(BaseModel): """Internal Type - Result of setting up a generate content call""" @@ -315,6 +321,8 @@ def generate_content( try: _is_async = kwargs.pop("agenerate_content", False) + _mark_async_entrypoint(kwargs.get("litellm_logging_obj"), CallTypes.agenerate_content.value, _is_async) + # Handle generationConfig parameter from kwargs for backward compatibility if "generationConfig" in kwargs and config is None: config = kwargs.pop("generationConfig") @@ -403,6 +411,8 @@ async def agenerate_content_stream( try: kwargs["agenerate_content_stream"] = True + _mark_async_entrypoint(kwargs.get("litellm_logging_obj"), CallTypes.agenerate_content_stream.value, True) + # Handle generationConfig parameter from kwargs for backward compatibility if "generationConfig" in kwargs and config is None: config = kwargs.pop("generationConfig") @@ -497,6 +507,8 @@ def generate_content_stream( # Remove any async-related flags since this is the sync function _is_async = kwargs.pop("agenerate_content_stream", False) + _mark_async_entrypoint(kwargs.get("litellm_logging_obj"), CallTypes.agenerate_content_stream.value, _is_async) + # Handle generationConfig parameter from kwargs for backward compatibility if "generationConfig" in kwargs and config is None: config = kwargs.pop("generationConfig") diff --git a/litellm/integrations/anthropic_cache_control_hook.py b/litellm/integrations/anthropic_cache_control_hook.py index 608fdebc1d9..faedf8ae1a3 100644 --- a/litellm/integrations/anthropic_cache_control_hook.py +++ b/litellm/integrations/anthropic_cache_control_hook.py @@ -91,7 +91,9 @@ class AnthropicCacheControlHook(CustomPromptManagement): # Pass through non-message injection points for provider-specific handling if remaining_points: - non_default_params["cache_control_injection_points"] = remaining_points + non_default_params["cache_control_injection_points"] = AnthropicCacheControlHook._stamped_as_judged( + remaining_points + ) return model, processed_messages, non_default_params @@ -296,18 +298,204 @@ class AnthropicCacheControlHook(CustomPromptManagement): return processed_messages, processed_system, remaining_points + @staticmethod + def _default_control() -> ChatCompletionCachedContent: + """Build the cache_control block for auto-injected breakpoints. + + Defaults to Anthropic's 5-minute ephemeral cache; honors the optional + ``litellm.anthropic_prompt_caching_ttl`` override ("5m" or "1h"). + """ + import litellm + + ttl = litellm.anthropic_prompt_caching_ttl + if ttl == "5m" or ttl == "1h": + return ChatCompletionCachedContent(type="ephemeral", ttl=ttl) + return ChatCompletionCachedContent(type="ephemeral") + + @staticmethod + def _stamped_as_judged(points: list[CacheControlInjectionPoint]) -> list[dict[str, object]]: + """Mark written-back points as having passed the client cache_control judgment. + + Builds copies because config-owned point dicts are shared across + requests; mutating them would leak the stamp into future requests. + """ + return [{**point, "_litellm_judged": True} for point in points] + + @staticmethod + def _should_stand_down( + points: list[CacheControlInjectionPoint], + messages: list[AllMessageValues], + system: str | list | None, + tools: list | None, + ) -> bool: + """Whether configured injection points must yield to client-set cache_control. + + Points that a prior pass over this request already judged and wrote + back carry the internal judged stamp; any re-entry (acompletion + re-entering completion, the async-to-sync /v1/messages dispatch, + interceptor sub-calls reusing the request kwargs) must not re-judge + them, because by then the messages carry litellm's own injected marks + and the judgment would misread those as client breakpoints. + """ + if all(point.get("_litellm_judged") for point in points): + return False + return AnthropicCacheControlHook._request_has_cache_control(messages, system, tools) + + @staticmethod + def _request_has_cache_control( + messages: list[AllMessageValues], + system: str | list | None, + tools: list | None = None, + ) -> bool: + """Return True if the request already carries any client-supplied cache_control. + + When the client (e.g. Claude Code) already marks its own breakpoints we + stand down entirely rather than add more, per the auto-caching contract. + Tools count: they are a breakpoint the client can mark, they count toward + the provider's four-block limit, and caching only the tool definitions is + a common pattern, so injecting alongside them can exceed the cap. Tools + carry the mark either at the top level (Anthropic shape) or nested under + ``function`` (OpenAI shape); the Anthropic chat transform accepts both. + """ + if any(AnthropicCacheControlHook._count_cache_control_blocks(msg) for msg in messages): + return True + if isinstance(system, list): + if any(isinstance(block, dict) and block.get("cache_control") is not None for block in system): + return True + if tools is not None: + return any( + isinstance(tool, dict) + and ( + tool.get("cache_control") is not None + or (isinstance(tool.get("function"), dict) and tool["function"].get("cache_control") is not None) + ) + for tool in tools + ) + return False + + @staticmethod + def get_default_injection_points( + messages: list[AllMessageValues], + system: str | list | None, + model: str, + custom_llm_provider: str | None, + tools: list | None = None, + ) -> list[CacheControlInjectionPoint]: + """Default breakpoints when ``litellm.enable_anthropic_prompt_caching`` is on. + + Caches the system prompt and the trailing turn, so the stable prefix + (system + tools + history) is reused while the breakpoint advances with + the conversation. Returns [] (stand down) when the flag is off, the + provider does not consume cache_control breakpoints (only anthropic / + bedrock do), the model lacks prompt-caching support, or the request + already carries client-supplied cache_control. + """ + import litellm + + if litellm.enable_anthropic_prompt_caching is not True: + return [] + + provider = custom_llm_provider + if provider is None: + from litellm.litellm_core_utils.get_llm_provider_logic import ( + get_llm_provider, + ) + + try: + _, provider, _, _ = get_llm_provider(model=model) + except Exception: # noqa: BLE001 # unroutable model must never block the call, just skip auto-caching + return [] + + if provider not in ("anthropic", "bedrock"): + return [] + + from litellm.utils import supports_prompt_caching + + if not supports_prompt_caching(model=model, custom_llm_provider=provider): + return [] + + if AnthropicCacheControlHook._request_has_cache_control(messages, system, tools): + return [] + + control = AnthropicCacheControlHook._default_control() + points: list[CacheControlInjectionPoint] = [ + CacheControlMessageInjectionPoint(location="message", role="system", index=None, control=control), + CacheControlMessageInjectionPoint(location="message", role=None, index=-1, control=control), + ] + return points + + @staticmethod + def maybe_seed_default_injection_points( + non_default_params: dict[str, Any], + messages: list[AllMessageValues], + model: str, + custom_llm_provider: str | None, + tools: list | None = None, + ) -> None: + """For /chat/completions: resolve the injection points the request should carry. + + Configured injection points win over the automatic defaults, but stand + down entirely when the client already marked its own cache_control + breakpoints (messages or tools): injecting alongside them clashes with + the client's caching strategy and can exceed the provider's four-block + limit. The judgment happens once per request; points a prior pass + wrote back carry the judged stamp and are never re-judged (see + ``_should_stand_down``). Seeding the param lets the existing + prompt-management gate and the AnthropicCacheControlHook run + unchanged. + """ + if non_default_params.get("cache_control_injection_points"): + if AnthropicCacheControlHook._should_stand_down( + non_default_params["cache_control_injection_points"], messages, None, tools + ): + non_default_params.pop("cache_control_injection_points") + return + points = AnthropicCacheControlHook.get_default_injection_points( + messages=messages, + system=None, + model=model, + custom_llm_provider=custom_llm_provider, + tools=tools, + ) + if points: + non_default_params["cache_control_injection_points"] = points + @staticmethod def maybe_inject_cache_control( messages: List[Dict], system: str | list | None, kwargs: Dict[str, Any], + model: str | None = None, + custom_llm_provider: str | None = None, + tools: list[dict] | None = None, ) -> Tuple[List[Dict], str | list | None]: """Extract cache_control_injection_points from kwargs and apply if present. - Pops the key from kwargs; if remaining (non-message) points exist they - are written back so downstream transforms can handle them. + Configured points stand down entirely when the client already marked + its own cache_control breakpoints anywhere in the request. The + judgment happens once per request; points a prior pass wrote back + carry the judged stamp and are never re-judged (see + ``_should_stand_down``). When none are configured but + ``litellm.enable_anthropic_prompt_caching`` is on, synthesize default + breakpoints for the native /v1/messages path. Pops the key from kwargs; + if remaining (non-message) points exist they are written back so + downstream transforms can handle them. """ - injection_points = kwargs.pop("cache_control_injection_points", None) + typed_messages = cast(list[AllMessageValues], messages) # cast-ok: Anthropic-shaped dicts from v1/messages + configured = cast( # cast-ok: kwargs is untyped; this key only holds the documented injection-point list + list[CacheControlInjectionPoint] | None, kwargs.pop("cache_control_injection_points", None) + ) + if configured and AnthropicCacheControlHook._should_stand_down(configured, typed_messages, system, tools): + return messages, system + injection_points: list[CacheControlInjectionPoint] = configured or [] + if not injection_points and model is not None: + injection_points = AnthropicCacheControlHook.get_default_injection_points( + messages=typed_messages, + system=system, + tools=tools, + model=model, + custom_llm_provider=custom_llm_provider, + ) if not injection_points: return messages, system @@ -317,7 +505,7 @@ class AnthropicCacheControlHook(CustomPromptManagement): injection_points=injection_points, ) if remaining: - kwargs["cache_control_injection_points"] = remaining + kwargs["cache_control_injection_points"] = AnthropicCacheControlHook._stamped_as_judged(remaining) return messages, system @property diff --git a/litellm/integrations/compression_interception/handler.py b/litellm/integrations/compression_interception/handler.py index c82f9ff477f..f0a696aa1e1 100644 --- a/litellm/integrations/compression_interception/handler.py +++ b/litellm/integrations/compression_interception/handler.py @@ -14,6 +14,7 @@ from litellm.compression import compress from litellm.integrations.custom_logger import CustomLogger from litellm.types.integrations.compression_interception import ( CompressionInterceptionConfig, + CompressionSavingsMetadata, ) from litellm.types.integrations.custom_logger import ( AgenticLoopPlan, @@ -25,6 +26,41 @@ LITELLM_CONTENT_RETRIEVE_TOOL_NAME = "litellm_content_retrieve" _CACHE_TTL_SECONDS = 15 * 60 +def _compression_savings_from_counts( + original_tokens: object, compressed_tokens: object +) -> CompressionSavingsMetadata | None: + if isinstance(original_tokens, bool) or not isinstance(original_tokens, int): + return None + if isinstance(compressed_tokens, bool) or not isinstance(compressed_tokens, int): + return None + if compressed_tokens < 0 or original_tokens < compressed_tokens: + return None + return CompressionSavingsMetadata( + tokens_before=original_tokens, + tokens_after=compressed_tokens, + tokens_saved=original_tokens - compressed_tokens, + source="compression_interception", + ) + + +def _record_compression_savings(kwargs: dict[str, object], savings: CompressionSavingsMetadata) -> None: + """ + Attach savings to the request's litellm metadata so they land in the + SpendLog row's metadata JSON under ``compression_savings``. + + ``/v1/messages`` requests carry proxy metadata under ``litellm_metadata`` + (the ``metadata`` key is Anthropic's own API field). The existing dict is + updated in place because the proxy and the logging object hold references + to the same object; replacing it would orphan writes made through those + references. + """ + existing = kwargs.get("litellm_metadata") + if isinstance(existing, dict): + existing["compression_savings"] = savings + return + kwargs["litellm_metadata"] = {"compression_savings": savings} + + class CompressionInterceptionLogger(CustomLogger): """ CustomLogger that implements transparent prompt compression + retrieval loops. @@ -130,6 +166,12 @@ class CompressionInterceptionLogger(CustomLogger): call_id = str(uuid.uuid4()) kwargs["litellm_call_id"] = call_id self._compression_cache_by_call_id[call_id] = (cache, time.time()) + savings = _compression_savings_from_counts( + original_tokens=compressed.get("original_tokens"), + compressed_tokens=compressed.get("compressed_tokens"), + ) + if savings is not None: + _record_compression_savings(kwargs=kwargs, savings=savings) verbose_logger.debug( "CompressionInterception: compressed request [call_id=%s original=%d compressed=%d cached_keys=%d]", call_id, diff --git a/litellm/integrations/langfuse/langfuse_otel.py b/litellm/integrations/langfuse/langfuse_otel.py index fc7c1b211c0..d464d55453d 100644 --- a/litellm/integrations/langfuse/langfuse_otel.py +++ b/litellm/integrations/langfuse/langfuse_otel.py @@ -1,8 +1,8 @@ import base64 -import json # <--- NEW +import json import os from datetime import datetime -from typing import TYPE_CHECKING, Any, Optional, Union +from typing import TYPE_CHECKING, Any, Dict, Optional, Union from litellm._logging import verbose_logger from litellm.integrations.arize import _utils @@ -25,6 +25,8 @@ else: LANGFUSE_CLOUD_EU_ENDPOINT = "https://cloud.langfuse.com/api/public/otel" LANGFUSE_CLOUD_US_ENDPOINT = "https://us.cloud.langfuse.com/api/public/otel" +LANGFUSE_INGESTION_VERSION_HEADER = "x-langfuse-ingestion-version" +LANGFUSE_INGESTION_VERSION = "4" class LangfuseOtelLogger(OpenTelemetry): @@ -267,29 +269,10 @@ class LangfuseOtelLogger(OpenTelemetry): # If no keys, return default from env (likely logging to console or something else) return OpenTelemetryConfig.from_env() - # Determine endpoint - default to US cloud - langfuse_host = LangfuseOtelLogger._get_langfuse_otel_host() - - if langfuse_host: - # If LANGFUSE_HOST is provided, construct OTEL endpoint from it - if not langfuse_host.startswith("http"): - langfuse_host = "https://" + langfuse_host - endpoint = f"{langfuse_host.rstrip('/')}/api/public/otel" - verbose_logger.debug(f"Using Langfuse OTEL endpoint from host: {endpoint}") - else: - # Default to US cloud endpoint - endpoint = LANGFUSE_CLOUD_US_ENDPOINT - verbose_logger.debug(f"Using Langfuse US cloud endpoint: {endpoint}") - - auth_header = LangfuseOtelLogger._get_langfuse_authorization_header( - public_key=public_key, secret_key=secret_key - ) - otlp_auth_headers = f"Authorization={auth_header}" - - return OpenTelemetryConfig( - exporter="otlp_http", - endpoint=endpoint, - headers=otlp_auth_headers, + return LangfuseOtelLogger._build_langfuse_otel_config( + public_key=public_key, + secret_key=secret_key, + langfuse_host=LangfuseOtelLogger._get_langfuse_otel_host(), ) @staticmethod @@ -316,33 +299,38 @@ class LangfuseOtelLogger(OpenTelemetry): "LANGFUSE_PUBLIC_KEY and LANGFUSE_SECRET_KEY must be set for Langfuse OpenTelemetry integration." ) - # Determine endpoint - default to US cloud - langfuse_host = LangfuseOtelLogger._get_langfuse_otel_host() + return LangfuseOtelLogger._build_langfuse_otel_config( + public_key=public_key, + secret_key=secret_key, + langfuse_host=LangfuseOtelLogger._get_langfuse_otel_host(), + ) + @staticmethod + def _build_langfuse_otel_config( + public_key: str, secret_key: str, langfuse_host: Optional[str] + ) -> "OpenTelemetryConfig": + """ + Builds an OTLP HTTP config pointing at the Langfuse OTEL endpoint for the + given host (US cloud when no host is provided), authorized with the given keys. + """ if langfuse_host: - # If LANGFUSE_HOST is provided, construct OTEL endpoint from it - if not langfuse_host.startswith("http"): - langfuse_host = "https://" + langfuse_host - endpoint = f"{langfuse_host.rstrip('/')}/api/public/otel" + normalized_host = langfuse_host if langfuse_host.startswith("http") else f"https://{langfuse_host}" + endpoint = f"{normalized_host.rstrip('/')}/api/public/otel" verbose_logger.debug(f"Using Langfuse OTEL endpoint from host: {endpoint}") else: - # Default to US cloud endpoint endpoint = LANGFUSE_CLOUD_US_ENDPOINT verbose_logger.debug(f"Using Langfuse US cloud endpoint: {endpoint}") auth_header = LangfuseOtelLogger._get_langfuse_authorization_header( public_key=public_key, secret_key=secret_key ) - otlp_auth_headers = f"Authorization={auth_header}" - - # Prevent modification of global env vars which causes leakage - # os.environ["OTEL_EXPORTER_OTLP_ENDPOINT"] = endpoint - # os.environ["OTEL_EXPORTER_OTLP_HEADERS"] = otlp_auth_headers return OpenTelemetryConfig( exporter="otlp_http", endpoint=endpoint, - headers=otlp_auth_headers, + headers=LangfuseOtelLogger._format_otel_headers( + LangfuseOtelLogger._build_langfuse_otel_headers(auth_header) + ), ) @staticmethod @@ -354,6 +342,26 @@ class LangfuseOtelLogger(OpenTelemetry): auth_header = base64.b64encode(auth_string.encode()).decode() return f"Basic {auth_header}" + @staticmethod + def _build_langfuse_otel_headers(auth_header: str) -> Dict[str, str]: + """ + Build the OTLP header set Langfuse expects. + + `x-langfuse-ingestion-version: 4` selects Langfuse's v4 ingestion path; + without it spans fall back to the older transformation path. + """ + return { + "Authorization": auth_header, + LANGFUSE_INGESTION_VERSION_HEADER: LANGFUSE_INGESTION_VERSION, + } + + @staticmethod + def _format_otel_headers(headers: Dict[str, str]) -> str: + """ + Serialize a header mapping into the comma-separated OTLP header string + """ + return ",".join(f"{key}={value}" for key, value in headers.items()) + def construct_dynamic_otel_headers( self, standard_callback_dynamic_params: StandardCallbackDynamicParams ) -> Optional[dict]: @@ -374,10 +382,33 @@ class LangfuseOtelLogger(OpenTelemetry): public_key=dynamic_langfuse_public_key, secret_key=dynamic_langfuse_secret_key, ) - dynamic_headers["Authorization"] = auth_header + dynamic_headers.update(LangfuseOtelLogger._build_langfuse_otel_headers(auth_header)) return dynamic_headers + def construct_dynamic_otel_config( + self, standard_callback_dynamic_params: StandardCallbackDynamicParams + ) -> Optional["OpenTelemetryConfig"]: + """ + Build a full per-request OTLP config from team/key dynamic Langfuse credentials. + + Key-scoped credentials must define the export target, not just the auth + headers: without this, a proxy with no global LANGFUSE_* env vars keeps its + init-time fallback exporter (console), so key-level langfuse_otel silently + never reaches Langfuse. + """ + public_key = standard_callback_dynamic_params.get("langfuse_public_key") + secret_key = standard_callback_dynamic_params.get("langfuse_secret_key") + if not public_key or not secret_key: + return None + + langfuse_host = standard_callback_dynamic_params.get("langfuse_host") or self._get_langfuse_otel_host() + return LangfuseOtelLogger._build_langfuse_otel_config( + public_key=public_key, + secret_key=secret_key, + langfuse_host=langfuse_host, + ) + def create_litellm_proxy_request_started_span( self, start_time: datetime, diff --git a/litellm/integrations/opentelemetry.py b/litellm/integrations/opentelemetry.py index de543fa042b..fea55cd1db4 100644 --- a/litellm/integrations/opentelemetry.py +++ b/litellm/integrations/opentelemetry.py @@ -28,6 +28,7 @@ from litellm.integrations.opentelemetry_utils.gen_ai_semconv import ( parse_semconv_opt_in, ) from litellm.litellm_core_utils.safe_json_dumps import safe_dumps +from litellm.litellm_core_utils.secret_redaction import redact_string from litellm.secret_managers.main import get_secret_bool, str_to_bool from litellm.types.services import ServiceLoggerPayload from litellm.types.utils import ( @@ -948,12 +949,22 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): Returns: Tracer: The tracer to use for this request """ + dynamic_config = self._get_dynamic_otel_config_from_kwargs(kwargs) + if dynamic_config is not None: + verbose_logger.debug( + "[OTEL DEBUG] Using DYNAMIC config tracer with endpoint: %s", + dynamic_config.endpoint, + ) + return self._get_tracer_with_dynamic_config(dynamic_config) + dynamic_headers = self._get_dynamic_otel_headers_from_kwargs(kwargs) if dynamic_headers is not None: # Create spans using a temporary tracer with dynamic headers tracer_to_use = self._get_tracer_with_dynamic_headers(dynamic_headers) - verbose_logger.debug("[OTEL DEBUG] Using DYNAMIC tracer with headers: %s", dynamic_headers) + verbose_logger.debug( + "[OTEL DEBUG] Using DYNAMIC tracer with headers: %s", redact_string(str(dynamic_headers)) + ) else: # For langfuse_otel without dynamic headers, create a provider with env var credentials if hasattr(self, "callback_name") and self.callback_name == "langfuse_otel": @@ -989,6 +1000,32 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): return dynamic_headers if dynamic_headers else None + def _get_dynamic_otel_config_from_kwargs(self, kwargs: dict) -> Optional[OpenTelemetryConfig]: + """Extract a full dynamic exporter config from kwargs if available.""" + standard_callback_dynamic_params: Optional[StandardCallbackDynamicParams] = kwargs.get( + "standard_callback_dynamic_params" + ) + + if not standard_callback_dynamic_params: + return None + + return self.construct_dynamic_otel_config(standard_callback_dynamic_params=standard_callback_dynamic_params) + + def _get_tracer_with_dynamic_config(self, dynamic_config: OpenTelemetryConfig): + """Create (or reuse) a tracer whose exporter target comes from a per-request config.""" + from opentelemetry.sdk.trace import TracerProvider + + cache_key = f"dynamic_config:{dynamic_config.exporter}:{dynamic_config.endpoint}:{dynamic_config.headers}" + if cache_key in self._tracer_provider_cache: + return self._tracer_provider_cache[cache_key].get_tracer(LITELLM_TRACER_NAME) + + temp_provider = TracerProvider(resource=self._get_litellm_resource(self.config)) + temp_provider.add_span_processor(self._get_span_processor(config_override=dynamic_config)) + + self._tracer_provider_cache[cache_key] = temp_provider + + return temp_provider.get_tracer(LITELLM_TRACER_NAME) + def _get_tracer_with_dynamic_headers(self, dynamic_headers: dict): """Create a temporary tracer with dynamic headers for this request only.""" from opentelemetry.sdk.trace import TracerProvider @@ -1020,6 +1057,19 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): """ return None + def construct_dynamic_otel_config( + self, standard_callback_dynamic_params: StandardCallbackDynamicParams + ) -> Optional[OpenTelemetryConfig]: + """ + Construct a full exporter config from standard callback dynamic params. + + Override this when team/key dynamic params must control the export + target (exporter kind + endpoint), not just the request headers. When + this returns a config, it takes precedence over + construct_dynamic_otel_headers for the request. + """ + return None + ######################################################### # End of Team/Key Based Logging Control Flow ######################################################### @@ -2747,7 +2797,11 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): verbose_logger.debug("OpenTelemetry: No parent context found, creating root span") return None, None - def _get_span_processor(self, dynamic_headers: Optional[dict] = None): + def _get_span_processor( + self, + dynamic_headers: Optional[dict] = None, + config_override: Optional[OpenTelemetryConfig] = None, + ): from opentelemetry.sdk.trace.export import ( BatchSpanProcessor, ConsoleSpanExporter, @@ -2755,40 +2809,45 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): SpanExporter, ) + otel_exporter = config_override.exporter if config_override else self.OTEL_EXPORTER + otel_endpoint = config_override.endpoint if config_override else self.OTEL_ENDPOINT + otel_headers = config_override.headers if config_override else self.OTEL_HEADERS + verbose_logger.debug( - "OpenTelemetry Logger, initializing span processor \nself.OTEL_EXPORTER: %s\nself.OTEL_ENDPOINT: %s\nself.OTEL_HEADERS: %s", - self.OTEL_EXPORTER, - self.OTEL_ENDPOINT, - self.OTEL_HEADERS, + "OpenTelemetry Logger, initializing span processor \nexporter: %s\nendpoint: %s\nheaders: %s", + otel_exporter, + otel_endpoint, + redact_string(str(otel_headers)), ) - _split_otel_headers = OpenTelemetry._get_headers_dictionary(headers=dynamic_headers or self.OTEL_HEADERS) + _split_otel_headers = OpenTelemetry._get_headers_dictionary(headers=dynamic_headers or otel_headers) if dynamic_headers: verbose_logger.debug( "[OTEL DEBUG] Creating span processor with DYNAMIC headers: %s", - {k: v[:20] + "..." if len(str(v)) > 20 else v for k, v in _split_otel_headers.items()}, + redact_string(str(_split_otel_headers)), + ) + elif config_override: + verbose_logger.debug( + "[OTEL DEBUG] Creating span processor with DYNAMIC config, endpoint: %s", + otel_endpoint, ) else: verbose_logger.debug("[OTEL DEBUG] Creating span processor with GLOBAL headers") - if hasattr(self.OTEL_EXPORTER, "export"): # Check if it has the export method that SpanExporter requires + if hasattr(otel_exporter, "export"): # Check if it has the export method that SpanExporter requires verbose_logger.debug( "OpenTelemetry: intiializing SpanExporter. Value of OTEL_EXPORTER: %s", - self.OTEL_EXPORTER, + otel_exporter, ) - return SimpleSpanProcessor(cast(SpanExporter, self.OTEL_EXPORTER)) + return SimpleSpanProcessor(cast(SpanExporter, otel_exporter)) - if self.OTEL_EXPORTER == "console": + if otel_exporter == "console": verbose_logger.debug( "OpenTelemetry: intiializing console exporter. Value of OTEL_EXPORTER: %s", - self.OTEL_EXPORTER, + otel_exporter, ) return BatchSpanProcessor(ConsoleSpanExporter()) - elif ( - self.OTEL_EXPORTER == "otlp_http" - or self.OTEL_EXPORTER == "http/protobuf" - or self.OTEL_EXPORTER == "http/json" - ): + elif otel_exporter == "otlp_http" or otel_exporter == "http/protobuf" or otel_exporter == "http/json": try: from opentelemetry.exporter.otlp.proto.http.trace_exporter import ( OTLPSpanExporter as OTLPSpanExporterHTTP, @@ -2801,13 +2860,13 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): verbose_logger.debug( "OpenTelemetry: intiializing http exporter. Value of OTEL_EXPORTER: %s", - self.OTEL_EXPORTER, + otel_exporter, ) - normalized_endpoint = self._normalize_otel_endpoint(self.OTEL_ENDPOINT, "traces") + normalized_endpoint = self._normalize_otel_endpoint(otel_endpoint, "traces") return BatchSpanProcessor( OTLPSpanExporterHTTP(endpoint=normalized_endpoint, headers=_split_otel_headers), ) - elif self.OTEL_EXPORTER == "otlp_grpc" or self.OTEL_EXPORTER == "grpc": + elif otel_exporter == "otlp_grpc" or otel_exporter == "grpc": try: from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import ( OTLPSpanExporter as OTLPSpanExporterGRPC, @@ -2820,16 +2879,16 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): verbose_logger.debug( "OpenTelemetry: intiializing grpc exporter. Value of OTEL_EXPORTER: %s", - self.OTEL_EXPORTER, + otel_exporter, ) - normalized_endpoint = self._normalize_otel_endpoint(self.OTEL_ENDPOINT, "traces") + normalized_endpoint = self._normalize_otel_endpoint(otel_endpoint, "traces") return BatchSpanProcessor( OTLPSpanExporterGRPC(endpoint=normalized_endpoint, headers=_split_otel_headers), ) else: verbose_logger.debug( "OpenTelemetry: intiializing console exporter. Value of OTEL_EXPORTER: %s", - self.OTEL_EXPORTER, + otel_exporter, ) return BatchSpanProcessor(ConsoleSpanExporter()) @@ -2841,7 +2900,7 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): "OpenTelemetry Logger, initializing log exporter \nself.OTEL_EXPORTER: %s\nself.OTEL_ENDPOINT: %s\nself.OTEL_HEADERS: %s", self.OTEL_EXPORTER, self.OTEL_ENDPOINT, - self.OTEL_HEADERS, + redact_string(str(self.OTEL_HEADERS)), ) _split_otel_headers = OpenTelemetry._get_headers_dictionary(self.OTEL_HEADERS) @@ -2928,7 +2987,7 @@ class OpenTelemetry(OTELGenAISemconvMixin, CustomLogger): "OpenTelemetry Logger, initializing metric reader\nself.OTEL_EXPORTER: %s\nself.OTEL_ENDPOINT: %s\nself.OTEL_HEADERS: %s", self.OTEL_EXPORTER, self.OTEL_ENDPOINT, - self.OTEL_HEADERS, + redact_string(str(self.OTEL_HEADERS)), ) _split_otel_headers = OpenTelemetry._get_headers_dictionary(self.OTEL_HEADERS) diff --git a/litellm/integrations/opik/utils.py b/litellm/integrations/opik/utils.py index 7222c9d0502..d4850d50778 100644 --- a/litellm/integrations/opik/utils.py +++ b/litellm/integrations/opik/utils.py @@ -1,40 +1,38 @@ import configparser import os import time +import uuid from typing import Any, Dict, Final, List, Optional, Tuple CONFIG_FILE_PATH_DEFAULT: Final[str] = "~/.opik.config" -def create_uuid7(): - ns = time.time_ns() - last = [0, 0, 0, 0] +def create_uuid7() -> str: + """Generate an RFC 9562 conformant UUIDv7 string. - # Simple uuid7 implementation - sixteen_secs = 16_000_000_000 - t1, rest1 = divmod(ns, sixteen_secs) - t2, rest2 = divmod(rest1 << 16, sixteen_secs) - t3, _ = divmod(rest2 << 12, sixteen_secs) - t3 |= 7 << 12 # Put uuid version in top 4 bits, which are 0 in t3 + The top 48 bits encode the Unix timestamp in milliseconds. Opik's backend + validates this embedded timestamp on ingestion (it must fall within a window + around "now"), so the encoding has to be correct or trace/span batches are + rejected with HTTP 400. Implemented with the standard library only, so no + extra dependency is added to litellm. See ``opik.id_helpers`` for the + reference implementation. + """ + unix_ts_ms = int(time.time() * 1000) - # The next two bytes are an int (t4) with two bits for - # the variant 2 and a 14 bit sequence counter which increments - # if the time is unchanged. - if t1 == last[0] and t2 == last[1] and t3 == last[2]: - # Stop the seq counter wrapping past 0x3FFF. - # This won't happen in practice, but if it does, - # uuids after the 16383rd with that same timestamp - # will not longer be correctly ordered but - # are still unique due to the 6 random bytes. - if last[3] < 0x3FFF: - last[3] += 1 - else: - last[:] = (t1, t2, t3, 0) - t4 = (2 << 14) | last[3] # Put variant 0b10 in top two bits + # Fill the 16-byte buffer with random data, then overwrite the structured + # parts (timestamp, version, variant) defined by the UUIDv7 layout. + uuid_bytes = bytearray(os.urandom(16)) - # Six random bytes for the lower part of the uuid - rand = os.urandom(6) - return f"{t1:>08x}-{t2:>04x}-{t3:>04x}-{t4:>04x}-{rand.hex()}" + # First 48 bits (6 bytes): Unix timestamp in milliseconds. + uuid_bytes[0:6] = unix_ts_ms.to_bytes(6, byteorder="big") + + # Version 7 in the top 4 bits of byte 6. + uuid_bytes[6] = 0x70 | (uuid_bytes[6] & 0x0F) + + # Variant 0b10 in the top 2 bits of byte 8. + uuid_bytes[8] = 0x80 | (uuid_bytes[8] & 0x3F) + + return str(uuid.UUID(bytes=bytes(uuid_bytes))) def _read_opik_config_file() -> Dict[str, str]: diff --git a/litellm/integrations/otel/emitter.py b/litellm/integrations/otel/emitter.py index f97f8b8394c..8651cf586cd 100644 --- a/litellm/integrations/otel/emitter.py +++ b/litellm/integrations/otel/emitter.py @@ -72,6 +72,42 @@ def _stamp_litellm_error_attributes(span: Span, error: SpanError) -> None: span.set_attribute(LiteLLMError.LLM_PROVIDER, error.llm_provider) +def stamp_error( + span: Span, + error: SpanError, + *, + record_event: bool = True, + set_status: bool = True, +) -> tuple[str, str] | None: + """Stamp the full v2 error attribute set on ``span`` and return the resolved + ``(error_type, message)`` pair, or ``None`` when the error carries neither a + type nor a message. + + Shared by the LLM-call span (``finish_span``) and the proxy-level failure + spans (the FastAPI SERVER span and the ``auth`` phase span) so every v2 error + span carries identical keys. The semconv ``exception`` event rides alongside + the attributes so backends that map unknown string attrs to a truncated + ``keyword`` (e.g. Elasticsearch's 1024-char ``ignore_above``) still see the + full untruncated message on the recognized event field. ``record_event`` and + ``set_status`` are opt-outs for callers whose span lifecycle (``use_span``) or + owner (the FastAPI instrumentor) already records the event or the status. + """ + if not (error.error_type or error.message): + return None + error_type = error.error_type or "error" + message = error.message or error.error_type or "error" + _stamp_otel_error_attributes(span, error_type, message) + _stamp_litellm_error_attributes(span, error) + if set_status: + span.set_status(Status(StatusCode.ERROR, message)) + if record_event: + span.add_event( + ExceptionEvent.NAME, + {ExceptionEvent.TYPE: error_type, ExceptionEvent.MESSAGE: message}, + ) + return error_type, message + + class SpanEmitter: def __init__( self, @@ -212,21 +248,10 @@ class SpanEmitter: ) else None ) - if error and (error.error_type or error.message): - error_type = error.error_type or "error" - message = error.message or error.error_type or "error" - _stamp_otel_error_attributes(span, error_type, message) - _stamp_litellm_error_attributes(span, error) - span.set_status(Status(StatusCode.ERROR, message)) - # Also emit the semconv ``exception`` event so backends that - # dynamic-map unknown string span attrs to ``keyword`` (e.g. - # Elasticsearch with a 1024-char ``ignore_above``) still see the - # full untruncated message on the recognized event field. - span.add_event( - ExceptionEvent.NAME, - {ExceptionEvent.TYPE: error_type, ExceptionEvent.MESSAGE: message}, - ) - if self._event_recorder is not None and role is SpanRole.LLM_CALL: + if error: + stamped = stamp_error(span, error) + if stamped is not None and self._event_recorder is not None and role is SpanRole.LLM_CALL: + error_type, message = stamped self._event_recorder.record_operation_exception( span_context=span.get_span_context(), error_type=error_type, diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py index be72fabd387..778f5342e90 100644 --- a/litellm/integrations/otel/logger.py +++ b/litellm/integrations/otel/logger.py @@ -24,7 +24,7 @@ from litellm.integrations.otel.plumbing.context import ( set_request_baggage, set_request_root_span, ) -from litellm.integrations.otel.emitter import SpanEmitter +from litellm.integrations.otel.emitter import SpanEmitter, stamp_error from litellm.integrations.otel.mappers import resolve_mappers from litellm.integrations.otel.model.metadata import ( LLMCallEvent, @@ -59,6 +59,7 @@ from litellm.integrations.otel.model.spans import SpanRole, span_role_for_servic from litellm.integrations.otel.model.utils import to_ns if TYPE_CHECKING: + from litellm.proxy._types import UserAPIKeyAuth from litellm.types.utils import ( StandardLoggingGuardrailInformation, StandardLoggingPayload, @@ -66,6 +67,33 @@ if TYPE_CHECKING: LITELLM_TRACER_NAME = "litellm" + +def _span_error_from_exception( + exception: "Exception | None", + *, + status_code: int | None = None, + traceback_str: str | None = None, +) -> SpanError: + """A ``SpanError`` for a proxy-level failure that never produced a + ``StandardLoggingPayload`` (auth / validation / malformed-body rejections), + mirroring ``_parse_error``'s field mapping so it stamps the same v2 keys a + failed LLM call does. ``status_code`` pins ``error.code`` to the real response + status, matching v1's SERVER-span behavior.""" + from litellm.litellm_core_utils.litellm_logging import StandardLoggingPayloadSetup + + info = StandardLoggingPayloadSetup.get_error_information( + original_exception=exception, + traceback_str=traceback_str, + ) + return SpanError( + error_type=info.get("error_class") or info.get("error_code") or None, + message=info.get("error_message") or None, + code=str(status_code) if status_code is not None else (info.get("error_code") or None), + stack_trace=info.get("traceback") or None, + llm_provider=info.get("llm_provider") or None, + ) + + # Any callback whose class belongs to one of these modules is "the OTel # callback" for proxy-global-registration purposes. _OTEL_MODULES = ( @@ -558,7 +586,12 @@ class OpenTelemetryV2(CustomLogger): def start_phase_span(self, name: str) -> "Iterator[Span]": span = self._emitter.start_span(SpanRole.SERVICE, name) with use_span(span, end_on_exit=True): - yield span + try: + yield span + except Exception as exc: + if is_recordable_span(span): + stamp_error(span, _span_error_from_exception(exc), record_event=False, set_status=False) + raise async def async_pre_call_hook( self, @@ -573,6 +606,48 @@ class OpenTelemetryV2(CustomLogger): ) return data + def record_error_attributes_on_span( + self, + span: "Span | None", + exception: "Exception | None", + status_code: int, + ) -> None: + """Stamp the v2 error.* attributes on the FastAPI-owned SERVER span for a + failure that dies before any LLM-call span exists (malformed body, auth / + validation rejection). Called from the proxy's global exception handler via + ``_close_dangling_otel_server_span``. The instrumentor still owns the span's + status and lifecycle, so this only decorates it — never sets status, never + ends it — and emits no exception event, matching v1's SERVER-span behavior + and avoiding a duplicate of the event ``async_post_call_failure_hook`` or + the ``auth`` phase span already records.""" + if span is None or not is_recordable_span(span): + return + stamp_error( + span, + _span_error_from_exception(exception, status_code=status_code), + record_event=False, + set_status=False, + ) + + async def async_post_call_failure_hook( + self, + request_data: dict, + original_exception: Exception, + user_api_key_dict: "UserAPIKeyAuth", + traceback_str: "str | None" = None, + ) -> None: + """Stamp error.* on the request's root SERVER span for a proxy-level + failure that never reached an LLM call (empty body rejected in the + endpoint, auth failure), so the failed request carries the same error keys + a failed LLM call does. v1's ``OpenTelemetry`` implemented this same hook; + v2 lost it when it stopped subclassing ``OpenTelemetry``, which is the + LIT-4179 regression for pre-call failures.""" + span = request_root_span() or user_api_key_dict.parent_otel_span + if span is None or not is_recordable_span(span): + return None + stamp_error(span, _span_error_from_exception(original_exception, traceback_str=traceback_str)) + return None + def emit_guardrail_span(self, entry: "StandardLoggingGuardrailInformation") -> None: # Emitted by the guardrail-recording code the moment a guardrail finishes, # not from a post-call hook — that hook does not fire on every path (a diff --git a/litellm/litellm_core_utils/core_helpers.py b/litellm/litellm_core_utils/core_helpers.py index 002a46771e3..88dddb59cc7 100644 --- a/litellm/litellm_core_utils/core_helpers.py +++ b/litellm/litellm_core_utils/core_helpers.py @@ -57,6 +57,35 @@ def safe_divide( return numerator / denominator +def coerce_token_limit(value: object) -> int | None: + """ + Coerce a max_input_tokens / max_output_tokens value to an int, treating a + malformed value as absent. + + A deployment's model_info is registered into litellm.model_cost verbatim, so a + config value like "128,000" or "" reaches the /v1/models listing uncoerced from + both the router index and the cost map. Returning None omits that one limit + instead of failing the whole listing. + + Args: + value: The raw configured or cost-map value + + Returns: + The value as an int, or None if it is missing or not a usable number. + Bools are rejected because True/False is never a meaningful token limit. + """ + if isinstance(value, bool): + return None + if isinstance(value, int): + return value + if isinstance(value, (str, float)): + try: + return int(value) + except (TypeError, ValueError, OverflowError): + return None + return None + + _FINISH_REASON_MAP: dict[str, OpenAIChatCompletionFinishReason] = { # Anthropic "stop_sequence": "stop", diff --git a/litellm/litellm_core_utils/env_utils.py b/litellm/litellm_core_utils/env_utils.py index 34c65275331..3a64f44fb25 100644 --- a/litellm/litellm_core_utils/env_utils.py +++ b/litellm/litellm_core_utils/env_utils.py @@ -19,3 +19,19 @@ def get_env_int(env_var: str, default: int) -> int: return int(raw) except (ValueError, TypeError): return default + + +def get_env_int_or_none(env_var: str) -> int | None: + """Parse an environment variable as an integer, returning None when it is unset or unusable. + + Use this instead of `get_env_int` when callers must distinguish "explicitly configured" + from "left at the default", for example when an override should take precedence over a + value resolved from somewhere else. + """ + raw = os.getenv(env_var) + if raw is None: + return None + try: + return int(raw.strip()) + except (ValueError, TypeError): + return None diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index 0c5c123ae35..905986177e3 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -37,6 +37,7 @@ from litellm import ( ) from litellm._logging import _is_debugging_on, _redact_string, verbose_logger from litellm.exceptions import ( + BudgetExceededError, validate_rate_limit_category, validate_rate_limit_type, ) @@ -1450,6 +1451,9 @@ class Logging(LiteLLMLoggingBaseClass): response_cost = litellm.response_cost_calculator(**response_cost_calculator_kwargs) verbose_logger.debug(f"response_cost: {response_cost}") + additional_response_cost: object = self.model_call_details.get("additional_response_cost") + if isinstance(additional_response_cost, (int, float)) and additional_response_cost > 0: + return (response_cost or 0.0) + additional_response_cost return response_cost except Exception as e: # error calculating cost debug_info = StandardLoggingModelCostFailureDebugInformation( @@ -1528,6 +1532,9 @@ class Logging(LiteLLMLoggingBaseClass): and litellm_params.get(CallTypes.aimage_generation.value, False) is not True and litellm_params.get(CallTypes.atranscription.value, False) is not True and litellm_params.get(CallTypes.allm_passthrough_route.value, False) is not True + and litellm_params.get(CallTypes.aanthropic_messages.value, False) is not True + and litellm_params.get(CallTypes.agenerate_content.value, False) is not True + and litellm_params.get(CallTypes.agenerate_content_stream.value, False) is not True ) def _is_assembled_stream_success(self, result=None) -> bool: @@ -4598,6 +4605,10 @@ class StandardLoggingPayloadSetup: user_api_key_spend=None, user_api_key_max_budget=None, user_api_key_budget_reset_at=None, + user_api_key_user_spend=None, + user_api_key_user_max_budget=None, + user_api_key_team_spend=None, + user_api_key_team_max_budget=None, user_api_key_team_id=None, user_api_key_org_id=None, user_api_key_org_alias=None, @@ -4944,6 +4955,7 @@ class StandardLoggingPayloadSetup: rate_limit_category = validate_rate_limit_category(getattr(original_exception, "category", None)) rate_limit_type = validate_rate_limit_type(getattr(original_exception, "rate_limit_type", None)) + budget_error = original_exception if isinstance(original_exception, BudgetExceededError) else None return StandardLoggingPayloadErrorInformation( error_code=error_status, @@ -4953,6 +4965,10 @@ class StandardLoggingPayloadSetup: error_message=error_message, error_rate_limit_category=rate_limit_category, error_rate_limit_type=rate_limit_type, + error_budget_entity_type=budget_error.entity_type if budget_error else None, + error_budget_entity_id=budget_error.entity_id if budget_error else None, + error_budget_limit=budget_error.max_budget if budget_error else None, + error_budget_spend=budget_error.current_cost if budget_error else None, ) @staticmethod @@ -5432,6 +5448,10 @@ def get_standard_logging_metadata( user_api_key_spend=None, user_api_key_max_budget=None, user_api_key_budget_reset_at=None, + user_api_key_user_spend=None, + user_api_key_user_max_budget=None, + user_api_key_team_spend=None, + user_api_key_team_max_budget=None, user_api_key_team_id=None, user_api_key_org_id=None, user_api_key_org_alias=None, @@ -5531,6 +5551,10 @@ def create_dummy_standard_logging_payload() -> StandardLoggingPayload: user_api_key_team_id=str("test_team"), user_api_key_user_id=str("test_user"), user_api_key_team_alias=str("test_team_alias"), + user_api_key_user_spend=None, + user_api_key_user_max_budget=None, + user_api_key_team_spend=None, + user_api_key_team_max_budget=None, user_api_key_org_id=None, spend_logs_metadata=None, requester_ip_address=str("127.0.0.1"), diff --git a/litellm/litellm_core_utils/prompt_templates/common_utils.py b/litellm/litellm_core_utils/prompt_templates/common_utils.py index 538d5f650ef..c43089950ee 100644 --- a/litellm/litellm_core_utils/prompt_templates/common_utils.py +++ b/litellm/litellm_core_utils/prompt_templates/common_utils.py @@ -42,6 +42,7 @@ from litellm.types.utils import ( ) if TYPE_CHECKING: # newer pattern to avoid importing pydantic objects on __init__.py + from litellm.types.llms.anthropic import AnthropicInputSchema from litellm.types.llms.openai import ChatCompletionImageObject DEFAULT_USER_CONTINUE_MESSAGE = ChatCompletionUserMessage(content="Please continue.", role="user") @@ -1046,6 +1047,31 @@ def unpack_legacy_defs( return schema +def sanitize_input_schema_for_anthropic(input_schema: dict) -> "AnthropicInputSchema": + """Coerce an arbitrary tool input_schema into the shape Anthropic accepts. + + Anthropic requires ``type == "object"``, only recognises ``$defs`` (legacy + ``definitions`` / OpenAPI ``components.schemas`` refs must be inlined first), + and rejects keys outside ``AnthropicInputSchema``. Both the chat + (``AnthropicConfig._map_tool_helper``) and Anthropic Messages MCP paths run + a schema through here so an external MCP schema cannot succeed on one route + and 400 on the other. + """ + from litellm.types.llms.anthropic import AnthropicInputSchema + + normalized = dict(input_schema) if input_schema else {} + if normalized.get("type") != "object": + normalized["type"] = "object" + if "properties" not in normalized: + normalized["properties"] = {} + + normalized = unpack_legacy_defs(normalized, copy=True) + + allowed_keys = set(AnthropicInputSchema.__annotations__.keys()) + filtered = {key: value for key, value in normalized.items() if key in allowed_keys} + return AnthropicInputSchema(**filtered) + + def _get_image_mime_type_from_url(url: str) -> Optional[str]: """ Get mime type for common image URLs diff --git a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py index 38bc68f2f78..d52d9849310 100644 --- a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py +++ b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py @@ -467,6 +467,7 @@ class ChunkProcessor: cache_read_input_tokens: Optional[int] = None completion_tokens_details: Optional[CompletionTokensDetails] = None prompt_tokens_details: Optional[PromptTokensDetailsWrapper] = None + cost: Optional[float] = None if "prompt_tokens" in usage_chunk: prompt_tokens = usage_chunk.get("prompt_tokens", 0) or 0 @@ -476,6 +477,8 @@ class ChunkProcessor: cache_creation_input_tokens = usage_chunk.get("cache_creation_input_tokens") if "cache_read_input_tokens" in usage_chunk: cache_read_input_tokens = usage_chunk.get("cache_read_input_tokens") + if "cost" in usage_chunk: + cost = usage_chunk.get("cost") if hasattr(usage_chunk, "completion_tokens_details"): if isinstance(usage_chunk.completion_tokens_details, dict): completion_tokens_details = CompletionTokensDetails(**usage_chunk.completion_tokens_details) @@ -494,6 +497,7 @@ class ChunkProcessor: "cache_read_input_tokens": cache_read_input_tokens, "completion_tokens_details": completion_tokens_details, "prompt_tokens_details": prompt_tokens_details, + "cost": cost, } def count_reasoning_tokens(self, response: ModelResponse) -> Optional[int]: @@ -512,6 +516,22 @@ class ChunkProcessor: return reasoning_tokens + @staticmethod + def _extract_usage_chunk(chunk: dict[str, Any] | ModelResponse | ModelResponseStream) -> Usage | None: + usage_chunk: Usage | dict[str, Any] | None = None + if hasattr(chunk, "usage") and chunk.usage is not None: + usage_chunk = chunk.usage + elif "usage" in chunk: + usage_chunk = chunk["usage"] + elif (isinstance(chunk, ModelResponse) or isinstance(chunk, ModelResponseStream)) and hasattr( + chunk, "_hidden_params" + ): + usage_chunk = chunk._hidden_params.get("usage", None) + + if isinstance(usage_chunk, dict): + return Usage(**usage_chunk) + return usage_chunk + def _calculate_usage_per_chunk( self, chunks: List[Union[Dict[str, Any], ModelResponse]], @@ -548,18 +568,12 @@ class ChunkProcessor: # is last-wins, so without preserving this separately the 1h breakdown is # lost and 1h cache writes get billed at the 5m rate. cache_creation_token_details: Optional[CacheCreationTokenDetails] = None + cost: Optional[float] = None + for chunk in chunks: - usage_chunk: Optional[Usage] = None - if "usage" in chunk: - usage_chunk = chunk["usage"] - elif (isinstance(chunk, ModelResponse) or isinstance(chunk, ModelResponseStream)) and hasattr( - chunk, "_hidden_params" - ): - usage_chunk = chunk._hidden_params.get("usage", None) + usage_chunk = self._extract_usage_chunk(chunk) if usage_chunk is not None: - if isinstance(usage_chunk, dict): - usage_chunk = Usage(**usage_chunk) usage_chunk_dict = self._usage_chunk_calculation_helper(usage_chunk) if usage_chunk_dict["prompt_tokens"] is not None and usage_chunk_dict["prompt_tokens"] > 0: prompt_tokens = usage_chunk_dict["prompt_tokens"] @@ -610,6 +624,9 @@ class ChunkProcessor: prompt_tokens_details, cache_creation_token_details ) + if usage_chunk_dict["cost"] is not None: + cost = usage_chunk_dict["cost"] + prompt_tokens_details = self._attach_cache_creation_token_details( prompt_tokens_details, cache_creation_token_details ) @@ -629,6 +646,7 @@ class ChunkProcessor: web_search_requests=web_search_requests, completion_tokens_details=completion_tokens_details, prompt_tokens_details=prompt_tokens_details, + cost=cost, ) @staticmethod @@ -727,6 +745,7 @@ class ChunkProcessor: prompt_tokens_details: Optional[PromptTokensDetailsWrapper] = calculated_usage_per_chunk[ "prompt_tokens_details" ] + cost: Optional[float] = calculated_usage_per_chunk["cost"] try: returned_usage.prompt_tokens = prompt_tokens or token_counter(model=model, messages=messages) @@ -784,6 +803,9 @@ class ChunkProcessor: else: returned_usage.prompt_tokens_details.web_search_requests = web_search_requests + if cost is not None: + setattr(returned_usage, "cost", cost) + # Return a new usage object with the new values returned_usage = Usage(**returned_usage.model_dump()) diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py index 128ba0bf3ab..f518cbaadea 100644 --- a/litellm/litellm_core_utils/streaming_handler.py +++ b/litellm/litellm_core_utils/streaming_handler.py @@ -962,10 +962,11 @@ class CustomStreamWrapper: if self.custom_llm_provider == "bedrock" and "trace" in model_response: return model_response - # Default - return StopIteration - if hasattr(model_response, "usage"): - self.chunks.append(model_response) - raise StopIteration + # Don't raise StopIteration here - some providers (like OpenRouter) + # send usage/cost data in chunks after the finish_reason chunk + if hasattr(model_response, "usage") and model_response.usage is not None: + return model_response + return # flush any remaining holding chunk if len(self.holding_chunk) > 0: if model_response.choices[0].delta.content is None: @@ -1474,12 +1475,16 @@ class CustomStreamWrapper: self.tool_call = True + if hasattr(chunk, "usage") and chunk.usage is not None: + model_response.usage = chunk.usage + ## RETURN ARG - return self.return_processed_chunk_logic( + result = self.return_processed_chunk_logic( completion_obj=completion_obj, model_response=model_response, # type: ignore response_obj=response_obj, ) + return result except StopIteration: raise StopIteration @@ -1686,6 +1691,21 @@ class CustomStreamWrapper: model_response.choices[0].finish_reason = "tool_calls" return model_response + @staticmethod + def _propagate_usage_cost_to_hidden_params( + response: "ModelResponse", + ) -> None: + """ + If the assembled response carries a provider-reported cost on + usage.cost, copy it into _hidden_params so litellm's cost + calculator uses it instead of a token-based estimate. + """ + _usage = getattr(response, "usage", None) + if _usage is not None and hasattr(_usage, "cost") and _usage.cost is not None: + if "additional_headers" not in response._hidden_params: + response._hidden_params["additional_headers"] = {} + response._hidden_params["additional_headers"]["llm_provider-x-litellm-response-cost"] = float(_usage.cost) + def __next__(self) -> "ModelResponseStream": cache_hit = False if self.custom_llm_provider is not None and self.custom_llm_provider == "cached_response": @@ -1741,6 +1761,10 @@ class CustomStreamWrapper: # hasattr(response, "usage") is always True — must check # `is not None` to avoid running this path on every chunk. if getattr(response, "usage", None) is not None: + usage_to_preserve = response.usage + if usage_to_preserve: + response._hidden_params["usage"] = usage_to_preserve + obj_dict = response.model_dump() if "usage" in obj_dict: @@ -1789,6 +1813,8 @@ class CustomStreamWrapper: response = self.model_response_creator() if complete_streaming_response is not None: + self._propagate_usage_cost_to_hidden_params(complete_streaming_response) + setattr( response, "usage", @@ -1974,97 +2000,7 @@ class CustomStreamWrapper: self.chunks.append(processed_chunk) return processed_chunk except (StopAsyncIteration, StopIteration): - if self.sent_last_chunk is True: - # log the final chunk with accurate streaming values - try: - complete_streaming_response = litellm.stream_chunk_builder( - chunks=self.chunks, - messages=self.messages, - logging_obj=self.logging_obj, - ) - except Exception as e: - # see sync __next__: a raise from stream_chunk_builder inside this - # except handler escapes __anext__ and drops the request from SpendLogs. - # Recover best-effort usage from the raw chunks so cost is still tracked - verbose_logger.warning( - "stream_chunk_builder raised at end-of-stream (%s); logging best-effort usage from chunks.", - str(e), - ) - try: - complete_streaming_response = self.model_response_creator( - chunk={"usage": calculate_total_usage(chunks=self.chunks)} - ) - except Exception: - complete_streaming_response = None - - response = self.model_response_creator() - if complete_streaming_response is not None: - setattr( - response, - "usage", - getattr(complete_streaming_response, "usage"), - ) - try: - _copy = complete_streaming_response.model_copy(deep=True) - except RuntimeError: - _copy = complete_streaming_response.model_copy() - asyncio.create_task( - self.async_cache_streaming_response( - processed_chunk=_copy, - cache_hit=cache_hit, - ) - ) - # Update hidden_params with final usage from - # stream_chunk_builder (see sync __next__ for full comment). - if ( - self.stream_options is None - and complete_streaming_response is not None - and self._last_returned_hidden_params is not None - ): - final_usage = getattr(complete_streaming_response, "usage", None) - if final_usage is not None: - self._last_returned_hidden_params["usage"] = final_usage - - if self.sent_stream_usage is False and self.send_stream_usage is True: - self.sent_stream_usage = True - return response - - _deferred_cb = getattr( - self.logging_obj, - "_on_deferred_stream_complete", - None, - ) - if _deferred_cb is not None: - # Proxy has post-call guardrails. Store the assembled - # response so the outer streaming consumer - # (ProxyLogging.async_post_call_streaming_iterator_hook) - # can fire the deferred callback AFTER all guardrail - # end-of-stream blocks complete. Scheduling here via - # create_task would race with unified_guardrail's - # end-of-stream block for short-stream providers. - self.logging_obj._deferred_stream_complete_args = ( # type: ignore[attr-defined] - complete_streaming_response, - cache_hit, - ) - else: - # prefer_async_handlers routes CustomLogger to async_success_handler - # when consumers use ``async for`` on sync-SDK streams. Legacy string - # callbacks still run via executor.submit inside dispatch_success_handlers. - asyncio.create_task( - self.logging_obj.dispatch_success_handlers( - complete_streaming_response, - cache_hit=cache_hit, - start_time=None, - end_time=None, - prefer_async_handlers=True, - ) - ) - - raise StopAsyncIteration # Re-raise StopIteration - else: - self.sent_last_chunk = True - processed_chunk = self.finish_reason_handler() - return processed_chunk + return await self._finalize_completed_stream(cache_hit=cache_hit) except httpx.TimeoutException as e: # if httpx read timeout error occues traceback_exception = traceback.format_exc() ## ADD DEBUG INFORMATION - E.G. LITELLM REQUEST TIMEOUT @@ -2079,20 +2015,122 @@ class CustomStreamWrapper: # Handle any exceptions that might occur during streaming asyncio.create_task(self.logging_obj.async_failure_handler(e, traceback_exception)) self._handle_stream_fallback_error(e) + except (httpx.ReadError, httpx.RemoteProtocolError) as e: + if self.received_finish_reason is None: + self._log_stream_failure_and_raise(e) + return await self._finalize_completed_stream(cache_hit=cache_hit) except Exception as e: - traceback_exception = traceback.format_exc() - if self.logging_obj is not None: - self._record_partial_usage_for_failure() - ## LOGGING - threading.Thread( - target=self.logging_obj.failure_handler, - args=(e, traceback_exception), - ).start() # log response - # Handle any exceptions that might occur during streaming - asyncio.create_task( - self.logging_obj.async_failure_handler(e, traceback_exception) # type: ignore + self._log_stream_failure_and_raise(e) + + async def _finalize_completed_stream(self, cache_hit: bool) -> "ModelResponseStream": + if self.sent_last_chunk is True: + # log the final chunk with accurate streaming values + try: + complete_streaming_response = litellm.stream_chunk_builder( + chunks=self.chunks, + messages=self.messages, + logging_obj=self.logging_obj, ) - self._handle_stream_fallback_error(e) + except Exception as e: + # see sync __next__: a raise from stream_chunk_builder inside this + # except handler escapes __anext__ and drops the request from SpendLogs. + # Recover best-effort usage from the raw chunks so cost is still tracked + verbose_logger.warning( + "stream_chunk_builder raised at end-of-stream (%s); logging best-effort usage from chunks.", + str(e), + ) + try: + complete_streaming_response = self.model_response_creator( + chunk={"usage": calculate_total_usage(chunks=self.chunks)} + ) + except Exception: + complete_streaming_response = None + + response = self.model_response_creator() + if complete_streaming_response is not None: + self._propagate_usage_cost_to_hidden_params(complete_streaming_response) + + setattr( + response, + "usage", + getattr(complete_streaming_response, "usage"), + ) + try: + _copy = complete_streaming_response.model_copy(deep=True) + except RuntimeError: + _copy = complete_streaming_response.model_copy() + asyncio.create_task( + self.async_cache_streaming_response( + processed_chunk=_copy, + cache_hit=cache_hit, + ) + ) + # Update hidden_params with final usage from + # stream_chunk_builder (see sync __next__ for full comment). + if ( + self.stream_options is None + and complete_streaming_response is not None + and self._last_returned_hidden_params is not None + ): + final_usage = getattr(complete_streaming_response, "usage", None) + if final_usage is not None: + self._last_returned_hidden_params["usage"] = final_usage + + if self.sent_stream_usage is False and self.send_stream_usage is True: + self.sent_stream_usage = True + return response + + _deferred_cb = getattr( + self.logging_obj, + "_on_deferred_stream_complete", + None, + ) + if _deferred_cb is not None: + # Proxy has post-call guardrails. Store the assembled + # response so the outer streaming consumer + # (ProxyLogging.async_post_call_streaming_iterator_hook) + # can fire the deferred callback AFTER all guardrail + # end-of-stream blocks complete. Scheduling here via + # create_task would race with unified_guardrail's + # end-of-stream block for short-stream providers. + self.logging_obj._deferred_stream_complete_args = ( # type: ignore[attr-defined] + complete_streaming_response, + cache_hit, + ) + else: + # prefer_async_handlers routes CustomLogger to async_success_handler + # when consumers use ``async for`` on sync-SDK streams. Legacy string + # callbacks still run via executor.submit inside dispatch_success_handlers. + asyncio.create_task( + self.logging_obj.dispatch_success_handlers( + complete_streaming_response, + cache_hit=cache_hit, + start_time=None, + end_time=None, + prefer_async_handlers=True, + ) + ) + + raise StopAsyncIteration # Re-raise StopIteration + else: + self.sent_last_chunk = True + processed_chunk = self.finish_reason_handler() + return processed_chunk + + def _log_stream_failure_and_raise(self, e: Exception) -> NoReturn: + traceback_exception = traceback.format_exc() + if self.logging_obj is not None: + self._record_partial_usage_for_failure() + ## LOGGING + threading.Thread( + target=self.logging_obj.failure_handler, + args=(e, traceback_exception), + ).start() # log response + # Handle any exceptions that might occur during streaming + asyncio.create_task( + self.logging_obj.async_failure_handler(e, traceback_exception) # type: ignore + ) + self._handle_stream_fallback_error(e) def _record_partial_usage_for_failure(self) -> None: """ @@ -2228,12 +2266,16 @@ def calculate_total_usage(chunks: List[ModelResponse]) -> Usage: """Assume most recent usage chunk has total usage uptil then.""" prompt_tokens: int = 0 completion_tokens: int = 0 + latest_usage_chunk = None + for chunk in chunks: if "usage" in chunk and chunk["usage"] is not None: - if "prompt_tokens" in chunk["usage"]: - prompt_tokens = chunk["usage"].get("prompt_tokens", 0) or 0 - if "completion_tokens" in chunk["usage"]: - completion_tokens = chunk["usage"].get("completion_tokens", 0) or 0 + usage = chunk["usage"] + latest_usage_chunk = usage + if "prompt_tokens" in usage: + prompt_tokens = usage.get("prompt_tokens", 0) or 0 + if "completion_tokens" in usage: + completion_tokens = usage.get("completion_tokens", 0) or 0 returned_usage_chunk = Usage( prompt_tokens=prompt_tokens, @@ -2241,6 +2283,15 @@ def calculate_total_usage(chunks: List[ModelResponse]) -> Usage: total_tokens=prompt_tokens + completion_tokens, ) + if latest_usage_chunk is not None: + latest_cost = ( + latest_usage_chunk.get("cost") + if isinstance(latest_usage_chunk, dict) + else getattr(latest_usage_chunk, "cost", None) + ) + if latest_cost is not None: + returned_usage_chunk.cost = latest_cost + return returned_usage_chunk diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py index 0ec1f3eae13..5a0f274e3ca 100644 --- a/litellm/llms/anthropic/chat/transformation.py +++ b/litellm/llms/anthropic/chat/transformation.py @@ -29,7 +29,9 @@ from litellm.constants import ( RESPONSE_FORMAT_TOOL_NAME, ) from litellm.litellm_core_utils.core_helpers import map_finish_reason -from litellm.litellm_core_utils.prompt_templates.common_utils import unpack_legacy_defs +from litellm.litellm_core_utils.prompt_templates.common_utils import ( + sanitize_input_schema_for_anthropic, +) from litellm.llms.base_llm.base_utils import type_to_response_format_param from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMException from litellm.types.llms.anthropic import ( @@ -634,7 +636,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): mcp_server: Optional[AnthropicMcpServerTool] = None if tool["type"] == "function" or tool["type"] == "custom": - _input_schema: dict = tool["function"].get( + _input_schema = tool["function"].get( "parameters", { "type": "object", @@ -642,28 +644,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): }, ) - # Anthropic requires input_schema.type to be "object". Normalize - # schemas from external sources (MCP servers, OpenAI callers) that - # may omit the type field or use a non-object type. - if _input_schema.get("type") != "object": - litellm.verbose_logger.debug( - "_map_tool_helper: coercing input_schema type from %r to " - "'object' for Anthropic compatibility (tool: %s)", - _input_schema.get("type"), - tool["function"].get("name"), - ) - _input_schema = dict(_input_schema) # avoid mutating caller's dict - _input_schema["type"] = "object" - if "properties" not in _input_schema: - _input_schema["properties"] = {} - - # Inline legacy / OpenAPI $refs before the allow-list filter strips - # their backing def blocks (https://github.com/BerriAI/litellm/issues/26692). - _input_schema = unpack_legacy_defs(_input_schema, copy=True) - - _allowed_properties = set(AnthropicInputSchema.__annotations__.keys()) - input_schema_filtered = {k: v for k, v in _input_schema.items() if k in _allowed_properties} - input_anthropic_schema: AnthropicInputSchema = AnthropicInputSchema(**input_schema_filtered) + input_anthropic_schema = sanitize_input_schema_for_anthropic(_input_schema) _tool = AnthropicMessagesTool( name=tool["function"]["name"], diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py index e006662ec4d..256fee6b166 100644 --- a/litellm/llms/anthropic/common_utils.py +++ b/litellm/llms/anthropic/common_utils.py @@ -906,16 +906,17 @@ def strip_advisor_blocks_from_messages(messages: List[Any], replace_with_text: b def is_anthropic_invalid_thinking_signature_error(error_text: str) -> bool: """ - Detect Anthropic 400 when encrypted thinking signatures in history do not match - the current deployment (e.g. user rotated API key or switched model endpoint). + Detect Anthropic 400 errors caused by missing or invalid thinking signatures. - Example API message: + Known error formats: + {"message":"messages.2.content.0.thinking.signature.str: Input should be a valid string"} + messages.N.content.M.thinking.signature.str: Input should be a valid string messages.N.content.M: Invalid `signature` in `thinking` block """ if not error_text: return False lower = error_text.lower() - return "invalid" in lower and "signature" in lower and "thinking" in lower and "block" in lower + return "thinking" in lower and "signature" in lower and ("invalid" in lower or "valid string" in lower) def strip_thinking_blocks_from_anthropic_messages(messages: List[Any]) -> List[Any]: diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py index dd983f0c344..1a4144de39e 100644 --- a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py +++ b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py @@ -36,6 +36,7 @@ from litellm.types.llms.anthropic_messages.anthropic_response import ( AnthropicMessagesResponse, ) from litellm.types.router import GenericLiteLLMParams +from litellm.types.utils import CallTypes from litellm.utils import ProviderConfigManager, client from ..utils import is_reasoning_auto_summary_enabled @@ -236,7 +237,9 @@ async def anthropic_messages( AnthropicCacheControlHook, ) - messages, system = AnthropicCacheControlHook.maybe_inject_cache_control(messages, system, kwargs) + messages, system = AnthropicCacheControlHook.maybe_inject_cache_control( + messages, system, kwargs, model=model, custom_llm_provider=custom_llm_provider, tools=tools + ) original_stream = stream or kwargs.get("_websearch_interception_converted_stream", False) @@ -425,7 +428,9 @@ def anthropic_messages_handler( AnthropicCacheControlHook, ) - messages, system = AnthropicCacheControlHook.maybe_inject_cache_control(messages, system, kwargs) + messages, system = AnthropicCacheControlHook.maybe_inject_cache_control( + messages, system, kwargs, model=model, custom_llm_provider=custom_llm_provider, tools=tools + ) metadata = validate_anthropic_api_metadata(metadata) @@ -463,6 +468,9 @@ def anthropic_messages_handler( "model": original_model, "custom_llm_provider": custom_llm_provider, } + litellm_logging_obj.model_call_details.setdefault("litellm_params", {})[CallTypes.aanthropic_messages.value] = ( + is_async + ) # Check if stream was converted for WebSearch interception # This is set in the async wrapper above when stream=True is converted to stream=False @@ -477,6 +485,41 @@ def anthropic_messages_handler( mock_response=litellm_params.mock_response, ) + # Expand litellm_proxy MCP references through the MCP gateway before dispatch, so every + # downstream path (native passthrough and both bridges) gets real tools rather than a + # reference the provider cannot resolve. Popped from kwargs so it never reaches the provider. + skip_mcp_handler = kwargs.pop("_skip_mcp_handler", False) + if not skip_mcp_handler and tools: + from litellm.llms.anthropic.experimental_pass_through.messages.mcp_handler import ( + anthropic_messages_with_mcp, + ) + from litellm.responses.mcp.litellm_proxy_mcp_handler import ( + LiteLLM_Proxy_MCP_Handler, + ) + + if LiteLLM_Proxy_MCP_Handler._should_use_litellm_mcp_gateway(tools=tools): + return anthropic_messages_with_mcp( + max_tokens=max_tokens, + messages=messages, + model=model, + metadata=metadata, + stop_sequences=stop_sequences, + stream=stream, + system=system, + temperature=temperature, + thinking=thinking, + tool_choice=tool_choice, + tools=tools, + top_k=top_k, + top_p=top_p, + container=container, + api_key=api_key, + api_base=api_base, + client=client, + custom_llm_provider=custom_llm_provider, + **kwargs, + ) + anthropic_messages_provider_config: Optional[BaseAnthropicMessagesConfig] = None if custom_llm_provider is not None and custom_llm_provider in [provider.value for provider in LlmProviders]: diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/mcp_handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/mcp_handler.py new file mode 100644 index 00000000000..813d4a62089 --- /dev/null +++ b/litellm/llms/anthropic/experimental_pass_through/messages/mcp_handler.py @@ -0,0 +1,176 @@ +""" +MCP gateway support for the Anthropic `/v1/messages` API. + +Mirrors ``litellm.responses.mcp.chat_completions_handler`` but speaks the +Anthropic Messages shapes: tools carry an ``input_schema``, the model asks for a +tool through a ``tool_use`` content block, and results are fed back as +``tool_result`` blocks in a user message. +""" + +from typing import Any, AsyncIterator, Mapping, Sequence, Union + +from litellm._logging import verbose_logger +from litellm.responses.mcp.request_context import MCPRequestContext +from litellm.types.llms.anthropic import ( + AnthropicMessagesTool, + AnthropicMessagesToolResultParam, + AnthropicMessagesUserMessageParam, +) +from litellm.types.llms.anthropic_messages.anthropic_response import ( + AnthropicMessagesResponse, +) + +MAX_MCP_TOOL_USE_ITERATIONS = 10 + + +def _get_response_content(response: AnthropicMessagesResponse) -> Sequence[Mapping[str, Any]]: + content = response.get("content") + if not isinstance(content, list): + return () + return tuple(block for block in content if isinstance(block, dict)) + + +def _extract_tool_use_blocks(response: AnthropicMessagesResponse) -> Sequence[Mapping[str, Any]]: + """Return the ``tool_use`` content blocks the model emitted.""" + return tuple(block for block in _get_response_content(response) if block.get("type") == "tool_use") + + +def _get_stop_reason(response: AnthropicMessagesResponse) -> Union[str, None]: + stop_reason = response.get("stop_reason") + return stop_reason if isinstance(stop_reason, str) else None + + +def _build_tool_result_message(tool_results: Sequence[Mapping[str, Any]]) -> AnthropicMessagesUserMessageParam: + """Turn executed tool results into the user message Anthropic expects.""" + return AnthropicMessagesUserMessageParam( + role="user", + content=tuple( + AnthropicMessagesToolResultParam( + type="tool_result", + tool_use_id=str(result.get("tool_call_id") or ""), + content=str(result.get("result") or ""), + ) + for result in tool_results + ), + ) + + +async def anthropic_messages_with_mcp( + max_tokens: int, + messages: Sequence[Mapping[str, Any]], + model: str, + tools: Union[Sequence[Mapping[str, Any]], None] = None, + **kwargs: Any, # kwargs-ok: forwarded verbatim to litellm.anthropic_messages, which owns the param contract +) -> Union[AnthropicMessagesResponse, AsyncIterator[Any]]: + """ + Expand litellm_proxy MCP references for `/v1/messages` and run the tool loop. + + The MCP gateway owns the expansion so the reference resolves against the + caller's own credentials and access control, rather than being handed to the + upstream provider as a url it cannot reach. + """ + import litellm + from litellm.experimental_mcp_client.tools import ( + transform_mcp_tool_to_anthropic_tool, + ) + from litellm.responses.mcp.litellm_proxy_mcp_handler import ( + LiteLLM_Proxy_MCP_Handler, + ) + + mcp_references, other_tools = LiteLLM_Proxy_MCP_Handler._parse_mcp_tools(tools) + + if not mcp_references: + return await litellm.anthropic_messages( + max_tokens=max_tokens, + messages=list(messages), + model=model, + tools=list(tools) if tools else None, + _skip_mcp_handler=True, + **kwargs, + ) + + context = MCPRequestContext.resolve(kwargs=dict(kwargs), tools=tools) + + ( + deduplicated_mcp_tools, + tool_server_map, + ) = await LiteLLM_Proxy_MCP_Handler._process_mcp_tools_without_openai_transform( + context.user_api_key_auth, + mcp_references, + litellm_trace_id=context.litellm_trace_id, + mcp_auth_header=context.mcp_auth_header, + mcp_server_auth_headers=context.mcp_server_auth_headers, + request_tags=list(context.request_tags) if context.request_tags else None, + ) + + anthropic_tools: Sequence[AnthropicMessagesTool] = tuple( + transform_mcp_tool_to_anthropic_tool(mcp_tool) for mcp_tool in deduplicated_mcp_tools + ) + all_tools = [*anthropic_tools, *(other_tools or ())] + + should_auto_execute = LiteLLM_Proxy_MCP_Handler._should_auto_execute_tools( + mcp_tools_with_litellm_proxy=mcp_references + ) + stream = bool(kwargs.pop("stream", False)) + + base_call_args: Mapping[str, Any] = { + "max_tokens": max_tokens, + "model": model, + "tools": all_tools or None, + "_skip_mcp_handler": True, + **kwargs, + } + + if not should_auto_execute: + return await litellm.anthropic_messages(messages=list(messages), stream=stream, **base_call_args) + + working_messages: Sequence[Mapping[str, Any]] = tuple(messages) + response: AnthropicMessagesResponse = await litellm.anthropic_messages( + messages=list(working_messages), stream=False, **base_call_args + ) + + for _ in range(MAX_MCP_TOOL_USE_ITERATIONS): + if _get_stop_reason(response) != "tool_use": + break + + tool_use_blocks = _extract_tool_use_blocks(response) + if not tool_use_blocks: + break + + tool_results = await LiteLLM_Proxy_MCP_Handler._execute_tool_calls( + tool_server_map=tool_server_map, + tool_calls=list(tool_use_blocks), + user_api_key_auth=context.user_api_key_auth, + mcp_auth_header=context.mcp_auth_header, + mcp_server_auth_headers=context.mcp_server_auth_headers, + oauth2_headers=context.oauth2_headers, + raw_headers=context.raw_headers, + litellm_call_id=context.litellm_call_id, + litellm_trace_id=context.litellm_trace_id, + request_tags=list(context.request_tags) if context.request_tags else None, + ) + + # Every tool call was skipped, so there is nothing to feed back; a + # tool_result message with empty content is rejected by Anthropic. + if not tool_results: + break + + working_messages = ( + *working_messages, + {"role": "assistant", "content": list(_get_response_content(response))}, + _build_tool_result_message(tool_results), + ) + response = await litellm.anthropic_messages(messages=list(working_messages), stream=False, **base_call_args) + else: + verbose_logger.warning( + f"MCP tool loop hit its {MAX_MCP_TOOL_USE_ITERATIONS} iteration cap for model {model}; " + "returning the last response" + ) + + if stream: + from litellm.llms.anthropic.experimental_pass_through.messages.fake_stream_iterator import ( + FakeAnthropicMessagesStreamIterator, + ) + + return FakeAnthropicMessagesStreamIterator(response) + return response diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py index 05679bf39ab..b2cef62cc50 100644 --- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py @@ -144,6 +144,76 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): else: return system_param + @staticmethod + def _as_system_content_blocks(value: Any) -> list: + if value is None: + return [] + if isinstance(value, list): + return list(value) + if isinstance(value, str): + return [{"type": "text", "text": value}] + return [value] + + @staticmethod + def _is_system_role_message(message: Any) -> bool: + return isinstance(message, dict) and message.get("role") == "system" + + def _normalize_system_role_messages(self, anthropic_messages_request: dict, model: str) -> None: + """Move ``role: "system"`` entries out of ``messages`` per the Anthropic + ``/v1/messages`` contract, which the first-party API, Bedrock Invoke, + Vertex, and Azure Foundry all enforce identically. + + A *leading* run of system entries is rejected on every model ("messages.0: + use the top-level 'system' parameter for the initial system prompt") and + must be hoisted into the top-level ``system`` field. Models flagged + ``supports_mid_conversation_system`` in the cost map (Claude 4.8+ and the + 5 family) accept a *mid-conversation* entry (e.g. Claude Code's + ``mid-conversation-system-2026-04-07`` reminders) in place, where it MUST + stay: hoisting one mutates the ``system`` prefix and invalidates the + prompt cache for the whole message history. Older Claude models reject the + role in every position ("role 'system' is not supported on this model"), + so without the flag every system entry is hoisted to keep the request from + 400-ing. Billing-header system blocks are stripped from the top-level + ``system`` field regardless of whether anything was hoisted. + + Subclasses whose upstream rejects the role opt in by calling this from + their ``transform_anthropic_messages_request``; the first-party Anthropic + path forwards ``messages`` untouched and never calls it.""" + from litellm.utils import _supports_factory + + messages = anthropic_messages_request.get("messages") + if not isinstance(messages, list): + return + if _supports_factory( + model=model, + custom_llm_provider=self.custom_llm_provider, + key="supports_mid_conversation_system", + ): + leading_count = next( + (i for i, m in enumerate(messages) if not self._is_system_role_message(m)), + len(messages), + ) + hoisted = messages[:leading_count] + remaining = messages[leading_count:] + else: + hoisted = [m for m in messages if self._is_system_role_message(m)] + remaining = [m for m in messages if not self._is_system_role_message(m)] + if hoisted: + anthropic_messages_request["messages"] = remaining + system_content = [ + block + for source in ( + anthropic_messages_request.get("system"), + *(m.get("content") for m in hoisted), + ) + for block in self._as_system_content_blocks(source) + ] + filtered_system = self._filter_billing_headers_from_system(system_content) + if filtered_system: + anthropic_messages_request["system"] = filtered_system + else: + anthropic_messages_request.pop("system", None) + def get_complete_url( self, api_base: Optional[str], diff --git a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py index 0d02b4fa969..4fd49a35417 100644 --- a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py +++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py @@ -75,8 +75,9 @@ class AnthropicResponsesStreamWrapper: # ---- message_start ---- if event_type == "response.created": - self._sent_message_start = True - self._chunk_queue.append(self._make_message_start()) + if not self._sent_message_start: + self._sent_message_start = True + self._chunk_queue.append(self._make_message_start()) return # ---- content_block_start for a new output message item ---- diff --git a/litellm/llms/azure_ai/anthropic/messages_transformation.py b/litellm/llms/azure_ai/anthropic/messages_transformation.py index 8cee35989af..9b05e754b7f 100644 --- a/litellm/llms/azure_ai/anthropic/messages_transformation.py +++ b/litellm/llms/azure_ai/anthropic/messages_transformation.py @@ -166,5 +166,6 @@ class AzureAnthropicMessagesConfig(AnthropicMessagesConfig): litellm_params=litellm_params, headers=headers, ) + self._normalize_system_role_messages(anthropic_messages_request, model=model) self._remove_scope_from_cache_control(anthropic_messages_request) return anthropic_messages_request diff --git a/litellm/llms/bedrock/audio_transcription/__init__.py b/litellm/llms/bedrock/audio_transcription/__init__.py new file mode 100644 index 00000000000..f2e58df3015 --- /dev/null +++ b/litellm/llms/bedrock/audio_transcription/__init__.py @@ -0,0 +1,84 @@ +import base64 +from typing import Union + +import httpx + +from litellm.litellm_core_utils.audio_utils.utils import process_audio_file +from litellm.rust_bridge import transcription as rust_transcription_bridge +from litellm.types.utils import FileTypes, TranscriptionResponse + + +class BedrockAudioTranscriptionRustDispatch: + @staticmethod + def _audio_payload(audio_file: FileTypes) -> dict[str, object]: + processed_audio = process_audio_file(audio_file) + formats = { + "audio/flac": "flac", + "audio/mpeg": "mp3", + "audio/mp3": "mp3", + "audio/ogg": "ogg", + "audio/wav": "wav", + "audio/x-wav": "wav", + } + audio_format = formats.get(processed_audio.content_type) or ( + processed_audio.filename.rsplit(".", 1)[-1].lower() if "." in processed_audio.filename else "" + ) + if audio_format not in {"wav", "mp3", "flac", "ogg"}: + raise ValueError(f"Unsupported Bedrock audio format for file {processed_audio.filename!r}") + return { + "data": base64.b64encode(processed_audio.file_content).decode("ascii"), + "format": audio_format, + "filename": processed_audio.filename, + } + + def audio_transcriptions( + self, + *, + model: str, + audio_file: FileTypes, + api_key: str | None, + api_base: str | None, + custom_llm_provider: str, + extra_headers: dict[str, object] | None, + optional_params: dict[str, object], + timeout: Union[float, httpx.Timeout] | None, + ) -> TranscriptionResponse: + rust_response = rust_transcription_bridge.transcription( + model=model, + audio=self._audio_payload(audio_file), + api_key=api_key, + api_base=api_base, + custom_llm_provider=custom_llm_provider, + extra_headers=extra_headers, + optional_params=optional_params, + timeout=timeout, + ) + if rust_response is None: + raise RuntimeError("Rust audio transcription bridge is unavailable") + return TranscriptionResponse(**rust_response) + + async def async_audio_transcriptions( + self, + *, + model: str, + audio_file: FileTypes, + api_key: str | None, + api_base: str | None, + custom_llm_provider: str, + extra_headers: dict[str, object] | None, + optional_params: dict[str, object], + timeout: Union[float, httpx.Timeout] | None, + ) -> TranscriptionResponse: + rust_response = await rust_transcription_bridge.atranscription( + model=model, + audio=self._audio_payload(audio_file), + api_key=api_key, + api_base=api_base, + custom_llm_provider=custom_llm_provider, + extra_headers=extra_headers, + optional_params=optional_params, + timeout=timeout, + ) + if rust_response is None: + raise RuntimeError("Rust audio transcription bridge is unavailable") + return TranscriptionResponse(**rust_response) diff --git a/litellm/llms/bedrock/batches/transformation.py b/litellm/llms/bedrock/batches/transformation.py index 4fcf7cf91cb..a4ff1c78467 100644 --- a/litellm/llms/bedrock/batches/transformation.py +++ b/litellm/llms/bedrock/batches/transformation.py @@ -4,6 +4,7 @@ import time from typing import Any, Dict, List, Literal, Optional, Union, cast from httpx import Headers, Response +from pydantic import TypeAdapter, ValidationError from litellm.litellm_core_utils.cloud_storage_security import ( BEDROCK_MANAGED_S3_BATCH_PREFIX, @@ -19,6 +20,7 @@ from litellm.types.llms.bedrock import ( BedrockOutputDataConfig, BedrockS3InputDataConfig, BedrockS3OutputDataConfig, + BedrockTag, ) from litellm.types.llms.openai import ( AllMessageValues, @@ -38,6 +40,18 @@ _S3_BATCH_FILE_UUID_SUFFIX_PATTERN = re.compile( r"-[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}\.jsonl$" ) +_BEDROCK_TAGS_ADAPTER: TypeAdapter[list[BedrockTag]] = TypeAdapter(list[BedrockTag]) + + +def _validate_bedrock_tags(raw_tags: object) -> list[BedrockTag]: + try: + return _BEDROCK_TAGS_ADAPTER.validate_python(raw_tags, strict=True) + except ValidationError as e: + raise ValueError( + "Invalid 'bedrock_tags' value. Expected a list of {'key': , 'value': } dicts, " + f"e.g. [{{'key': 'team', 'value': 'genai'}}]. Got: {raw_tags!r}" + ) from e + class BedrockBatchesConfig(BaseAWSLLM, BaseBatchesConfig): """ @@ -201,6 +215,11 @@ class BedrockBatchesConfig(BaseAWSLLM, BaseBatchesConfig): "roleArn": role_arn, } + config_bedrock_tags = litellm_params.get("bedrock_tags") + bedrock_tags = config_bedrock_tags if config_bedrock_tags is not None else optional_params.get("bedrock_tags") + if bedrock_tags is not None: + bedrock_request["tags"] = _validate_bedrock_tags(bedrock_tags) + # Add optional parameters if provided completion_window = create_batch_data.get("completion_window") if completion_window: diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py index a00d3ba1363..08c13448d8c 100644 --- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py +++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py @@ -87,67 +87,6 @@ class AmazonAnthropicClaudeMessagesConfig( BaseAnthropicMessagesConfig.__init__(self, **kwargs) AmazonInvokeConfig.__init__(self, **kwargs) - @staticmethod - def _as_system_content_blocks(value: Any) -> list[Any]: - if value is None: - return [] - if isinstance(value, list): - return list(value) - if isinstance(value, str): - return [{"type": "text", "text": value}] - return [value] - - @staticmethod - def _is_system_role_message(message: Any) -> bool: - return isinstance(message, dict) and message.get("role") == "system" - - def _normalize_system_role_messages_for_bedrock(self, anthropic_messages_request: dict, model: str) -> None: - """Bedrock Invoke validates ``role: "system"`` entries inside ``messages`` - per model. Models carrying ``supports_mid_conversation_system`` in the - cost map (the Opus 4.8 family) only reject a leading run ("messages.0: - use the top-level 'system' parameter for the initial system prompt") and - accept mid-conversation entries (e.g. Claude Code's - ``mid-conversation-system-2026-04-07`` reminders) in place, where they - MUST stay: hoisting one mutates the ``system`` prefix and invalidates the - prompt cache for the entire message history. Older Claude models (Opus - 4.7, Sonnet 4.6, Haiku 4.5, ...) reject the role in every position - ("role 'system' is not supported on this model"), so without the flag - every system entry is hoisted into the top-level ``system`` field. - Billing-header system blocks are stripped from the top-level ``system`` - field regardless of whether anything was hoisted.""" - messages = anthropic_messages_request.get("messages") - if not isinstance(messages, list): - return - if _supports_factory( - model=model, - custom_llm_provider="bedrock", - key="supports_mid_conversation_system", - ): - leading_count = next( - (i for i, m in enumerate(messages) if not self._is_system_role_message(m)), - len(messages), - ) - hoisted = messages[:leading_count] - remaining = messages[leading_count:] - else: - hoisted = [m for m in messages if self._is_system_role_message(m)] - remaining = [m for m in messages if not self._is_system_role_message(m)] - if hoisted: - anthropic_messages_request["messages"] = remaining - system_content = [ - block - for source in ( - anthropic_messages_request.get("system"), - *(m.get("content") for m in hoisted), - ) - for block in self._as_system_content_blocks(source) - ] - filtered_system = self._filter_billing_headers_from_system(system_content) - if filtered_system: - anthropic_messages_request["system"] = filtered_system - else: - anthropic_messages_request.pop("system", None) - def validate_anthropic_messages_environment( self, headers: dict, @@ -696,7 +635,7 @@ class AmazonAnthropicClaudeMessagesConfig( litellm_params=litellm_params, headers=headers, ) - self._normalize_system_role_messages_for_bedrock(anthropic_messages_request, model=model) + self._normalize_system_role_messages(anthropic_messages_request, model=model) ######################################################### ############## BEDROCK Invoke SPECIFIC TRANSFORMATION ### ######################################################### diff --git a/litellm/llms/bedrock_mantle/responses/transformation.py b/litellm/llms/bedrock_mantle/responses/transformation.py index 31975444a31..08579b6bf0d 100644 --- a/litellm/llms/bedrock_mantle/responses/transformation.py +++ b/litellm/llms/bedrock_mantle/responses/transformation.py @@ -17,6 +17,7 @@ BaseAWSLLM._sign_request after the request body is finalized. from typing import Any, Dict, List, Optional +import litellm from litellm._logging import verbose_logger from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM from litellm.llms.bedrock_mantle.common_utils import ( @@ -25,7 +26,10 @@ from litellm.llms.bedrock_mantle.common_utils import ( ) from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig from litellm.secret_managers.main import get_secret_str -from litellm.types.llms.openai import ResponsesAPIOptionalRequestParams +from litellm.types.llms.openai import ( + ResponseInputParam, + ResponsesAPIOptionalRequestParams, +) from litellm.types.router import GenericLiteLLMParams from litellm.types.utils import LlmProviders @@ -42,6 +46,10 @@ _BASE_SUFFIXES_TO_STRIP = ( # Per Bedrock Mantle Responses API validation errors. _BEDROCK_MANTLE_SUPPORTED_RESPONSE_TOOL_TYPES = frozenset({"function", "mcp", "custom", "namespace", "tool_search"}) +_BEDROCK_MANTLE_SUPPORTED_SERVICE_TIERS = frozenset({"auto", "default"}) + +_CODEX_ADDITIONAL_TOOLS_INPUT_ITEM_TYPE = "additional_tools" + class BedrockMantleResponsesAPIConfig(BedrockMantleAuthMixin, OpenAIResponsesAPIConfig): def __init__( @@ -116,15 +124,104 @@ class BedrockMantleResponsesAPIConfig(BedrockMantleAuthMixin, OpenAIResponsesAPI return kept + @staticmethod + def _handle_unsupported_service_tier(params: dict, drop_params: bool) -> dict: + service_tier = params.get("service_tier") + if service_tier is None or service_tier in _BEDROCK_MANTLE_SUPPORTED_SERVICE_TIERS: + return params + if not drop_params: + raise litellm.utils.UnsupportedParamsError( + status_code=400, + message=( + f"bedrock_mantle does not support service_tier={service_tier!r}; the Bedrock Mantle " + "Responses API only accepts 'auto' or 'default'. Set `drop_params: true` (litellm_settings " + "or this deployment's litellm_params) to have LiteLLM drop it, or remove service_tier from " + "the client (Codex CLI sends it when a speed tier is set in ~/.codex/config.toml)." + ), + ) + verbose_logger.warning( + "Bedrock Mantle Responses API: dropping unsupported service_tier %r (supported: %s).", + service_tier, + sorted(_BEDROCK_MANTLE_SUPPORTED_SERVICE_TIERS), + ) + return {key: value for key, value in params.items() if key != "service_tier"} + + def transform_responses_api_request( + self, + model: str, + input: "str | ResponseInputParam", + response_api_optional_request_params: dict, + litellm_params: GenericLiteLLMParams, + headers: dict, + ) -> dict: + remaining_input, hoisted_tools = self._hoist_codex_additional_tools(input) + request_params = ( + { + **response_api_optional_request_params, + "tools": [ + *(response_api_optional_request_params.get("tools") or []), + *hoisted_tools, + ], + } + if hoisted_tools + else response_api_optional_request_params + ) + return super().transform_responses_api_request( + model=model, + input=remaining_input, + response_api_optional_request_params=request_params, + litellm_params=litellm_params, + headers=headers, + ) + + @staticmethod + def _is_codex_additional_tools_item(item: Any) -> bool: + return isinstance(item, dict) and item.get("type") == _CODEX_ADDITIONAL_TOOLS_INPUT_ITEM_TYPE + + @staticmethod + def _tools_of_additional_tools_item(item: "dict[str, Any]") -> "list[Any]": + tools = item.get("tools") + return tools if isinstance(tools, list) else [] + + @classmethod + def _hoist_codex_additional_tools( + cls, + input: "str | ResponseInputParam", + ) -> "tuple[str | ResponseInputParam, list[Any]]": + """Codex's "responses lite" wire mode ships tool definitions inside + `input` as {"type": "additional_tools", "role": "developer", + "tools": [...]} items. api.openai.com accepts that item type; Mantle + rejects the whole request with 400 "Invalid 'input': value did not + match any expected variant" but accepts the same tools at the top + level, so move them there and strip the items from `input`. + """ + if not isinstance(input, list): + return input, [] + additional_tools_items = [item for item in input if cls._is_codex_additional_tools_item(item)] + if not additional_tools_items: + return input, [] + remaining_input = [item for item in input if not cls._is_codex_additional_tools_item(item)] + hoisted_tools = [tool for item in additional_tools_items for tool in cls._tools_of_additional_tools_item(item)] + verbose_logger.debug( + "Bedrock Mantle Responses API: hoisting %d tool(s) out of %d 'additional_tools' input item(s) " + "into the top-level tools param (Mantle rejects that input item type).", + len(hoisted_tools), + len(additional_tools_items), + ) + return remaining_input, cls._filter_unsupported_tools(hoisted_tools) + def map_openai_params( self, response_api_optional_params: ResponsesAPIOptionalRequestParams, model: str, drop_params: bool, ) -> Dict: - params = super().map_openai_params( - response_api_optional_params=response_api_optional_params, - model=model, + params = self._handle_unsupported_service_tier( + super().map_openai_params( + response_api_optional_params=response_api_optional_params, + model=model, + drop_params=drop_params, + ), drop_params=drop_params, ) diff --git a/litellm/llms/custom_httpx/aiohttp_transport.py b/litellm/llms/custom_httpx/aiohttp_transport.py index 3172d3667e1..adac6a1b276 100644 --- a/litellm/llms/custom_httpx/aiohttp_transport.py +++ b/litellm/llms/custom_httpx/aiohttp_transport.py @@ -85,29 +85,12 @@ class AiohttpResponseStream(httpx.AsyncByteStream): try: async for chunk in self._aiohttp_response.content.iter_chunked(self.CHUNK_SIZE): yield chunk - except ( - aiohttp.ClientPayloadError, - aiohttp.client_exceptions.ClientPayloadError, - ) as e: - # Handle incomplete transfers more gracefully - # Log the error but don't re-raise if we've already yielded some data - verbose_logger.debug(f"Transfer incomplete, but continuing: {e}") - # If the error is due to incomplete transfer encoding, we can still - # return what we've received so far, similar to how httpx handles it - return except RuntimeError as e: - # Some providers (e.g., SSE streams) may close the connection - # causing aiohttp StreamReader to raise a generic RuntimeError - # with message "Connection closed.". Treat this as a graceful - # end-of-stream so downstream consumers don't error. - if "Connection closed" in str(e): - verbose_logger.debug("Upstream closed streaming connection; ending iterator gracefully") - return - raise + if "Connection closed" not in str(e): + raise + raise httpx.ReadError(str(e)) from e except aiohttp.http_exceptions.TransferEncodingError as e: - # Handle transfer encoding errors gracefully - verbose_logger.debug(f"Transfer encoding error, but continuing: {e}") - return + raise httpx.ReadError(str(e)) from e except Exception: # For other exceptions, use the normal mapping with map_aiohttp_exceptions(): diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index b47fc50e196..c48d75439a7 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -1,6 +1,8 @@ import asyncio import json +import os import ssl +from contextlib import asynccontextmanager from functools import lru_cache from typing import ( TYPE_CHECKING, @@ -147,12 +149,23 @@ from litellm.utils import ( async_pre_call_deployment_hook, ) + +def _rust_responses_websocket_enabled( + custom_llm_provider: str | None, + litellm_params: GenericLiteLLMParams, +) -> bool: + return custom_llm_provider == "openai" and litellm_params.get("rust") is True + + from .http_handler import get_shared_realtime_ssl_context if TYPE_CHECKING: from aiohttp import ClientSession from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj + from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import ( + AnthropicMessagesStreamingResponse, + ) from litellm.llms.base_llm.passthrough.transformation import BasePassthroughConfig from litellm.types.llms.openai_evals import ( CancelEvalResponse, @@ -2091,6 +2104,37 @@ class BaseLLMHTTPHandler: }, ) + rust_messages_response = await self._maybe_rust_anthropic_messages( + custom_llm_provider=custom_llm_provider, + litellm_params=litellm_params, + stream=stream or False, + rust_stream_eligible=bool(stream) and not self._has_agentic_completion_hook(logging_obj), + model=model, + api_key=api_key, + api_base=api_base, + headers=headers, + request_body=request_body, + timeout=self._resolve_anthropic_messages_timeout( + litellm_params=litellm_params, + stream=stream or False, + custom_llm_provider=custom_llm_provider, + ), + ) + if rust_messages_response is not None: + if stream: + return self._rust_anthropic_messages_fake_stream(rust_messages_response) + return await self._finalize_anthropic_messages_response( + initial_response=rust_messages_response, + model=model, + messages=messages, + anthropic_messages_provider_config=anthropic_messages_provider_config, + anthropic_messages_optional_request_params=anthropic_messages_optional_request_params, + logging_obj=logging_obj, + custom_llm_provider=custom_llm_provider, + api_key=api_key, + kwargs=kwargs, + ) + response = await self._async_post_anthropic_messages_with_http_error_retry( async_httpx_client=async_httpx_client, request_url=request_url, @@ -2165,6 +2209,31 @@ class BaseLLMHTTPHandler: logging_obj=logging_obj, ) + return await self._finalize_anthropic_messages_response( + initial_response=initial_response, + model=model, + messages=messages, + anthropic_messages_provider_config=anthropic_messages_provider_config, + anthropic_messages_optional_request_params=anthropic_messages_optional_request_params, + logging_obj=logging_obj, + custom_llm_provider=custom_llm_provider, + api_key=api_key, + kwargs=kwargs, + ) + + async def _finalize_anthropic_messages_response( + self, + *, + initial_response: AnthropicMessagesResponse, + model: str, + messages: list[dict], + anthropic_messages_provider_config: BaseAnthropicMessagesConfig, + anthropic_messages_optional_request_params: dict, + logging_obj: LiteLLMLoggingObj, + custom_llm_provider: str, + api_key: str | None, + kwargs: dict, + ) -> AnthropicMessagesResponse | AsyncIterator: # Inject api_key into kwargs so follow-up calls in agentic hooks can # authenticate. api_key is a named param here (not in kwargs), so # _prepare_followup_kwargs would miss it otherwise. @@ -2188,6 +2257,76 @@ class BaseLLMHTTPHandler: "anthropic_messages", ) + @staticmethod + def _rust_env_enabled() -> bool: + return os.getenv("LITELLM_RUST", "").strip().lower() in {"1", "true", "yes", "on"} + + @staticmethod + async def _maybe_rust_anthropic_messages( + *, + custom_llm_provider: str, + litellm_params: GenericLiteLLMParams, + stream: bool, + rust_stream_eligible: bool, + model: str, + api_key: str | None, + api_base: str | None, + headers: dict, + request_body: dict, + timeout: float | httpx.Timeout | None, + ) -> AnthropicMessagesResponse | None: + if custom_llm_provider not in ("azure_ai", "anthropic"): + return None + if litellm_params.get("rust") is not True and not BaseLLMHTTPHandler._rust_env_enabled(): + return None + if stream and not rust_stream_eligible: + return None + + from litellm.rust_bridge import messages as rust_messages_bridge + + upstream_body = {key: value for key, value in request_body.items() if key != "stream"} + try: + rust_response = await rust_messages_bridge.amessages( + model=model, + body=upstream_body, + api_key=api_key, + api_base=api_base, + custom_llm_provider=custom_llm_provider, + extra_headers=headers, + timeout=timeout, + ) + except Exception as rust_error: # noqa: BLE001 # rollout-safety fallback: any Rust bridge failure must fall back to the Python path + verbose_logger.debug( + "Rust Anthropic messages bridge raised %s; falling back to Python path", + type(rust_error).__name__, + ) + return None + if rust_response is None: + return None + + response_obj = cast(AnthropicMessagesResponse, dict(rust_response)) + response_obj["_hidden_params"] = {"additional_headers": {"x-litellm-rust": "true"}} + return response_obj + + @staticmethod + def _rust_anthropic_messages_fake_stream( + rust_response: AnthropicMessagesResponse, + ) -> "AnthropicMessagesStreamingResponse": + from litellm.llms.anthropic.experimental_pass_through.messages.fake_stream_iterator import ( + FakeAnthropicMessagesStreamIterator, + ) + from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import ( + AnthropicMessagesStreamHiddenParams, + AnthropicMessagesStreamingResponse, + ) + + completion_stream = cast(AsyncIterator[bytes], FakeAnthropicMessagesStreamIterator(response=rust_response)) + hidden_params = AnthropicMessagesStreamHiddenParams(additional_headers={"x-litellm-rust": "true"}) + return AnthropicMessagesStreamingResponse( + completion_stream=completion_stream, + hidden_params=hidden_params, + ) + def anthropic_messages_handler( self, model: str, @@ -6091,12 +6230,29 @@ class BaseLLMHTTPHandler: }, ) - async with websockets.connect( # type: ignore - ws_url, - additional_headers=headers, - max_size=REALTIME_WEBSOCKET_MAX_MESSAGE_SIZE_BYTES, - ssl=ssl_context, - ) as backend_ws: + @asynccontextmanager + async def _backend_connection(): + if _rust_responses_websocket_enabled(custom_llm_provider, litellm_params): + from litellm.rust_bridge import responses_websocket as rust_responses_websocket + + rust_backend = await rust_responses_websocket.connect( + url=ws_url, + headers={str(key): str(value) for key, value in headers.items()}, + timeout=timeout, + ) + if rust_backend is not None: + yield rust_backend + return + + async with websockets.connect( # type: ignore + ws_url, + additional_headers=headers, + max_size=REALTIME_WEBSOCKET_MAX_MESSAGE_SIZE_BYTES, + ssl=ssl_context, + ) as backend: + yield backend + + async with _backend_connection() as backend_ws: _request_data: Dict[str, Any] = {} if litellm_metadata: _request_data["litellm_metadata"] = litellm_metadata diff --git a/litellm/llms/fireworks_ai/chat/transformation.py b/litellm/llms/fireworks_ai/chat/transformation.py index d4258557fe7..eeae8c76888 100644 --- a/litellm/llms/fireworks_ai/chat/transformation.py +++ b/litellm/llms/fireworks_ai/chat/transformation.py @@ -48,7 +48,7 @@ from ...openai.chat.gpt_transformation import ( OpenAIChatCompletionStreamingHandler, OpenAIGPTConfig, ) -from ..common_utils import FireworksAIException +from ..common_utils import FireworksAIMixin, FireworksAIException def _extract_fireworks_hidden_params(payload: dict) -> dict: @@ -70,7 +70,7 @@ def _extract_fireworks_hidden_params(payload: dict) -> dict: return {**top_level, **per_choice} -class FireworksAIConfig(OpenAIGPTConfig): +class FireworksAIConfig(FireworksAIMixin, OpenAIGPTConfig): """ Reference: https://docs.fireworks.ai/api-reference/post-chatcompletions @@ -114,6 +114,16 @@ class FireworksAIConfig(OpenAIGPTConfig): prompt_truncate_len: Optional[int] = None, context_length_exceeded_behavior: Optional[Literal["error", "truncate"]] = None, ) -> None: + OpenAIGPTConfig.__init__( + self, + frequency_penalty=frequency_penalty, + max_tokens=max_tokens, + n=n, + stop=stop, + temperature=temperature, + top_p=top_p, + response_format=response_format, + ) locals_ = locals().copy() for key, value in locals_.items(): if key != "self" and value is not None: @@ -123,6 +133,32 @@ class FireworksAIConfig(OpenAIGPTConfig): def get_config(cls): return super().get_config() + def validate_environment( + self, + headers: dict, + model: str, + messages: List[AllMessageValues], + optional_params: dict, + litellm_params: dict, + api_key: str | None = None, + api_base: str | None = None, + ) -> dict: + api_key = self._get_api_key(api_key) + if api_key is None: + raise ValueError("FIREWORKS_API_KEY is not set") + + validated_headers = OpenAIGPTConfig.validate_environment( + self, + headers=headers, + model=model, + messages=messages, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + api_base=api_base, + ) + return self._add_session_affinity_header(validated_headers, litellm_params) + def get_supported_openai_params(self, model: str): # Base parameters supported by all models supported_params = [ diff --git a/litellm/llms/fireworks_ai/common_utils.py b/litellm/llms/fireworks_ai/common_utils.py index a1b6309d1e0..51ed8afbbd2 100644 --- a/litellm/llms/fireworks_ai/common_utils.py +++ b/litellm/llms/fireworks_ai/common_utils.py @@ -12,6 +12,23 @@ class FireworksAIException(BaseLLMException): pass +def get_fireworks_session_id(litellm_params: dict) -> str | None: + params = litellm_params + for key in ("litellm_session_id", "session_id"): + value = params.get(key) + if value: + return str(value) + metadata = params.get("metadata") + if isinstance(metadata, dict): + value = metadata.get("session_id") + if value: + return str(value) + value = params.get("litellm_trace_id") + if value: + return str(value) + return None + + class FireworksAIMixin: """ Common Base Config functions across Fireworks AI Endpoints @@ -47,4 +64,16 @@ class FireworksAIMixin: if api_key is None: raise ValueError("FIREWORKS_API_KEY is not set") - return {"Authorization": "Bearer {}".format(api_key), **headers} + auth_headers = {"Authorization": "Bearer {}".format(api_key), **headers} + content_type_header = ( + {} if any(key.lower() == "content-type" for key in auth_headers) else {"Content-Type": "application/json"} + ) + return self._add_session_affinity_header({**auth_headers, **content_type_header}, litellm_params) + + def _add_session_affinity_header(self, headers: dict, litellm_params: dict) -> dict: + if any(key.lower() == "x-session-affinity" for key in headers): + return headers + session_id = get_fireworks_session_id(litellm_params) + if not session_id: + return headers + return {**headers, "x-session-affinity": session_id} diff --git a/litellm/llms/fireworks_ai/cost_calculator.py b/litellm/llms/fireworks_ai/cost_calculator.py index ed936f6233a..682adf5a8ff 100644 --- a/litellm/llms/fireworks_ai/cost_calculator.py +++ b/litellm/llms/fireworks_ai/cost_calculator.py @@ -75,10 +75,23 @@ def cost_per_token(model: str, usage: Usage) -> Tuple[float, float]: model_info = get_model_info(model=base_model, custom_llm_provider="fireworks_ai") ## CALCULATE INPUT COST + prompt_tokens_details = usage.prompt_tokens_details + cached_tokens: int = ( + prompt_tokens_details.cached_tokens + if prompt_tokens_details is not None and prompt_tokens_details.cached_tokens is not None + else 0 + ) + input_cost_per_token: float = model_info["input_cost_per_token"] or 0.0 + cache_read_input_token_cost = model_info.get("cache_read_input_token_cost") + cache_read_cost_per_token: float = ( + cache_read_input_token_cost if cache_read_input_token_cost is not None else input_cost_per_token + ) + non_cached_prompt_tokens: int = max(usage.prompt_tokens - cached_tokens, 0) - prompt_cost: float = usage["prompt_tokens"] * model_info["input_cost_per_token"] + prompt_cost: float = non_cached_prompt_tokens * input_cost_per_token + cached_tokens * cache_read_cost_per_token ## CALCULATE OUTPUT COST - completion_cost = usage["completion_tokens"] * model_info["output_cost_per_token"] + output_cost_per_token: float = model_info["output_cost_per_token"] or 0.0 + completion_cost: float = usage.completion_tokens * output_cost_per_token return prompt_cost, completion_cost diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py index 8c4bb1aa0c5..624190a0b61 100644 --- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py +++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py @@ -1731,18 +1731,42 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): """ Check if the candidate token count is inclusive of the thinking token count - if prompttokencount + candidatesTokenCount == totalTokenCount, then the candidate token count is inclusive of the thinking token count + if promptTokenCount + candidatesTokenCount + toolUsePromptTokenCount == totalTokenCount, then the candidate token count is inclusive of the thinking token count else the candidate token count is exclusive of the thinking token count Addresses - https://github.com/BerriAI/litellm/pull/10141#discussion_r2052272035 """ - if usage_metadata.get("promptTokenCount", 0) + usage_metadata.get( - "candidatesTokenCount", 0 - ) == usage_metadata.get("totalTokenCount", 0): - return True - else: + non_thinking_tokens = ( + usage_metadata.get("promptTokenCount", 0) + + usage_metadata.get("candidatesTokenCount", 0) + + usage_metadata.get("toolUsePromptTokenCount", 0) + ) + return non_thinking_tokens == usage_metadata.get("totalTokenCount", 0) + + @staticmethod + def _response_has_search_grounding( + completion_response: Union[GenerateContentResponseBody, BidiGenerateContentServerMessage], + ) -> bool: + """ + Whether the response used Grounding with Google Search, detected via + groundingMetadata.webSearchQueries (an actual web search was performed). + + Google bills grounding-with-Google-Search retrieved tokens separately (a per-request / + per-query search fee) and excludes them from input token billing, unlike URL context / + File Search / code execution whose tool-use tokens are charged at the input token rate. + URL context also emits groundingMetadata (with groundingChunks but no webSearchQueries), + so presence of groundingMetadata alone is not a sufficient signal. + See https://ai.google.dev/gemini-api/docs/pricing and + https://github.com/BerriAI/litellm/discussions/33198 + """ + if "candidates" not in completion_response: return False + for candidate in completion_response["candidates"] or []: + grounding_metadata, _, _, _ = VertexGeminiConfig._extract_candidate_metadata(candidate) + if VertexGeminiConfig._calculate_web_search_requests(grounding_metadata): + return True + return False @staticmethod def _calculate_usage( @@ -1888,12 +1912,21 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): response_tokens_details = CompletionTokensDetailsWrapper() response_tokens_details.reasoning_tokens = reasoning_tokens + tool_use_prompt_tokens = usage_metadata.get("toolUsePromptTokenCount") or None + prompt_tokens_details = PromptTokensDetailsWrapper( cached_tokens=cached_tokens, audio_tokens=prompt_audio_tokens, text_tokens=prompt_text_tokens, image_tokens=prompt_image_tokens, video_tokens=prompt_video_tokens, + tool_use_tokens=tool_use_prompt_tokens, + ) + + billable_tool_use_prompt_tokens = ( + 0 + if VertexGeminiConfig._response_has_search_grounding(completion_response) + else (tool_use_prompt_tokens or 0) ) completion_tokens = response_tokens or completion_response["usageMetadata"].get("candidatesTokenCount", 0) @@ -1901,7 +1934,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): completion_tokens = reasoning_tokens + completion_tokens ## GET USAGE ## usage = Usage( - prompt_tokens=usage_metadata.get("promptTokenCount", 0), + prompt_tokens=usage_metadata.get("promptTokenCount", 0) + billable_tool_use_prompt_tokens, completion_tokens=completion_tokens, total_tokens=usage_metadata.get("totalTokenCount", 0), prompt_tokens_details=prompt_tokens_details, diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py index de72795cabc..32aaebab768 100644 --- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py +++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py @@ -142,6 +142,8 @@ class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, Vert headers=headers, ) + self._normalize_system_role_messages(anthropic_messages_request, model=model) + self._remove_scope_from_cache_control(anthropic_messages_request) anthropic_messages_request["anthropic_version"] = "vertex-2023-10-16" diff --git a/litellm/main.py b/litellm/main.py index 205c2de437e..9fdee57c48b 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -27,7 +27,6 @@ from typing import ( TYPE_CHECKING, Any, AsyncIterator, - Callable, Coroutine, Dict, Iterable, @@ -81,22 +80,19 @@ from litellm.constants import ( from litellm.exceptions import LiteLLMUnknownProvider from litellm.integrations.custom_logger import CustomLogger from litellm.litellm_core_utils.asyncify import run_async_function -from litellm.litellm_core_utils.chat_completion_agentic_loop import ( - maybe_run_chat_completion_agentic_loop, -) from litellm.litellm_core_utils.audio_utils.utils import ( calculate_request_duration, get_audio_file_for_health_check, ) -from litellm.litellm_core_utils.completion_timeout import CompletionTimeout -from litellm.litellm_core_utils.request_timeout_resolver import ( - get_configured_request_timeout, +from litellm.litellm_core_utils.chat_completion_agentic_loop import ( + maybe_run_chat_completion_agentic_loop, ) +from litellm.litellm_core_utils.completion_timeout import CompletionTimeout +from litellm.litellm_core_utils.dd_tracing import tracer from litellm.litellm_core_utils.get_litellm_params import ( AWS_CREDENTIAL_KWARGS_KEYS, OPTIONAL_KWARGS_KEYS, ) -from litellm.litellm_core_utils.dd_tracing import tracer from litellm.litellm_core_utils.get_provider_specific_headers import ( ProviderSpecificHeaderUtils, ) @@ -112,6 +108,9 @@ from litellm.litellm_core_utils.mock_functions import ( from litellm.litellm_core_utils.prompt_templates.common_utils import ( get_content_from_model_response, ) +from litellm.litellm_core_utils.request_timeout_resolver import ( + get_configured_request_timeout, +) from litellm.llms.base_llm import BaseConfig, BaseImageGenerationConfig from litellm.llms.base_llm.base_model_iterator import ( convert_model_response_to_streaming, @@ -213,7 +212,6 @@ from .llms.bedrock.embed.embedding import BedrockEmbedding from .llms.bedrock.image_edit.handler import BedrockImageEdit from .llms.bedrock.image_generation.image_handler import BedrockImageGeneration from .llms.bytez.chat.transformation import BytezChatConfig -from .llms.gdc.chat.transformation import GDCGeminiConfig from .llms.clarifai.chat.transformation import ClarifaiConfig from .llms.codestral.completion.handler import CodestralTextCompletion from .llms.cohere.embed import handler as cohere_embed @@ -222,24 +220,25 @@ from .llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler from .llms.custom_llm import CustomLLM, custom_chat_llm_router from .llms.databricks.embed.handler import DatabricksEmbeddingHandler from .llms.deprecated_providers import aleph_alpha, palm +from .llms.gdc.chat.transformation import GDCGeminiConfig from .llms.gemini.common_utils import get_api_key_from_env from .llms.groq.chat.handler import GroqChatCompletion from .llms.heroku.chat.transformation import HerokuChatConfig from .llms.huggingface.embedding.handler import HuggingFaceEmbedding from .llms.lemonade.chat.transformation import LemonadeChatConfig from .llms.nlp_cloud.chat.handler import completion as nlp_cloud_chat_completion -from .llms.oci.chat.transformation import OCIChatConfig -from .llms.ollama.completion import handler as ollama -from .llms.oobabooga.chat import oobabooga -from .llms.openai.completion.handler import OpenAITextCompletion -from .llms.openai.image_variations.handler import OpenAIImageVariationsHandler -from .llms.openai.openai import OpenAIChatCompletion from .llms.nvidia_riva.audio_transcription.handler import ( NvidiaRivaAudioTranscription, ) from .llms.nvidia_riva.audio_transcription.transformation import ( NvidiaRivaAudioTranscriptionConfig, ) +from .llms.oci.chat.transformation import OCIChatConfig +from .llms.ollama.completion import handler as ollama +from .llms.oobabooga.chat import oobabooga +from .llms.openai.completion.handler import OpenAITextCompletion +from .llms.openai.image_variations.handler import OpenAIImageVariationsHandler +from .llms.openai.openai import OpenAIChatCompletion from .llms.openai.transcriptions.handler import OpenAIAudioTranscription from .llms.openai_like.chat.handler import OpenAILikeChatHandler from .llms.openai_like.embedding.handler import OpenAILikeEmbeddingHandler @@ -510,6 +509,20 @@ async def acompletion( ######################################################### ######################################################### litellm_logging_obj = kwargs.get("litellm_logging_obj", None) + + from litellm.integrations.anthropic_cache_control_hook import ( + AnthropicCacheControlHook, + ) + from litellm.types.llms.openai import AllMessageValues + + AnthropicCacheControlHook.maybe_seed_default_injection_points( + non_default_params=kwargs, + messages=cast(list[AllMessageValues], messages), # cast-ok: acompletion types messages as a bare List + model=model, + custom_llm_provider=cast(Optional[str], custom_llm_provider), # cast-ok: read from untyped kwargs + tools=tools, + ) + if isinstance(litellm_logging_obj, LiteLLMLoggingObj) and ( litellm_logging_obj.should_run_prompt_management_hooks( prompt_id=kwargs.get("prompt_id", None), @@ -5055,6 +5068,19 @@ def completion( # type: ignore litellm_params = {} # used to prevent unbound var errors ## PROMPT MANAGEMENT HOOKS ## + from litellm.integrations.anthropic_cache_control_hook import ( + AnthropicCacheControlHook, + ) + from litellm.types.llms.openai import AllMessageValues + + AnthropicCacheControlHook.maybe_seed_default_injection_points( + non_default_params=non_default_params, + messages=cast(list[AllMessageValues], messages), # cast-ok: completion types messages as a bare List + model=model, + custom_llm_provider=cast(Optional[str], kwargs.get("custom_llm_provider")), # cast-ok: untyped kwargs + tools=tools, + ) + if isinstance(litellm_logging_obj, LiteLLMLoggingObj) and ( litellm_logging_obj.should_run_prompt_management_hooks( prompt_id=prompt_id, non_default_params=non_default_params @@ -7698,6 +7724,32 @@ def transcription( headers=extra_headers, provider_config=provider_config, # type: ignore[arg-type] ) + elif custom_llm_provider == "bedrock": + from litellm.llms.bedrock.audio_transcription import BedrockAudioTranscriptionRustDispatch + + dispatch = BedrockAudioTranscriptionRustDispatch() + if atranscription: + response = dispatch.async_audio_transcriptions( + model=model, + audio_file=file, + api_key=api_key, + api_base=api_base, + custom_llm_provider=custom_llm_provider, + extra_headers=extra_headers, + optional_params=optional_params, + timeout=timeout, + ) + else: + response = dispatch.audio_transcriptions( + model=model, + audio_file=file, + api_key=api_key, + api_base=api_base, + custom_llm_provider=custom_llm_provider, + extra_headers=extra_headers, + optional_params=optional_params, + timeout=timeout, + ) elif provider_config is not None: response = base_llm_http_handler.audio_transcriptions( model=model, diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index dedb9bbf40a..bb6243e50ed 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -721,7 +721,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_tool_choice": true + "supports_tool_choice": true, + "prompt_cache_min_tokens": 2048 }, "anthropic.claude-haiku-4-5-20251001-v1:0": { "cache_creation_input_token_cost": 1.25e-06, @@ -745,7 +746,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "anthropic.claude-haiku-4-5@20251001": { "cache_creation_input_token_cost": 1.25e-06, @@ -770,7 +772,8 @@ "supports_vision": true, "supports_native_streaming": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "anthropic.claude-3-5-sonnet-20240620-v1:0": { "input_cost_per_token": 3e-06, @@ -935,7 +938,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "anthropic.claude-opus-4-20250514-v1:0": { "cache_creation_input_token_cost": 1.875e-05, @@ -960,7 +964,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "anthropic.claude-opus-4-5-20251101-v1:0": { "cache_creation_input_token_cost": 6.25e-06, @@ -990,7 +995,8 @@ "supports_native_structured_output": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "high", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "anthropic.claude-opus-4-6-v1": { "supports_adaptive_thinking": true, @@ -1022,7 +1028,8 @@ "supports_output_config": true, "supports_max_reasoning_effort": true, "bedrock_output_config_effort_ceiling": "max", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "global.anthropic.claude-opus-4-6-v1": { "supports_adaptive_thinking": true, @@ -1054,7 +1061,8 @@ "supports_output_config": true, "supports_max_reasoning_effort": true, "bedrock_output_config_effort_ceiling": "max", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "us.anthropic.claude-opus-4-6-v1": { "supports_adaptive_thinking": true, @@ -1086,7 +1094,8 @@ "supports_output_config": true, "supports_max_reasoning_effort": true, "bedrock_output_config_effort_ceiling": "max", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "eu.anthropic.claude-opus-4-6-v1": { "supports_adaptive_thinking": true, @@ -1118,7 +1127,8 @@ "supports_output_config": true, "supports_max_reasoning_effort": true, "bedrock_output_config_effort_ceiling": "max", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "au.anthropic.claude-opus-4-6-v1": { "supports_adaptive_thinking": true, @@ -1150,7 +1160,8 @@ "supports_output_config": true, "supports_max_reasoning_effort": true, "bedrock_output_config_effort_ceiling": "max", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "anthropic.claude-opus-4-7": { "bedrock_converse_supports_strict_tools": false, @@ -1185,7 +1196,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 2048 }, "anthropic.claude-mythos-preview": { "input_cost_per_token": 0, @@ -1235,7 +1247,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 2048 }, "us.anthropic.claude-opus-4-7": { "bedrock_converse_supports_strict_tools": false, @@ -1270,7 +1283,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 2048 }, "eu.anthropic.claude-opus-4-7": { "bedrock_converse_supports_strict_tools": false, @@ -1305,7 +1319,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 2048 }, "au.anthropic.claude-opus-4-7": { "bedrock_converse_supports_strict_tools": false, @@ -1340,7 +1355,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 2048 }, "anthropic.claude-fable-5": { "cache_creation_input_token_cost": 1.25e-05, @@ -1375,7 +1391,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "global.anthropic.claude-fable-5": { "cache_creation_input_token_cost": 1.25e-05, @@ -1410,7 +1427,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "us.anthropic.claude-fable-5": { "cache_creation_input_token_cost": 1.375e-05, @@ -1445,7 +1463,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "eu.anthropic.claude-fable-5": { "cache_creation_input_token_cost": 1.375e-05, @@ -1480,7 +1499,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "anthropic.claude-opus-4-8": { "bedrock_converse_supports_strict_tools": false, @@ -1516,7 +1536,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "global.anthropic.claude-opus-4-8": { "bedrock_converse_supports_strict_tools": false, @@ -1552,7 +1573,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "us.anthropic.claude-opus-4-8": { "bedrock_converse_supports_strict_tools": false, @@ -1588,7 +1610,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "eu.anthropic.claude-opus-4-8": { "bedrock_converse_supports_strict_tools": false, @@ -1624,7 +1647,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "au.anthropic.claude-opus-4-8": { "bedrock_converse_supports_strict_tools": false, @@ -1660,7 +1684,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "jp.anthropic.claude-opus-4-8": { "bedrock_converse_supports_strict_tools": false, @@ -1696,7 +1721,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "jp.anthropic.claude-opus-4-7": { "bedrock_converse_supports_strict_tools": false, @@ -1729,7 +1755,8 @@ "supports_native_structured_output": true, "supports_max_reasoning_effort": true, "supports_minimal_reasoning_effort": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 2048 }, "anthropic.claude-sonnet-5": { "cache_creation_input_token_cost": 2.5e-06, @@ -1764,7 +1791,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "global.anthropic.claude-sonnet-5": { "cache_creation_input_token_cost": 2.5e-06, @@ -1799,7 +1827,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "us.anthropic.claude-sonnet-5": { "cache_creation_input_token_cost": 2.75e-06, @@ -1834,7 +1863,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "eu.anthropic.claude-sonnet-5": { "cache_creation_input_token_cost": 2.75e-06, @@ -1869,7 +1899,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "au.anthropic.claude-sonnet-5": { "cache_creation_input_token_cost": 2.75e-06, @@ -1904,7 +1935,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "jp.anthropic.claude-sonnet-5": { "cache_creation_input_token_cost": 2.75e-06, @@ -1939,7 +1971,8 @@ "supports_max_reasoning_effort": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "xhigh", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "anthropic.claude-sonnet-4-6": { "supports_adaptive_thinking": true, @@ -1970,7 +2003,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_output_config": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "global.anthropic.claude-sonnet-4-6": { "supports_adaptive_thinking": true, @@ -2001,7 +2035,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_output_config": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "us.anthropic.claude-sonnet-4-6": { "supports_adaptive_thinking": true, @@ -2032,7 +2067,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_output_config": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "eu.anthropic.claude-sonnet-4-6": { "supports_adaptive_thinking": true, @@ -2063,7 +2099,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_output_config": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "au.anthropic.claude-sonnet-4-6": { "supports_adaptive_thinking": true, @@ -2094,7 +2131,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_output_config": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "jp.anthropic.claude-sonnet-4-6": { "supports_adaptive_thinking": true, @@ -2125,7 +2163,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_output_config": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "anthropic.claude-sonnet-4-20250514-v1:0": { "cache_creation_input_token_cost": 3.75e-06, @@ -2155,7 +2194,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "bedrock_converse_supports_strict_tools": false + "bedrock_converse_supports_strict_tools": false, + "prompt_cache_min_tokens": 1024 }, "anthropic.claude-sonnet-4-5-20250929-v1:0": { "cache_creation_input_token_cost": 3.75e-06, @@ -2188,7 +2228,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "anthropic.claude-v1": { "input_cost_per_token": 8e-06, @@ -2439,7 +2480,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "apac.anthropic.claude-3-sonnet-20240229-v1:0": { "input_cost_per_token": 3e-06, @@ -2485,7 +2527,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "bedrock_converse_supports_strict_tools": false + "bedrock_converse_supports_strict_tools": false, + "prompt_cache_min_tokens": 1024 }, "assemblyai/best": { "input_cost_per_second": 3.333e-05, @@ -2530,7 +2573,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "azure/ada": { "input_cost_per_token": 1e-07, @@ -2682,6 +2726,7 @@ "supports_max_reasoning_effort": true }, "azure_ai/claude-fable-5": { + "supports_mid_conversation_system": true, "input_cost_per_token": 1e-05, "output_cost_per_token": 5e-05, "litellm_provider": "azure_ai", @@ -2712,6 +2757,7 @@ "supports_max_reasoning_effort": true }, "azure_ai/claude-opus-4-8": { + "supports_mid_conversation_system": true, "supports_adaptive_thinking": true, "input_cost_per_token": 5e-06, "output_cost_per_token": 2.5e-05, @@ -2784,6 +2830,7 @@ "supports_vision": true }, "azure_ai/claude-sonnet-5": { + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 2.5e-06, "cache_creation_input_token_cost_above_1hr": 4e-06, "cache_read_input_token_cost": 2e-07, @@ -3407,7 +3454,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2.2e-05, "output_cost_per_token": 2.64e-06, "supports_audio_input": true, @@ -3426,7 +3473,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 0.00022, "output_cost_per_token": 2.2e-05, "supports_audio_input": true, @@ -3445,7 +3492,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 8e-05, "output_cost_per_token": 2.2e-05, "supported_modalities": [ @@ -4643,7 +4690,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "supports_audio_input": true, @@ -4663,7 +4710,7 @@ "max_input_tokens": 32000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 6.4e-05, "output_cost_per_token": 1.6e-05, "supported_endpoints": [ @@ -4695,7 +4742,7 @@ "max_input_tokens": 32000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 6.4e-05, "output_cost_per_token": 1.6e-05, "supported_endpoints": [ @@ -4727,7 +4774,7 @@ "max_input_tokens": 32000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "supported_endpoints": [ @@ -4788,7 +4835,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 0.0002, "output_cost_per_token": 2e-05, "supports_audio_input": true, @@ -4806,7 +4853,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 8e-05, "output_cost_per_token": 2e-05, "supported_modalities": [ @@ -7878,7 +7925,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2.2e-05, "output_cost_per_token": 2.64e-06, "supports_audio_input": true, @@ -7897,7 +7944,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 0.00022, "output_cost_per_token": 2.2e-05, "supports_audio_input": true, @@ -7916,7 +7963,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 8e-05, "output_cost_per_token": 2.2e-05, "supported_modalities": [ @@ -10490,7 +10537,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "bedrock/us-gov-east-1/claude-sonnet-4-5-20250929-v1:0": { "cache_creation_input_token_cost": 4.5e-06, @@ -10513,7 +10561,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "bedrock/us-gov-east-1/meta.llama3-70b-instruct-v1:0": { "input_cost_per_token": 2.65e-06, @@ -10667,7 +10716,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "bedrock/us-gov-west-1/claude-sonnet-4-5-20250929-v1:0": { "cache_creation_input_token_cost": 4.5e-06, @@ -10690,7 +10740,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "bedrock/us-gov-west-1/meta.llama3-70b-instruct-v1:0": { "input_cost_per_token": 2.65e-06, @@ -10940,7 +10991,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_tool_choice": true + "supports_tool_choice": true, + "prompt_cache_min_tokens": 2048 }, "black_forest_labs/flux-kontext-pro": { "litellm_provider": "black_forest_labs", @@ -11160,7 +11212,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 4096 }, "claude-haiku-4-5": { "cache_creation_input_token_cost": 1.25e-06, @@ -11181,7 +11234,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 4096 }, "claude-3-7-sonnet-20250219": { "cache_creation_input_token_cost": 3.75e-06, @@ -11271,7 +11325,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "claude-4-sonnet-20250514": { "cache_creation_input_token_cost": 3.75e-06, @@ -11301,7 +11356,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "prompt_cache_min_tokens": 1024 }, "claude-sonnet-4-5": { "cache_creation_input_token_cost": 3.75e-06, @@ -11333,7 +11389,8 @@ "supports_response_schema": true, "supports_native_structured_output": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "claude-sonnet-4-5-20250929": { "cache_creation_input_token_cost": 3.75e-06, @@ -11366,7 +11423,8 @@ "supports_native_structured_output": true, "supports_tool_choice": true, "supports_vision": true, - "supports_web_search": true + "supports_web_search": true, + "prompt_cache_min_tokens": 1024 }, "claude-sonnet-5": { "cache_creation_input_token_cost": 2.5e-06, @@ -11400,7 +11458,8 @@ "provider_specific_entry": { "us": 1.1 }, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 1024 }, "claude-sonnet-4-6": { "cache_creation_input_token_cost": 3.75e-06, @@ -11430,7 +11489,8 @@ "supports_max_reasoning_effort": true, "supports_tool_choice": true, "supports_vision": true, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 1024 }, "claude-sonnet-4-5-20250929-v1:0": { "cache_creation_input_token_cost": 3.75e-06, @@ -11457,7 +11517,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "claude-opus-4-1": { "cache_creation_input_token_cost": 1.875e-05, @@ -11484,7 +11545,8 @@ "supports_response_schema": true, "supports_native_structured_output": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "claude-opus-4-1-20250805": { "cache_creation_input_token_cost": 1.875e-05, @@ -11512,7 +11574,8 @@ "supports_response_schema": true, "supports_native_structured_output": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "claude-opus-4-20250514": { "cache_creation_input_token_cost": 1.875e-05, @@ -11539,7 +11602,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "claude-opus-4-5-20251101": { "cache_creation_input_token_cost": 6.25e-06, @@ -11567,7 +11631,8 @@ "supports_native_structured_output": true, "supports_tool_choice": true, "supports_vision": true, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 4096 }, "claude-opus-4-5": { "cache_creation_input_token_cost": 6.25e-06, @@ -11595,7 +11660,8 @@ "supports_native_structured_output": true, "supports_tool_choice": true, "supports_vision": true, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 4096 }, "claude-opus-4-6": { "cache_creation_input_token_cost": 6.25e-06, @@ -11630,7 +11696,8 @@ }, "supports_output_config": true, "supports_max_reasoning_effort": true, - "supports_speed": true + "supports_speed": true, + "prompt_cache_min_tokens": 4096 }, "claude-opus-4-6-20260205": { "cache_creation_input_token_cost": 6.25e-06, @@ -11665,7 +11732,8 @@ }, "supports_max_reasoning_effort": true, "supports_output_config": true, - "supports_speed": true + "supports_speed": true, + "prompt_cache_min_tokens": 4096 }, "claude-opus-4-7": { "cache_creation_input_token_cost": 6.25e-06, @@ -11702,7 +11770,8 @@ "fast": 6.0 }, "supports_output_config": true, - "supports_speed": true + "supports_speed": true, + "prompt_cache_min_tokens": 2048 }, "claude-opus-4-7-20260416": { "cache_creation_input_token_cost": 6.25e-06, @@ -11739,7 +11808,8 @@ "fast": 6.0 }, "supports_output_config": true, - "supports_speed": true + "supports_speed": true, + "prompt_cache_min_tokens": 2048 }, "claude-fable-5": { "cache_creation_input_token_cost": 1.25e-05, @@ -11773,7 +11843,8 @@ "provider_specific_entry": { "us": 1.1 }, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 512 }, "claude-opus-4-8": { "cache_creation_input_token_cost": 6.25e-06, @@ -11810,7 +11881,8 @@ "fast": 2.0 }, "supports_output_config": true, - "supports_speed": true + "supports_speed": true, + "prompt_cache_min_tokens": 1024 }, "claude-sonnet-4-20250514": { "deprecation_date": "2026-05-14", @@ -11841,7 +11913,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "cloudflare/@cf/meta/llama-2-7b-chat-fp16": { "input_cost_per_token": 1.923e-06, @@ -15514,7 +15587,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "cache_read_input_token_cost": 2.5e-08, - "cache_creation_input_token_cost": 3.125e-07 + "cache_creation_input_token_cost": 3.125e-07, + "prompt_cache_min_tokens": 2048 }, "eu.anthropic.claude-haiku-4-5-20251001-v1:0": { "cache_creation_input_token_cost": 1.375e-06, @@ -15539,7 +15613,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "eu.anthropic.claude-3-5-sonnet-20240620-v1:0": { "input_cost_per_token": 3e-06, @@ -15666,7 +15741,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "eu.anthropic.claude-opus-4-20250514-v1:0": { "cache_creation_input_token_cost": 1.875e-05, @@ -15691,7 +15767,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "eu.anthropic.claude-sonnet-4-20250514-v1:0": { "cache_creation_input_token_cost": 3.75e-06, @@ -15721,7 +15798,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "bedrock_converse_supports_strict_tools": false + "bedrock_converse_supports_strict_tools": false, + "prompt_cache_min_tokens": 1024 }, "eu.anthropic.claude-sonnet-4-5-20250929-v1:0": { "cache_creation_input_token_cost": 4.125e-06, @@ -15754,7 +15832,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "eu.meta.llama3-2-1b-instruct-v1:0": { "input_cost_per_token": 1.3e-07, @@ -16196,7 +16275,7 @@ "supports_vision": false }, "fireworks_ai/accounts/fireworks/models/glm-5p2": { - "cache_read_input_token_cost": 2.6e-07, + "cache_read_input_token_cost": 1.4e-07, "input_cost_per_token": 1.4e-06, "litellm_provider": "fireworks_ai", "max_input_tokens": 1048576, @@ -16610,7 +16689,7 @@ "supports_vision": false }, "fireworks_ai/glm-5p2": { - "cache_read_input_token_cost": 2.6e-07, + "cache_read_input_token_cost": 1.4e-07, "input_cost_per_token": 1.4e-06, "litellm_provider": "fireworks_ai", "max_input_tokens": 1048576, @@ -21105,7 +21184,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "global.anthropic.claude-sonnet-4-20250514-v1:0": { "cache_creation_input_token_cost": 3.75e-06, @@ -21135,7 +21215,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "bedrock_converse_supports_strict_tools": false + "bedrock_converse_supports_strict_tools": false, + "prompt_cache_min_tokens": 1024 }, "global.anthropic.claude-haiku-4-5-20251001-v1:0": { "cache_creation_input_token_cost": 1.25e-06, @@ -21159,7 +21240,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "global.amazon.nova-2-lite-v1:0": { "cache_read_input_token_cost": 7.5e-08, @@ -22015,7 +22097,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "supports_audio_input": true, @@ -22034,7 +22116,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "supports_audio_input": true, @@ -22128,7 +22210,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 8e-05, "output_cost_per_token": 2e-05, "supports_audio_input": true, @@ -22146,7 +22228,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 8e-05, "output_cost_per_token": 2e-05, "supports_audio_input": true, @@ -22164,7 +22246,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 8e-05, "output_cost_per_token": 2e-05, "supports_audio_input": true, @@ -24359,7 +24441,7 @@ "max_input_tokens": 32000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 6.4e-05, "output_cost_per_token": 1.6e-05, "supported_endpoints": [ @@ -24391,7 +24473,7 @@ "max_input_tokens": 32000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 6.4e-05, "output_cost_per_token": 1.6e-05, "supported_endpoints": [ @@ -24423,7 +24505,7 @@ "max_input_tokens": 32000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 6.4e-05, "output_cost_per_token": 1.6e-05, "supported_endpoints": [ @@ -24456,7 +24538,7 @@ "max_input_tokens": 128000, "max_output_tokens": 32000, "max_tokens": 32000, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 6.4e-05, "output_cost_per_token": 2.4e-05, "regional_processing_uplift_multiplier_eu": 1.1, @@ -24491,7 +24573,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "regional_processing_uplift_multiplier_eu": 1.1, @@ -24524,7 +24606,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "supported_endpoints": [ @@ -24556,7 +24638,7 @@ "max_input_tokens": 32000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 6.4e-05, "output_cost_per_token": 1.6e-05, "supported_endpoints": [ @@ -25511,7 +25593,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "jp.anthropic.claude-haiku-4-5-20251001-v1:0": { "cache_creation_input_token_cost": 1.375e-06, @@ -25535,7 +25618,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "crusoe/deepseek-ai/DeepSeek-R1-0528": { "input_cost_per_token": 3e-06, @@ -34163,7 +34247,8 @@ "supports_pdf_input": true, "supports_prompt_caching": true, "supports_response_schema": true, - "supports_tool_choice": true + "supports_tool_choice": true, + "prompt_cache_min_tokens": 2048 }, "us.anthropic.claude-haiku-4-5-20251001-v1:0": { "cache_creation_input_token_cost": 1.375e-06, @@ -34187,7 +34272,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "us.anthropic.claude-3-5-sonnet-20240620-v1:0": { "input_cost_per_token": 3e-06, @@ -34314,7 +34400,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "us.anthropic.claude-sonnet-4-5-20250929-v1:0": { "cache_creation_input_token_cost": 4.125e-06, @@ -34347,7 +34434,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "us-gov.anthropic.claude-sonnet-4-5-20250929-v1:0": { "cache_creation_input_token_cost": 4.5e-06, @@ -34375,7 +34463,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "au.anthropic.claude-haiku-4-5-20251001-v1:0": { "cache_creation_input_token_cost": 1.375e-06, @@ -34398,7 +34487,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_structured_output": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "us.anthropic.claude-opus-4-20250514-v1:0": { "cache_creation_input_token_cost": 1.875e-05, @@ -34423,7 +34513,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "us.anthropic.claude-opus-4-5-20251101-v1:0": { "cache_creation_input_token_cost": 6.875e-06, @@ -34453,7 +34544,8 @@ "supports_native_structured_output": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "high", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "global.anthropic.claude-opus-4-5-20251101-v1:0": { "cache_creation_input_token_cost": 6.25e-06, @@ -34483,7 +34575,8 @@ "supports_native_structured_output": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "high", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "eu.anthropic.claude-opus-4-5-20251101-v1:0": { "cache_creation_input_token_cost": 6.25e-06, @@ -34512,7 +34605,8 @@ "supports_native_structured_output": true, "supports_output_config": true, "bedrock_output_config_effort_ceiling": "high", - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "us.anthropic.claude-sonnet-4-20250514-v1:0": { "cache_creation_input_token_cost": 3.75e-06, @@ -34542,7 +34636,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "bedrock_converse_supports_strict_tools": false + "bedrock_converse_supports_strict_tools": false, + "prompt_cache_min_tokens": 1024 }, "us.deepseek.r1-v1:0": { "input_cost_per_token": 1.35e-06, @@ -36064,7 +36159,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_native_streaming": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 4096 }, "vertex_ai/claude-haiku-4-5@20251001": { "cache_creation_input_token_cost": 1.25e-06, @@ -36086,7 +36182,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_native_streaming": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 4096 }, "vertex_ai/claude-3-5-sonnet": { "input_cost_per_token": 3e-06, @@ -36241,7 +36338,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-opus-4-1": { "cache_creation_input_token_cost": 1.875e-05, @@ -36304,7 +36402,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 4096 }, "vertex_ai/claude-opus-4-5@20251101": { "cache_creation_input_token_cost": 6.25e-06, @@ -36332,7 +36431,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_native_streaming": true, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 4096 }, "vertex_ai/claude-opus-4-6": { "supports_adaptive_thinking": true, @@ -36361,7 +36461,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_output_config": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 4096 }, "vertex_ai/claude-opus-4-6@default": { "supports_adaptive_thinking": true, @@ -36390,7 +36491,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_output_config": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 4096 }, "vertex_ai/claude-opus-4-7": { "supports_adaptive_thinking": true, @@ -36420,7 +36522,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_xhigh_reasoning_effort": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 2048 }, "vertex_ai/claude-opus-4-7@default": { "supports_adaptive_thinking": true, @@ -36450,9 +36553,11 @@ "supports_tool_choice": true, "supports_vision": true, "supports_xhigh_reasoning_effort": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 2048 }, "vertex_ai/claude-fable-5": { + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 1.25e-05, "cache_creation_input_token_cost_above_1hr": 2e-05, "cache_read_input_token_cost": 1e-06, @@ -36483,6 +36588,7 @@ "supports_max_reasoning_effort": true }, "vertex_ai/claude-fable-5@default": { + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 1.25e-05, "cache_creation_input_token_cost_above_1hr": 2e-05, "cache_read_input_token_cost": 1e-06, @@ -36513,6 +36619,7 @@ "supports_max_reasoning_effort": true }, "vertex_ai/claude-opus-4-8": { + "supports_mid_conversation_system": true, "supports_adaptive_thinking": true, "cache_creation_input_token_cost": 6.25e-06, "cache_creation_input_token_cost_above_1hr": 1e-05, @@ -36540,9 +36647,11 @@ "supports_tool_choice": true, "supports_vision": true, "supports_xhigh_reasoning_effort": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-opus-4-8@default": { + "supports_mid_conversation_system": true, "supports_adaptive_thinking": true, "cache_creation_input_token_cost": 6.25e-06, "cache_creation_input_token_cost_above_1hr": 1e-05, @@ -36570,7 +36679,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_xhigh_reasoning_effort": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-sonnet-4-5": { "cache_creation_input_token_cost": 3.75e-06, @@ -36597,9 +36707,11 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-sonnet-5": { + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 2.5e-06, "cache_creation_input_token_cost_above_1hr": 4e-06, "cache_read_input_token_cost": 2e-07, @@ -36627,7 +36739,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_xhigh_reasoning_effort": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-sonnet-4-6": { "supports_adaptive_thinking": true, @@ -36656,7 +36769,8 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-sonnet-4-5@20250929": { "cache_creation_input_token_cost": 3.75e-06, @@ -36684,7 +36798,8 @@ "supports_response_schema": true, "supports_tool_choice": true, "supports_vision": true, - "supports_native_streaming": true + "supports_native_streaming": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-opus-4@20250514": { "cache_creation_input_token_cost": 1.875e-05, @@ -36710,7 +36825,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-sonnet-4": { "cache_creation_input_token_cost": 3.75e-06, @@ -36740,7 +36856,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-sonnet-4@20250514": { "cache_creation_input_token_cost": 3.75e-06, @@ -36770,7 +36887,8 @@ "supports_reasoning": true, "supports_response_schema": true, "supports_tool_choice": true, - "supports_vision": true + "supports_vision": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/mistralai/codestral-2@001": { "input_cost_per_token": 3e-07, @@ -43463,7 +43581,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "supported_endpoints": [ @@ -43496,7 +43614,7 @@ "max_input_tokens": 128000, "max_output_tokens": 4096, "max_tokens": 4096, - "mode": "chat", + "mode": "realtime", "output_cost_per_audio_token": 2e-05, "output_cost_per_token": 2.4e-06, "supported_endpoints": [ @@ -44127,6 +44245,7 @@ } }, "vertex_ai/claude-sonnet-5@default": { + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 2.5e-06, "cache_creation_input_token_cost_above_1hr": 4e-06, "cache_read_input_token_cost": 2e-07, @@ -44154,7 +44273,8 @@ "supports_tool_choice": true, "supports_vision": true, "supports_xhigh_reasoning_effort": true, - "supports_max_reasoning_effort": true + "supports_max_reasoning_effort": true, + "prompt_cache_min_tokens": 1024 }, "vertex_ai/claude-sonnet-4-6@default": { "supports_adaptive_thinking": true, @@ -44183,7 +44303,8 @@ "search_context_size_low": 0.01, "search_context_size_medium": 0.01 }, - "supports_output_config": true + "supports_output_config": true, + "prompt_cache_min_tokens": 1024 }, "duckduckgo/search": { "litellm_provider": "duckduckgo", @@ -44679,7 +44800,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_pdf_input": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "bedrock/us-gov-west-1/anthropic.claude-haiku-4-5-20251001-v1:0": { "cache_creation_input_token_cost": 1.5e-06, @@ -44703,7 +44825,8 @@ "supports_vision": true, "supports_native_structured_output": true, "supports_pdf_input": true, - "supports_parallel_tool_use_config": true + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 4096 }, "snowflake/claude-sonnet-4-5": { "max_tokens": 16384, diff --git a/litellm/models/mcp_server.py b/litellm/models/mcp_server.py index af2efa822b0..23b26bd8e89 100644 --- a/litellm/models/mcp_server.py +++ b/litellm/models/mcp_server.py @@ -79,6 +79,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase): command: Optional[str] = None args: List[str] = Field(default_factory=list) env: Dict[str, str] = Field(default_factory=dict) + issuer: Optional[str] = None authorization_url: Optional[str] = None token_url: Optional[str] = None registration_url: Optional[str] = None diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py index 421f1dcfbea..f1fcc95c532 100644 --- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py +++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py @@ -10,6 +10,10 @@ from typing_extensions import assert_never import litellm from litellm._logging import verbose_logger +from litellm.proxy._experimental.mcp_server.oauth_utils import ( + get_request_base_url, + well_known_root_suffix, +) from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import ( BridgeEnvelopeAdmitted, BridgeEnvelopeInvalid, @@ -120,6 +124,96 @@ def _has_client_supplied_mcp_auth( return bool(mcp_auth_header) or bool(mcp_server_auth_headers) +def _is_aggregate_gateway_dcr_challenge_scope( + route: str, + mcp_servers: list[str] | None, + mcp_auth_header: str | None, + mcp_server_auth_headers: dict[str, dict[str, str]] | None, + exc: Exception, +) -> bool: + """True when an unauthenticated request to the aggregate ``/mcp`` endpoint + should receive the RFC 9728 401 challenge that advertises the gateway as + the authorization server. + + Fires only for a genuine 401 on the aggregate scope: any named target + (path or ``x-mcp-servers``) belongs to the per-server challenge paths, and + client-supplied MCP auth headers mean the caller is not a cold-start DCR + client. Fails closed to the original admission error otherwise.""" + if not _is_litellm_auth_admission_error(exc): + return False + if mcp_servers: + return False + if _has_client_supplied_mcp_auth(mcp_auth_header, mcp_server_auth_headers): + return False + return len(MCPRequestHandler._extract_target_server_names_from_path(route)) == 0 + + +def _aggregate_gateway_dcr_challenge(request: Request, invalid_token: bool) -> HTTPException: + """The RFC 9728 challenge for the aggregate endpoint: points the client at + the gateway's own protected-resource metadata so a DCR client discovers + the gateway as its authorization server and starts the sign-in flow. + + ``invalid_token`` adds the RFC 6750 error code for a request that DID + present a bearer that failed admission (expired or revoked), telling + spec-compliant clients to re-authorize rather than retry; a request with + no credentials at all gets the bare challenge per RFC 6750 section 3.1.""" + error_attr = 'error="invalid_token", ' if invalid_token else "" + resource_metadata_url = ( + f"{get_request_base_url(request)}/.well-known/oauth-protected-resource{well_known_root_suffix()}/mcp" + ) + return HTTPException( + status_code=401, + detail={ + "error": "authentication_required", + "message": "Authenticate with the gateway to use the MCP endpoint.", + }, + headers={"WWW-Authenticate": f'Bearer {error_attr}resource_metadata="{resource_metadata_url}"'}, + ) + + +def _admission_failure_fallback( + request: Request, + request_route: str, + mcp_servers: list[str] | None, + mcp_auth_header: str | None, + mcp_server_auth_headers: dict[str, dict[str, str]] | None, + exc: Exception, + bearer_presented: bool, +) -> UserAPIKeyAuth: + """Map a failed LiteLLM admission to its anonymous fallback or challenge. + + Two fallbacks exist, both gated on a genuine 401 with no client-supplied + MCP auth headers. The pass-through cold start (RFC 9728 / MCP + Authorization spec discovery return) admits anonymously so the route's + 401 emitter can produce the per-server challenge. The aggregate + gateway-DCR scope converts the failure into the gateway's own + resource_metadata challenge, with the RFC 6750 ``invalid_token`` error + code when the caller DID present a bearer (an expired gateway session + must re-authorize, not retry a dead token). Anything else re-raises the + original admission error unchanged.""" + mcp_servers_from_path = _parse_mcp_server_names_from_path(request_route, mcp_servers) + if ( + mcp_servers_from_path is not None + and not _has_client_supplied_mcp_auth(mcp_auth_header, mcp_server_auth_headers) + and _is_litellm_auth_admission_error(exc) + and _is_mcp_passthrough_cold_start( + mcp_servers_from_path, + client_ip=IPAddressUtils.get_mcp_client_ip(request), + ) + ): + verbose_logger.debug("MCP pass-through cold start: deferring admission to route 401 emitter") + return UserAPIKeyAuth() + if _is_aggregate_gateway_dcr_challenge_scope( + route=request_route, + mcp_servers=mcp_servers, + mcp_auth_header=mcp_auth_header, + mcp_server_auth_headers=mcp_server_auth_headers, + exc=exc, + ): + raise _aggregate_gateway_dcr_challenge(request, invalid_token=bearer_presented) from exc + raise exc + + class MCPRequestHandler: """ Class to handle MCP request processing, including: @@ -271,56 +365,32 @@ class MCPRequestHandler: elif oauth2_headers: # Authorization on a non-delegated server: the bearer must be a real # LiteLLM credential, so a failed validation is a genuine 401/403 and - # propagates. The sole anonymous fallback is the auth_type=none - # pass-through cold-start (RFC 9728 discovery return), gated on a 401 - # so a recognized-but-forbidden key still fails closed. - client_ip = IPAddressUtils.get_mcp_client_ip(request) + # propagates unless a fallback in _admission_failure_fallback applies. try: validated_user_api_key_auth = await user_api_key_auth(api_key=litellm_api_key, request=request) except (HTTPException, ProxyException) as e: - # ProxyException.code is normalized to str (possibly "None"), so - # compare both int and str forms rather than coercing. - status = e.status_code if isinstance(e, HTTPException) else e.code - is_unauthenticated = status in (401, "401") - mcp_servers_from_path = _parse_mcp_server_names_from_path(request_route, mcp_servers) - if ( - is_unauthenticated - and mcp_servers_from_path is not None - and not _has_client_supplied_mcp_auth( - mcp_auth_header, - mcp_server_auth_headers, - ) - and _is_mcp_passthrough_cold_start(mcp_servers_from_path, client_ip=client_ip) - ): - verbose_logger.debug( - "MCP pass-through return: forwarding Authorization as upstream OAuth token for delegated auth" - ) - validated_user_api_key_auth = UserAPIKeyAuth() - else: - raise + validated_user_api_key_auth = _admission_failure_fallback( + request=request, + request_route=request_route, + mcp_servers=mcp_servers, + mcp_auth_header=mcp_auth_header, + mcp_server_auth_headers=mcp_server_auth_headers, + exc=e, + bearer_presented=True, + ) else: try: validated_user_api_key_auth = await user_api_key_auth(api_key=litellm_api_key, request=request) except (HTTPException, ProxyException) as exc: - # Cold-start MCP OAuth discovery: RFC 9728 / MCP Authorization spec - # require unauthenticated requests to protected resources to receive - # 401 + WWW-Authenticate. Defer to _raise_preemptive_401_for_unauthenticated_servers - # for pass-through servers instead of surfacing a generic admission error. - mcp_servers_from_path = _parse_mcp_server_names_from_path(request_route, mcp_servers) - client_ip = IPAddressUtils.get_mcp_client_ip(request) - if ( - mcp_servers_from_path is not None - and not _has_client_supplied_mcp_auth( - mcp_auth_header, - mcp_server_auth_headers, - ) - and _is_litellm_auth_admission_error(exc) - and _is_mcp_passthrough_cold_start(mcp_servers_from_path, client_ip=client_ip) - ): - verbose_logger.debug("MCP pass-through cold start: deferring admission to route 401 emitter") - validated_user_api_key_auth = UserAPIKeyAuth() - else: - raise + validated_user_api_key_auth = _admission_failure_fallback( + request=request, + request_route=request_route, + mcp_servers=mcp_servers, + mcp_auth_header=mcp_auth_header, + mcp_server_auth_headers=mcp_server_auth_headers, + exc=exc, + bearer_presented=False, + ) return ( validated_user_api_key_auth, @@ -1220,11 +1290,29 @@ class MCPRequestHandler: global_mcp_server_manager, ) - key_tools = ( + key_direct_tools = ( global_mcp_server_manager.expand_tool_permissions(key_obj_perm.mcp_tool_permissions).get(server_id) if key_obj_perm else None ) + + # Tools granted through the key's toolsets restrict this server exactly + # as direct tool permissions do; union with any direct grants so the + # tool-level check sees the key's full effective tool scope + key_toolset_ids = (key_obj_perm.mcp_toolsets or []) if key_obj_perm else [] + key_toolset_tools = ( + (await global_mcp_server_manager.resolve_toolset_tool_permissions(toolset_ids=key_toolset_ids)).get( + server_id + ) + if key_toolset_ids + else None + ) + + key_tools = ( + list(set(key_direct_tools or []) | set(key_toolset_tools or [])) + if key_direct_tools is not None or key_toolset_tools is not None + else None + ) team_tools = ( global_mcp_server_manager.expand_tool_permissions(team_obj_perm.mcp_tool_permissions).get(server_id) if team_obj_perm @@ -1430,8 +1518,18 @@ class MCPRequestHandler: global_mcp_server_manager.expand_tool_permissions(key_object_permission.mcp_tool_permissions).keys() ) + # servers referenced by the key's toolset grants are part of the key's + # scope on every path (list, call, REST), subject to the same team/org + # ceilings as any other key-level grant + toolset_ids = key_object_permission.mcp_toolsets or [] + toolset_servers = ( + list((await global_mcp_server_manager.resolve_toolset_tool_permissions(toolset_ids=toolset_ids)).keys()) + if toolset_ids + else [] + ) + # Combine all lists - all_servers = direct_mcp_servers + access_group_servers + tool_perm_servers + all_servers = direct_mcp_servers + access_group_servers + tool_perm_servers + toolset_servers return list(set(all_servers)) except Exception as e: verbose_logger.warning(f"Failed to get allowed MCP servers for key: {str(e)}") diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py index 97cefb3f2cb..9fe970f7fa9 100644 --- a/litellm/proxy/_experimental/mcp_server/db.py +++ b/litellm/proxy/_experimental/mcp_server/db.py @@ -33,6 +33,7 @@ from litellm.proxy.common_utils.encrypt_decrypt_utils import ( from litellm.proxy.utils import PrismaClient from litellm.repositories.object_permission_repository import ObjectPermissionRepository from litellm.repositories.table_repositories import ( + MCPServerOAuthClientRepository, MCPServerRepository, MCPUserCredentialsRepository, ) @@ -48,6 +49,7 @@ if TYPE_CHECKING: _AUTH_FLOW_SCOPED_FIELDS: frozenset = frozenset( { + "issuer", "authorization_url", "token_url", "registration_url", @@ -60,6 +62,13 @@ _AUTH_FLOW_SCOPED_FIELDS: frozenset = frozenset( } ) + +def _blank_to_none(value: Optional[str]) -> Optional[str]: + if not isinstance(value, str): + return None + return value.strip() or None + + # Token-exchange settings with dedicated columns that also exist on # ``MCPCredentials`` as a legacy shape (rows and REST callers that predate the # columns). Every write lifts blob values into the columns and strips them from @@ -366,6 +375,12 @@ def encrypt_credentials(credentials: MCPCredentials, encryption_key: Optional[st value=client_secret, new_encryption_key=encryption_key, ) + client_private_key = credentials.get("client_private_key") + if client_private_key is not None: + credentials["client_private_key"] = encrypt_value_helper( + value=client_private_key, + new_encryption_key=encryption_key, + ) # AWS SigV4 credential fields aws_access_key_id = credentials.get("aws_access_key_id") if aws_access_key_id is not None: @@ -397,6 +412,7 @@ def decrypt_credentials( "auth_value", "client_id", "client_secret", + "client_private_key", "aws_access_key_id", "aws_secret_access_key", "aws_session_token", @@ -631,6 +647,7 @@ async def delete_mcp_server( for model, label in ( (prisma_client.db.litellm_mcpusercredentials, "credential"), (prisma_client.db.litellm_mcpuserenvvars, "env var"), + (prisma_client.db.litellm_mcpserveroauthclient, "OAuth client"), ): try: await model.delete_many(where={"server_id": server_id}) @@ -697,13 +714,15 @@ async def update_mcp_server( # of being reset to a schema default (transport=sse, allow_all_keys=False...). data_dict = _prepare_mcp_server_data(data, exclude_unset=True, fields_set=fields_set) - # Pre-fetch existing record once if we need it for auth_type or credential logic + # Pre-fetch existing record once if we need it for auth_type, url, or credential logic existing = None has_credentials = "credentials" in data_dict and data_dict["credentials"] is not None # An explicit token-exchange column write (set or clear) also migrates the # legacy blob copies below, so the existing row is needed for those updates. explicit_te_write = bool(_TOKEN_EXCHANGE_COLUMN_FIELDS & data_dict.keys()) - if data.auth_type or has_credentials or explicit_te_write: + url_provided = "url" in data_dict and data_dict["url"] is not None + issuer_provided = "issuer" in data_dict + if data.auth_type or has_credentials or explicit_te_write or url_provided or issuer_provided: existing = await MCPServerRepository(prisma_client).table.find_unique(where={"server_id": data.server_id}) auth_type_changed = bool( @@ -711,13 +730,30 @@ async def update_mcp_server( and existing and _credential_auth_class(existing.auth_type) != _credential_auth_class(data.auth_type) ) + # A url change re-points the server at a potentially different upstream, so any discovered or + # trust-on-first-use OAuth endpoints/issuer belong to the old upstream and must re-discover. + url_changed = bool(url_provided and existing and existing.url != data_dict["url"]) + old_issuer = _blank_to_none(getattr(existing, "issuer", None)) if existing else None + issuer_changed = bool( + issuer_provided and old_issuer is not None and _blank_to_none(data_dict.get("issuer")) != old_issuer + ) # Clear stale credentials when auth_type changes but no new credentials provided if auth_type_changed and "credentials" not in data_dict: data_dict["credentials"] = None - if auth_type_changed: - data_dict.update({field: None for field in _AUTH_FLOW_SCOPED_FIELDS if field not in data_dict}) + if auth_type_changed or url_changed or issuer_changed: + # Clear each auth-flow-scoped field that the caller either omitted (partial update) or + # resubmitted unchanged. The edit form re-sends every field, so a stale issuer/endpoint + # belonging to the old upstream would otherwise survive a url/auth_type change and win in the + # resolution merge; only a genuinely new submitted value is kept. + data_dict.update( + { + field: None + for field in _AUTH_FLOW_SCOPED_FIELDS + if field not in data_dict or data_dict[field] == getattr(existing, field, None) + } + ) # An explicit column write that does not touch credentials must still migrate # the row's legacy blob copies: lift values for columns the caller left @@ -796,26 +832,66 @@ async def update_mcp_server( return updated_mcp_server -async def rotate_mcp_server_credentials_master_key(prisma_client: PrismaClient, touched_by: str, new_master_key: str): +async def get_mcp_server_oauth_client_credentials(prisma_client: PrismaClient, server_id: str) -> object | None: + """Read the persisted (encrypted) DCR OAuth client blob for a server from the + server-scoped store, or None. Config.yaml-declared servers have no + LiteLLM_MCPServerTable row, so their dynamically registered client lives here keyed + by server_id. The returned value is the raw credentials blob for + ``_get_persisted_dcr_credentials`` to parse.""" + row = await MCPServerOAuthClientRepository(prisma_client).table.find_unique(where={"server_id": server_id}) + if row is None: + return None + return row.credentials + + +async def upsert_mcp_server_oauth_client_credentials( + prisma_client: PrismaClient, server_id: str, credentials: MCPCredentials +) -> None: + """Persist a server's dynamically registered OAuth client (RFC 7591 DCR) in the + server-scoped store keyed by server_id, independent of any LiteLLM_MCPServerTable row. + client_id/client_secret are encrypted at rest with the same salt key used for the + server row's credentials blob, so ``_apply_persisted_dcr_credentials`` decrypts them the + same way regardless of which store a server's client came from.""" from litellm.litellm_core_utils.safe_json_dumps import safe_dumps + encrypted = encrypt_credentials(credentials=dict(credentials), encryption_key=_get_salt_key()) + blob = safe_dumps(encrypted) + await MCPServerOAuthClientRepository(prisma_client).table.upsert( + where={"server_id": server_id}, + data={ + "create": {"server_id": server_id, "credentials": blob}, + "update": {"credentials": blob}, + }, + ) + + +def _reencrypt_mcp_credentials_blob(credentials: object, new_master_key: str) -> str | None: + """Decrypt an at-rest MCP credentials blob with the current key and re-encrypt it under + new_master_key, returning the serialized blob or None when there is nothing to rotate. Shared by + every table that stores an encrypted MCP credentials blob so a master-key rotation covers them + uniformly and cannot silently skip one.""" + if not credentials: + return None + from litellm.litellm_core_utils.safe_json_dumps import safe_dumps # noqa: PLC0415 # avoids circular import + + creds_dict = json.loads(credentials) if isinstance(credentials, str) else dict(credentials) + decrypted = decrypt_credentials(credentials=cast(MCPCredentials, creds_dict)) + encrypted = encrypt_credentials(credentials=decrypted, encryption_key=new_master_key) + return safe_dumps(encrypted) + + +async def rotate_mcp_server_credentials_master_key(prisma_client: PrismaClient, touched_by: str, new_master_key: str): + from litellm.litellm_core_utils.safe_json_dumps import safe_dumps # noqa: PLC0415 # avoids circular import + mcp_servers = await MCPServerRepository(prisma_client).table.find_many() updated = 0 for mcp_server in mcp_servers: update_data: Dict[str, Any] = {} - credentials = mcp_server.credentials - if credentials: - # Decrypt with current key first, then re-encrypt with new key - decrypted_credentials = decrypt_credentials( - credentials=cast(MCPCredentials, dict(credentials)), - ) - encrypted_credentials = encrypt_credentials( - credentials=decrypted_credentials, - encryption_key=new_master_key, - ) - update_data["credentials"] = safe_dumps(encrypted_credentials) + rotated_credentials = _reencrypt_mcp_credentials_blob(mcp_server.credentials, new_master_key) + if rotated_credentials is not None: + update_data["credentials"] = rotated_credentials rotated_env_vars = _reencrypt_global_env_var_values(mcp_server.env_vars, new_master_key) if rotated_env_vars is not None: @@ -830,9 +906,23 @@ async def rotate_mcp_server_credentials_master_key(prisma_client: PrismaClient, data=update_data, ) updated += 1 + + oauth_clients = await MCPServerOAuthClientRepository(prisma_client).table.find_many() + oauth_updated = 0 + for oauth_client in oauth_clients: + rotated_credentials = _reencrypt_mcp_credentials_blob(oauth_client.credentials, new_master_key) + if rotated_credentials is None: + continue + await MCPServerOAuthClientRepository(prisma_client).table.update( + where={"server_id": oauth_client.server_id}, + data={"credentials": rotated_credentials}, + ) + oauth_updated += 1 + verbose_proxy_logger.info( - "rotate_mcp_server_credentials_master_key: rotated %d MCP server row(s)", + "rotate_mcp_server_credentials_master_key: rotated %d MCP server row(s) and %d OAuth-client row(s)", updated, + oauth_updated, ) @@ -1181,6 +1271,7 @@ def mcp_oauth_token_identity(server: object) -> tuple[object, ...]: getattr(server, "spec_path", None), getattr(server, "auth_type", None), getattr(server, "oauth2_flow", None), + getattr(server, "issuer", None), getattr(server, "authorization_url", None), getattr(server, "token_url", None), getattr(server, "registration_url", None), diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py index 54aff86aab2..882c34dbd6a 100644 --- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py @@ -43,6 +43,7 @@ from litellm.proxy._experimental.mcp_server.oauth_utils import ( TOKEN_NO_CACHE_HEADERS, get_request_base_url, validate_trusted_redirect_uri, + well_known_root_suffix, ) from litellm.proxy.auth.ip_address_utils import IPAddressUtils from litellm.proxy.common_utils.encrypt_decrypt_utils import ( @@ -50,7 +51,6 @@ from litellm.proxy.common_utils.encrypt_decrypt_utils import ( encrypt_value_helper, ) from litellm.proxy.common_utils.http_parsing_utils import _read_request_body -from litellm.proxy.utils import get_server_root_path from litellm.types.mcp import MCPAuth, MCPCredentials from litellm.types.mcp_server.mcp_server_manager import MCPServer @@ -971,43 +971,93 @@ def _apply_persisted_dcr_credentials(mcp_server: MCPServer, credentials: _Persis return True -async def _get_persisted_mcp_server_with_dcr_client_id( - mcp_server: MCPServer, -) -> Optional[tuple["LiteLLM_MCPServerTable", _PersistedDcrCredentials]]: - from litellm.proxy._experimental.mcp_server.db import get_mcp_server # noqa: PLC0415 - from litellm.proxy.utils import get_prisma_client_or_throw # noqa: PLC0415 +async def _load_store_dcr_credentials(mcp_server: MCPServer) -> _PersistedDcrCredentials | None: + """DCR client persisted in the server-scoped OAuth-client store for a config-declared server + (which has no LiteLLM_MCPServerTable row). Returns None when the store has no usable client_id + or the DB is unreachable.""" + from litellm.proxy._experimental.mcp_server.db import ( # noqa: PLC0415 # avoids circular import + get_mcp_server_oauth_client_credentials, + ) + from litellm.proxy.utils import get_prisma_client_or_throw # noqa: PLC0415 # avoids circular import try: prisma_client = get_prisma_client_or_throw("Database not connected. Cannot read MCP OAuth client registration.") - persisted_mcp_server = await get_mcp_server( - prisma_client=prisma_client, - server_id=mcp_server.server_id, + blob = await get_mcp_server_oauth_client_credentials( + prisma_client=prisma_client, server_id=mcp_server.server_id ) - except Exception as exc: # noqa: BLE001 + except Exception as exc: # noqa: BLE001 # best-effort read; DB may be unreachable verbose_logger.debug( - "register_client_with_server: failed to read persisted DCR client registration for server_id=%s: %s", + "register_client_with_server: failed to read stored DCR client for server_id=%s: %s", mcp_server.server_id, exc, ) return None - if persisted_mcp_server is None: - return None - - credentials = _get_persisted_dcr_credentials(persisted_mcp_server.credentials) + credentials = _get_persisted_dcr_credentials(blob) if credentials is None or not credentials.client_id: return None + return credentials - return persisted_mcp_server, credentials + +async def hydrate_config_server_dcr_client(mcp_server: MCPServer) -> bool: + """Overlay a config-declared server's persisted DCR client onto its in-memory object so token + refresh can authenticate. Config.yaml servers have no LiteLLM_MCPServerTable row, so their + minted client lives in the server-scoped store; without this overlay the in-memory server + carries no client_id after a restart. An explicit client_id set in config.yaml wins and is never + overwritten by a persisted store client.""" + if mcp_server.client_id: + return False + credentials = await _load_store_dcr_credentials(mcp_server) + if credentials is None: + return False + return _apply_persisted_dcr_credentials(mcp_server, credentials) + + +async def _resolve_persisted_dcr_client( + mcp_server: MCPServer, +) -> tuple[Optional["LiteLLM_MCPServerTable"], _PersistedDcrCredentials | None]: + """Resolve a server's persisted DCR client using the same two-level rule the write path uses, so + read and write always agree. First, whether the server HAS a LiteLLM_MCPServerTable row: a row is + always resolved to that row and the store is never consulted for a server that has a row, so a + caller-chosen server_id colliding with a config-declared server cannot inherit that config + server's client, and a row that exists but carries no usable client_id yields (row, None) rather + than a store fallback. Second, among rowless servers: a config-declared server keeps its client in + the server-scoped store, while a rowless non-config server is a throwaway temp/session server with + no persisted client. Returns (row_or_None, credentials_or_None); the row is only needed by the + reuse path to refresh the registry for a DB-declared server.""" + from litellm.proxy._experimental.mcp_server.db import get_mcp_server # noqa: PLC0415 # avoids circular import + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( # noqa: PLC0415 # avoids circular import + global_mcp_server_manager, + ) + from litellm.proxy.utils import get_prisma_client_or_throw # noqa: PLC0415 # avoids circular import + + try: + prisma_client = get_prisma_client_or_throw("Database not connected. Cannot read MCP OAuth client registration.") + row = await get_mcp_server(prisma_client=prisma_client, server_id=mcp_server.server_id) + except Exception as exc: # noqa: BLE001 # best-effort read; DB may be unreachable + verbose_logger.debug( + "register_client_with_server: failed to read persisted DCR client for server_id=%s: %s", + mcp_server.server_id, + exc, + ) + return None, None + + if row is not None: + credentials = _get_persisted_dcr_credentials(row.credentials) + if credentials is not None and credentials.client_id: + return row, credentials + return row, None + if global_mcp_server_manager.is_config_declared_server(mcp_server.server_id): + return None, await _load_store_dcr_credentials(mcp_server) + return None, None async def _reuse_persisted_dcr_client_if_available( mcp_server: MCPServer, current_redirect_uri: Optional[str] = None ) -> bool: - persisted = await _get_persisted_mcp_server_with_dcr_client_id(mcp_server) - if persisted is None: + persisted_mcp_server, credentials = await _resolve_persisted_dcr_client(mcp_server) + if credentials is None: return False - persisted_mcp_server, credentials = persisted if current_redirect_uri is not None and _redirect_uri_not_registered(credentials, current_redirect_uri): verbose_logger.debug( "register_client_with_server: not reusing persisted DCR client for server_id=%s; its registered " @@ -1021,18 +1071,19 @@ async def _reuse_persisted_dcr_client_if_available( if not _apply_persisted_dcr_credentials(mcp_server, credentials): return False - from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( # noqa: PLC0415 - global_mcp_server_manager, - ) - - try: - await global_mcp_server_manager.update_server(persisted_mcp_server) - except Exception as exc: # noqa: BLE001 - verbose_logger.warning( - "register_client_with_server: failed to refresh persisted DCR client registration for server_id=%s: %s", - mcp_server.server_id, - exc, + if persisted_mcp_server is not None: + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( # noqa: PLC0415 # avoids circular import + global_mcp_server_manager, ) + + try: + await global_mcp_server_manager.update_server(persisted_mcp_server) + except Exception as exc: # noqa: BLE001 # best-effort registry refresh + verbose_logger.warning( + "register_client_with_server: failed to refresh persisted DCR client registration for server_id=%s: %s", + mcp_server.server_id, + exc, + ) return bool(mcp_server.client_id) @@ -1044,10 +1095,9 @@ async def _persisted_dcr_redirect_uri_is_stale(mcp_server: MCPServer, current_re otherwise short-circuits registration before any redirect check can run. Servers without a persisted DCR recording (admin-configured client_id, or registered before redirect_uris were recorded) are never reported stale.""" - persisted = await _get_persisted_mcp_server_with_dcr_client_id(mcp_server) - if persisted is None: + _, credentials = await _resolve_persisted_dcr_client(mcp_server) + if credentials is None: return False - _, credentials = persisted if not _redirect_uri_not_registered(credentials, current_redirect_uri): return False verbose_logger.warning( @@ -1067,7 +1117,10 @@ DcrRegistrationPersistenceResult = Literal["persisted", "reused", "skipped", "fa async def _persist_dcr_client_registration( mcp_server: MCPServer, registration_response: object, current_redirect_uri: str ) -> DcrRegistrationPersistenceResult: - """Persist the dynamically registered OAuth client (RFC 7591) onto the MCP server row. + """Persist the dynamically registered OAuth client (RFC 7591) to its single home: the server's + ``LiteLLM_MCPServerTable`` row when it has one, otherwise the server-scoped store when the server + is config-declared. A rowless server that is not config-declared is a throwaway temp/session + server, so its client is overlaid in memory only and not persisted. The interactive authorization_code flow mints a ``client_id`` via Dynamic Client Registration that discovery cannot re-derive; without persisting it the autonomous @@ -1106,16 +1159,20 @@ async def _persist_dcr_client_registration( if await _reuse_persisted_dcr_client_if_available(mcp_server, current_redirect_uri=current_redirect_uri): return "reused" + token_endpoint_auth_method = ( + "client_secret_basic" if registration.token_endpoint_auth_method == "client_secret_basic" else None + ) credentials: MCPCredentials = { "client_id": registration.client_id, "client_secret": registration.client_secret, - "token_endpoint_auth_method": ( - "client_secret_basic" if registration.token_endpoint_auth_method == "client_secret_basic" else None - ), + "token_endpoint_auth_method": token_endpoint_auth_method, "redirect_uris": [current_redirect_uri], } - from litellm.proxy._experimental.mcp_server.db import update_mcp_server # noqa: PLC0415 + from litellm.proxy._experimental.mcp_server.db import ( # noqa: PLC0415 # avoids circular import + update_mcp_server, + upsert_mcp_server_oauth_client_credentials, + ) from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( # noqa: PLC0415 global_mcp_server_manager, ) @@ -1136,7 +1193,18 @@ async def _persist_dcr_client_registration( ), touched_by="mcp_oauth_dcr", ) - await global_mcp_server_manager.update_server(updated_row) + if updated_row is not None: + await global_mcp_server_manager.update_server(updated_row) + return "persisted" + if global_mcp_server_manager.is_config_declared_server(mcp_server.server_id): + await upsert_mcp_server_oauth_client_credentials( + prisma_client=prisma_client, + server_id=mcp_server.server_id, + credentials=credentials, + ) + mcp_server.client_id = registration.client_id + mcp_server.client_secret = registration.client_secret + mcp_server.token_endpoint_auth_method = token_endpoint_auth_method return "persisted" except Exception as exc: # noqa: BLE001 verbose_logger.warning( @@ -1147,6 +1215,18 @@ async def _persist_dcr_client_registration( return "failed" +def _client_supplied_redirect_uris(value: object) -> list[str] | None: + """RFC 7591 redirect_uris must be a non-empty array of URI strings. Any other shape (not a list, + an empty list, or a list holding a non-string or empty-string element) yields None so every + register arm falls back to the gateway callback instead of echoing a malformed value back to the + client as its redirect_uris. The redirect actually used is trust-validated later at /authorize by + validate_trusted_redirect_uri; this guard only keeps the client-facing echo well-typed.""" + if not isinstance(value, list) or not value: + return None + uris = [uri for uri in value if isinstance(uri, str) and uri] + return uris if len(uris) == len(value) else None + + async def register_client_with_server( request: Request, mcp_server: MCPServer, @@ -1156,15 +1236,16 @@ async def register_client_with_server( token_endpoint_auth_method: Optional[str], fallback_client_id: Optional[str] = None, persist_credentials: bool = False, - client_redirect_uris: Optional[list] = None, + client_redirect_uris: list[str] | None = None, ): _raise_if_not_oauth2(mcp_server) request_base_url = get_request_base_url(request) current_redirect_uri = f"{request_base_url}/callback" + client_facing_redirect_uris = client_redirect_uris or [current_redirect_uri] dummy_return = { "client_id": fallback_client_id or mcp_server.server_name, "client_secret": "dummy", - "redirect_uris": [current_redirect_uri], + "redirect_uris": client_facing_redirect_uris, } if mcp_server.client_id and not ( @@ -1232,6 +1313,9 @@ async def register_client_with_server( if persistence_result == "reused": return dummy_return + if client_redirect_uris and not bridge_relay and isinstance(token_response, dict): + token_response = {**token_response, "redirect_uris": client_facing_redirect_uris} + return JSONResponse(token_response) @@ -1770,11 +1854,88 @@ def _jwt_auth_issuers() -> list: return issuers +def _build_aggregate_protected_resource_response(request: Request) -> dict: + """RFC 9728 metadata for the aggregate /mcp resource: the gateway itself is + the authorization server. No per-server names or scopes leak here; access + is resolved after sign-in from the authenticated user's grants. + + The advertised authorization server is ``{base}/mcp`` (not the bare + origin) so RFC 8414 path-insertion resolves its metadata at + ``/.well-known/oauth-authorization-server/mcp``, a route this module + owns. The bare-origin well-known is registered first by the BYOK OAuth + feature and describes the BYOK flow, so it must not be the aggregate + discovery entry point (same pattern as the per-server documents, which + advertise ``{base}/{server_name}``).""" + request_base_url = get_request_base_url(request) + return { + "authorization_servers": [f"{request_base_url}/mcp"], + "resource": f"{request_base_url}/mcp", + "scopes_supported": [], + } + + +def _build_aggregate_authorization_server_response(request: Request) -> dict: + """RFC 8414 metadata for the gateway as the aggregate authorization server. + + The issuer is ``{base}/mcp`` and must stay equal to the value the + aggregate protected-resource document advertises: spec clients verify the + issuer in the metadata matches the one that derived the well-known URL. + Advertises the root /authorize, /token, and /register endpoints and + ``token_endpoint_auth_methods_supported: ["none", ...]`` because DCR + clients (Claude Desktop, MCP Inspector) register as public clients; PKCE + S256 is mandatory in the gateway's authorize flow.""" + request_base_url = get_request_base_url(request) + return { + "issuer": f"{request_base_url}/mcp", + "authorization_endpoint": f"{request_base_url}/authorize", + "token_endpoint": f"{request_base_url}/token", + "registration_endpoint": f"{request_base_url}/register", + "response_types_supported": ["code"], + "scopes_supported": [], + "grant_types_supported": ["authorization_code", "refresh_token"], + "code_challenge_methods_supported": ["S256"], + "token_endpoint_auth_methods_supported": ["none", "client_secret_post"], + } + + +# RFC 9728 path-appended discovery for the aggregate /mcp endpoint. A client +# pointed at {base}/mcp inserts the well-known segment before the resource +# path, so this exact route must exist for aggregate discovery to work at all. +# Declared before the parameterized well-known routes below: Starlette matches +# in registration order, and /.well-known/oauth-authorization-server/{name} +# would otherwise capture the "/mcp" suffix as a server name. +@router.get(f"/.well-known/oauth-protected-resource{well_known_root_suffix()}/mcp") +async def oauth_protected_resource_aggregate(request: Request): + """ + OAuth protected resource discovery for the aggregate /mcp endpoint. + + The single-segment ``/mcp`` path does not collide with any per-server PRM pattern + (those are two-segment: ``/mcp/{server}`` or ``/{server}/mcp``), so this unambiguously + describes the aggregate resource. + """ + return _build_aggregate_protected_resource_response(request) + + +@router.get(f"/.well-known/oauth-authorization-server{well_known_root_suffix()}/mcp") +async def oauth_authorization_server_aggregate(request: Request): + """ + OAuth authorization server discovery for the aggregate /mcp endpoint, the RFC 8414 + path-inserted form for a client that treats {base}/mcp as its authorization base URL. + + The single-segment /mcp is reserved for the aggregate so the discovery chain stays + consistent: the aggregate protected-resource document advertises {base}/mcp as its + authorization server, so the document served here must have issuer {base}/mcp. A server + literally named ``mcp`` therefore does not take this route; it keeps its standard + two-segment discovery at /.well-known/oauth-authorization-server/mcp/mcp. Letting the + per-server row win here instead would serve an issuer of {base} against a resource that + advertised {base}/mcp, which fails the RFC 8414 issuer check and breaks the front door. + """ + return _build_aggregate_authorization_server_response(request) + + # Standard MCP pattern: /.well-known/oauth-protected-resource/mcp/{server_name} # This is the pattern expected by standard MCP clients (mcp-inspector, VSCode Copilot) -@router.get( - f"/.well-known/oauth-protected-resource{'' if get_server_root_path() == '/' else get_server_root_path()}/mcp/{{mcp_server_name}}" -) +@router.get(f"/.well-known/oauth-protected-resource{well_known_root_suffix()}/mcp/{{mcp_server_name}}") async def oauth_protected_resource_mcp_standard(request: Request, mcp_server_name: str): """ OAuth protected resource discovery endpoint using standard MCP URL pattern. @@ -1794,9 +1955,7 @@ async def oauth_protected_resource_mcp_standard(request: Request, mcp_server_nam # LiteLLM legacy pattern: /.well-known/oauth-protected-resource/{server_name}/mcp # Kept for backward compatibility with existing deployments -@router.get( - f"/.well-known/oauth-protected-resource{'' if get_server_root_path() == '/' else get_server_root_path()}/{{mcp_server_name}}/mcp" -) +@router.get(f"/.well-known/oauth-protected-resource{well_known_root_suffix()}/{{mcp_server_name}}/mcp") @router.get("/.well-known/oauth-protected-resource") async def oauth_protected_resource_mcp(request: Request, mcp_server_name: Optional[str] = None): """ @@ -1866,9 +2025,7 @@ def _build_oauth_authorization_server_response( # Standard MCP pattern: /.well-known/oauth-authorization-server/mcp/{server_name} -@router.get( - f"/.well-known/oauth-authorization-server{'' if get_server_root_path() == '/' else get_server_root_path()}/mcp/{{mcp_server_name}}" -) +@router.get(f"/.well-known/oauth-authorization-server{well_known_root_suffix()}/mcp/{{mcp_server_name}}") async def oauth_authorization_server_mcp_standard(request: Request, mcp_server_name: str): """ OAuth authorization server discovery endpoint using standard MCP URL pattern. @@ -1883,9 +2040,7 @@ async def oauth_authorization_server_mcp_standard(request: Request, mcp_server_n # LiteLLM legacy pattern and root endpoint -@router.get( - f"/.well-known/oauth-authorization-server{'' if get_server_root_path() == '/' else get_server_root_path()}/{{mcp_server_name}}" -) +@router.get(f"/.well-known/oauth-authorization-server{well_known_root_suffix()}/{{mcp_server_name}}") @router.get("/.well-known/oauth-authorization-server") async def oauth_authorization_server_mcp(request: Request, mcp_server_name: Optional[str] = None): """ @@ -1982,11 +2137,12 @@ async def register_client(request: Request, mcp_server_name: Optional[str] = Non request_data = await _read_request_body(request=request) data: dict = {**request_data} + client_redirect_uris = _client_supplied_redirect_uris(data.get("redirect_uris")) dummy_return = { "client_id": mcp_server_name or "dummy_client", "client_secret": "dummy", - "redirect_uris": [f"{request_base_url}/callback"], + "redirect_uris": client_redirect_uris or [f"{request_base_url}/callback"], } client_ip = IPAddressUtils.get_mcp_client_ip(request) if not mcp_server_name: @@ -2000,7 +2156,7 @@ async def register_client(request: Request, mcp_server_name: Optional[str] = Non response_types=data.get("response_types", []), token_endpoint_auth_method=data.get("token_endpoint_auth_method", ""), fallback_client_id=resolved.server_name or resolved.name, - client_redirect_uris=data.get("redirect_uris"), + client_redirect_uris=client_redirect_uris, ) return dummy_return @@ -2015,5 +2171,5 @@ async def register_client(request: Request, mcp_server_name: Optional[str] = Non response_types=data.get("response_types", []), token_endpoint_auth_method=data.get("token_endpoint_auth_method", ""), fallback_client_id=mcp_server_name, - client_redirect_uris=data.get("redirect_uris"), + client_redirect_uris=client_redirect_uris, ) diff --git a/litellm/proxy/_experimental/mcp_server/exceptions.py b/litellm/proxy/_experimental/mcp_server/exceptions.py index 3e3e549008d..74752809e86 100644 --- a/litellm/proxy/_experimental/mcp_server/exceptions.py +++ b/litellm/proxy/_experimental/mcp_server/exceptions.py @@ -88,3 +88,19 @@ class MCPToolResultError(Exception): into two identities, breaking ``isinstance`` checks against instances created before the reload. """ + + +class MCPServerListError(Exception): + """Carrier for a classified per-server listing fault (``faults.list_outcomes.ServerListFault``). + + Raised where a server fetch used to silently return an empty tool list, so each boundary can + apply its own policy: the aggregate listing absorbs it into that server's outcome, while + single-server routes relay a truthful HTTP status instead of empty-success. The fault value is + typed as ``object`` here only to avoid a circular import with the faults package; construction + sites always pass a ``ServerListFault``. + """ + + def __init__(self, fault: object, server_name: str) -> None: + self.fault = fault + self.server_name = server_name + super().__init__(f"Listing tools from MCP server {server_name!r} failed") diff --git a/litellm/proxy/_experimental/mcp_server/faults/__init__.py b/litellm/proxy/_experimental/mcp_server/faults/__init__.py index da078f0e242..1b9ee77d795 100644 --- a/litellm/proxy/_experimental/mcp_server/faults/__init__.py +++ b/litellm/proxy/_experimental/mcp_server/faults/__init__.py @@ -15,6 +15,7 @@ from litellm.proxy._experimental.mcp_server.faults.render_oauth import ( dcr_fault_detail, render_token_fault, ) +from litellm.proxy._experimental.mcp_server.faults.traversal import iter_exception_tree from litellm.proxy._experimental.mcp_server.faults.types import ( CallerRejected, CredentialSource, @@ -34,5 +35,6 @@ __all__ = [ "classify_upstream_dcr_rejection", "classify_upstream_token_rejection", "dcr_fault_detail", + "iter_exception_tree", "render_token_fault", ] diff --git a/litellm/proxy/_experimental/mcp_server/faults/list_outcomes.py b/litellm/proxy/_experimental/mcp_server/faults/list_outcomes.py new file mode 100644 index 00000000000..10463496409 --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/faults/list_outcomes.py @@ -0,0 +1,177 @@ +"""Per-server outcomes for the aggregate MCP tools/list fan-out. + +The aggregate listing deliberately keeps serving the healthy subset when one server fails, but a +failed server must contribute a classified outcome instead of silently shrinking the list: an empty +contribution with no signal makes a broken upstream indistinguishable from a healthy server with no +tools. Outcomes carry only machine fields (category and status code) so nothing from an upstream +body crosses the trust boundary; classification is total, so any exception out of a server fetch +becomes an outcome, never a second failure. +""" + +from __future__ import annotations + +from collections.abc import Iterator +from typing import Literal, NamedTuple, NoReturn, TypeAlias + +import httpx +from mcp.types import Tool as MCPTool +from pydantic import BaseModel, ConfigDict +from typing_extensions import assert_never + +from litellm.proxy._experimental.mcp_server.exceptions import ( + MCPServerListError, + MCPUpstreamAuthError, +) +from litellm.proxy._experimental.mcp_server.faults.traversal import iter_exception_tree + +ListFaultCategory: TypeAlias = Literal[ + "auth_required", + "forbidden", + "timeout", + "unreachable", + "upstream_error", + "internal", +] + + +class ServerListOk(BaseModel): + model_config = ConfigDict(frozen=True) + tag: Literal["ok"] = "ok" + tool_count: int + + +class ServerListFault(BaseModel): + """Why a server contributed nothing to a listing: the caller must authenticate upstream + (``auth_required``/``forbidden``), the upstream did not answer (``timeout``/``unreachable``), + the upstream answered outside its contract (``upstream_error``), or the gateway itself failed + (``internal``). ``status_code`` is the upstream HTTP status when one exists.""" + + model_config = ConfigDict(frozen=True) + tag: ListFaultCategory + status_code: int | None = None + + +ServerOutcome: TypeAlias = ServerListOk | ServerListFault + +SERVER_OUTCOMES_META_KEY = "litellm.ai/server_outcomes" +"""The tools/list result ``_meta`` key carrying per-server outcomes. Prefixed with the litellm.ai +domain per the MCP spec's ``_meta`` key format so it cannot collide with spec-reserved names.""" + + +class AggregateToolListing(NamedTuple): + tools: list[MCPTool] + outcomes: dict[str, ServerOutcome] + + +def _iter_upstream_responses(exc: BaseException) -> Iterator[httpx.Response]: + """Yield every ``httpx.Response`` in the exception tree, in the shared traversal's deliberate + order (explicit causes first, ExceptionGroup members in raise order, the incidental + ``__context__`` chain last), so a response raised while handling the real failure can never + shadow one on the explicit causal chain. Consumers apply their own predicate over the stream: + selecting the first response and THEN testing it would miss a causal auth response sitting + behind an unrelated earlier one.""" + for current in iter_exception_tree(exc): + response = getattr(current, "response", None) + if isinstance(response, httpx.Response): + yield response + + +def _find_upstream_response(exc: BaseException) -> httpx.Response | None: + return next(_iter_upstream_responses(exc), None) + + +def upstream_auth_challenge(exc: BaseException) -> tuple[int, str | None] | None: + """The first upstream 401/403 in deliberate order and its ``WWW-Authenticate`` challenge, both + read from the SAME response, so the status that picks the carrier channel and the challenge that + rides with it can never come from two different responses in the tree. Non-auth responses do not + end the scan: a causal 401 behind an unrelated 5xx must still be found, or the client never + receives the challenge it needs to re-authenticate.""" + for response in _iter_upstream_responses(exc): + if response.status_code in (401, 403): + return response.status_code, response.headers.get("www-authenticate") + return None + + +def raise_classified_list_failure( + exc: BaseException, + server_name: str, + suppress_challenge: bool = False, +) -> NoReturn: + """The one place a failed server fetch chooses its carrier: an upstream 401/403 travels as + ``MCPUpstreamAuthError`` with the upstream's own challenge preserved (a challenge is only ever + fabricated at the HTTP edge, and only for a 401), everything else as ``MCPServerListError`` with + a classified fault. Every fetch site delegates here so the two channels cannot drift apart per + call site. ``suppress_challenge`` is for dcr_bridge servers, whose upstream challenge points + clients at the wrong protected-resource metadata and must never relay.""" + auth = upstream_auth_challenge(exc) + if auth is not None: + status_code, challenge = auth + raise MCPUpstreamAuthError( + status_code=status_code, + www_authenticate=None if suppress_challenge else challenge, + server_name=server_name, + ) from exc + raise MCPServerListError(classify_list_exception(exc), server_name) from exc + + +def classify_list_exception(exc: BaseException) -> ServerListFault: + """Classify a per-server listing failure into exactly one outcome. Total: an exception this + function cannot recognize is the gateway's own fault (``internal``), never a re-raise.""" + if isinstance(exc, MCPServerListError) and isinstance(exc.fault, ServerListFault): + return exc.fault + if isinstance(exc, MCPUpstreamAuthError): + tag = "forbidden" if exc.status_code == 403 else "auth_required" + return ServerListFault(tag=tag, status_code=exc.status_code) + if isinstance(exc, TimeoutError): + return ServerListFault(tag="timeout") + if isinstance(exc, ConnectionError): + return ServerListFault(tag="unreachable") + auth = upstream_auth_challenge(exc) + if auth is not None: + status_code, _ = auth + return ServerListFault( + tag="forbidden" if status_code == 403 else "auth_required", + status_code=status_code, + ) + response = _find_upstream_response(exc) + if response is not None: + return ServerListFault(tag="upstream_error", status_code=response.status_code) + if isinstance(exc, (httpx.TimeoutException,)): + return ServerListFault(tag="timeout") + if isinstance(exc, httpx.TransportError): + return ServerListFault(tag="unreachable") + return ServerListFault(tag="internal") + + +def outcome_wire_value(outcome: ServerOutcome) -> dict[str, object]: + """The client-visible form of one outcome, for the tools/list result ``_meta`` and the REST + response: category plus status code only, never upstream prose or URLs.""" + match outcome.tag: + case "ok": + return {"status": "ok", "tool_count": outcome.tool_count} + case "auth_required" | "forbidden" | "timeout" | "unreachable" | "upstream_error" | "internal": + return { + "status": outcome.tag, + **({"http_status": outcome.status_code} if outcome.status_code is not None else {}), + } + case _: + assert_never(outcome.tag) + + +def list_fault_http_status(fault: ServerListFault) -> int: + """The truthful HTTP status for a single-upstream listing fault per RFC 9110: the upstream's own + 401/403 for auth, 504 for a timeout, 502 for an unreachable or misbehaving upstream, and 500 only + for the gateway's own failure.""" + match fault.tag: + case "auth_required": + return fault.status_code or 401 + case "forbidden": + return 403 + case "timeout": + return 504 + case "unreachable" | "upstream_error": + return 502 + case "internal": + return 500 + case _: + assert_never(fault.tag) diff --git a/litellm/proxy/_experimental/mcp_server/faults/traversal.py b/litellm/proxy/_experimental/mcp_server/faults/traversal.py new file mode 100644 index 00000000000..78e94e22e70 --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/faults/traversal.py @@ -0,0 +1,35 @@ +"""Shared exception-tree traversal for fault classification. + +Failures cross the MCP SDK's anyio task groups wrapped in ``ExceptionGroup``s and chained through +``raise ... from`` causes, so every classifier that needs an exception buried in the tree (an +upstream ``httpx.Response``, a context-window overflow) has to walk the same shapes. One traversal +with one deliberate order keeps blame assignment consistent across classifiers: explicit links are +searched before incidental ones, so an exception raised while handling the real failure can never +shadow the failure itself. +""" + +from __future__ import annotations + +from collections.abc import Iterator + + +def iter_exception_tree(exc: BaseException) -> Iterator[BaseException]: + """Yield ``exc`` and every exception reachable from it, explicit links first: each node's + ``raise ... from`` cause subtree, then ``ExceptionGroup`` members in raise order, then the + incidental ``__context__`` chain last. Cycle-safe via identity tracking, and iterative so a + deep chain cannot overflow the interpreter stack.""" + seen: set[int] = set() + stack = [exc] + while stack: + current = stack.pop() + if id(current) in seen: + continue + seen.add(id(current)) + yield current + if current.__context__ is not None: + stack.append(current.__context__) + exceptions = getattr(current, "exceptions", None) + if isinstance(exceptions, tuple): + stack.extend(reversed(exceptions)) + if current.__cause__ is not None: + stack.append(current.__cause__) diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 8b1d00c2855..8f30071eb5d 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -50,7 +50,15 @@ from litellm.llms.custom_httpx.http_handler import get_async_httpx_client from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import ( MCPRequestHandler, ) -from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError +from litellm.proxy._experimental.mcp_server.exceptions import ( + MCPServerListError, + MCPUpstreamAuthError, +) +from litellm.proxy._experimental.mcp_server.faults.list_outcomes import ( + ServerListFault, + raise_classified_list_failure, + upstream_auth_challenge, +) from litellm.proxy._experimental.mcp_server.elicitation_handler import ( MCP_ELICITATION_AVAILABLE, ) @@ -85,6 +93,9 @@ from litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchange_ ) from litellm.proxy._experimental.mcp_server.outbound_credentials.types import ( AuthorizationCodeConfig, + ClientCredentialsConfig, + CredError, + IdJagConfig, PassthroughConfig, ServerSpec, TokenExchangeConfig, @@ -201,6 +212,38 @@ def _blank_to_none(value: str | None) -> str | None: return value.strip() or None +def _uses_issuer_anchor(manual_issuer: str | None, is_discovery_auth_type: bool) -> bool: + """Whether the endpoints are authoritatively anchored to an admin-pinned issuer (RFC 8414 §3.3). + + This is the trust/provenance property, distinct from whether the ``issuer`` field is merely + populated: a trust-on-first-use discovered issuer sets ``issuer`` for token identity but is NOT + anchored, so its endpoints stay resource-rooted. Anchoring holds only when the issuer was pinned + (present on the row/config) on a discovery auth type. Every consumer of "is this anchored" reads + this one definition, so the answer cannot diverge across build paths. + """ + return _blank_to_none(manual_issuer) is not None and is_discovery_auth_type + + +def _endpoints_yield_to_issuer( + issuer: str | None, + is_discovery_auth_type: bool, + authorization_url: str | None, + token_url: str | None, + registration_url: str | None, +) -> tuple[str | None, str | None, str | None]: + """The single rule that makes an admin-configured ``issuer`` the sole authoritative endpoint + source (RFC 8414 §3.3): when it is set for a discovery auth type, the stored/manual + ``authorization_url``/``token_url``/``registration_url`` do not apply. They neither anchor nor + short-circuit discovery, never override the issuer document in the merge, and never substitute for + it when the issuer fetch fails (fail-closed). Returns the endpoint values that remain in force, + i.e. all ``None`` when issuer-anchored, else the inputs unchanged. Called at every resolution site + so the invariant holds in one place instead of being re-derived per merge. + """ + if issuer is not None and is_discovery_auth_type: + return None, None, None + return authorization_url, token_url, registration_url + + def _normalized_authorize_endpoint(url: str) -> str: """Compare authorize endpoints on scheme, host, and path only. The default port is elided and the host is lowercased so ``https://IDP.example.com:443/authorize/`` and @@ -217,6 +260,17 @@ def _normalized_authorize_endpoint(url: str) -> str: return f"{scheme}://{authority}{parsed.path.rstrip('/')}" +def _issuer_matches(claimed_issuer: object, configured_issuer: str) -> bool: + """RFC 8414 §3.3 issuer equality between the metadata document's self-attested ``issuer`` and the + admin-configured issuer, tolerant only of URL-insignificant differences (scheme/host case, the + default port, a trailing slash). A non-string or empty claimed issuer never matches, so a + document that omits ``issuer`` fails closed under issuer-anchored discovery. + """ + if not isinstance(claimed_issuer, str) or not claimed_issuer: + return False + return _normalized_authorize_endpoint(claimed_issuer) == _normalized_authorize_endpoint(configured_issuer) + + def _endpoints_corroborate_authorization_url( source_authorization_url: str | None, trusted_authorization_url: str | None, @@ -260,11 +314,27 @@ def _carry_forward_resolved_oauth_endpoints(new_server: MCPServer, previous_serv incoming build has no pinned authorize endpoint (``None`` -> we adopt the previous one too, a consistent group) or pins the same one. An admin re-pointing ``authorization_url`` to a different server must not keep serving the old server's token endpoint or granted scopes. + + When the server is issuer-anchored (``issuer_is_anchored`` -- a pinned issuer on a discovery auth + type), the endpoints come solely from the §3.3-validated issuer document, so carry-forward is + skipped entirely for its endpoints: a failed issuer fetch leaves them ``None`` and must stay + ``None`` (fail-closed), never resurrected from the previous registry entry. A merely discovered + (trust-on-first-use) issuer is NOT anchored -- ``issuer`` is set for token identity but the + endpoints are resource-rooted, so they still carry forward as last-known-good, gated by the + corroboration check below like any other resource-rooted server. Scopes stay resource-driven and + can carry either way. """ if previous_server is None: return if previous_server.url != new_server.url or previous_server.auth_type != new_server.auth_type: return + if new_server.issuer_is_anchored: + # Endpoints come solely from the §3.3-validated issuer document; a failed fetch stays + # fail-closed and must not be resurrected from the previous entry. Only the resource-driven + # scopes carry as last-known-good. + if not new_server.scopes and previous_server.scopes: + new_server.scopes = previous_server.scopes + return may_carry = _endpoints_corroborate_authorization_url( previous_server.authorization_url, new_server.authorization_url ) @@ -554,6 +624,47 @@ def _consumes_caller_authorization(server: MCPServer) -> bool: ) +_REGISTRY_DUMP_SECRET_FIELDS = frozenset( + {"authentication_token", "client_secret", "client_private_key", "aws_secret_access_key", "aws_session_token"} +) + + +def _redacted_registry_dump(servers: dict[str, MCPServer]) -> dict[str, dict[str, str]]: + """A JSON-safe view of the server registry with credential fields masked, for debug logging. + + The registry holds long-lived secrets as plain strings (the static token, OAuth client secret, + the ID-JAG signing key, AWS keys); dumping them verbatim hands the gateway's client identity to + anyone who can read debug logs. + """ + dumps: dict[str, dict[str, object]] = {server_id: server.model_dump() for server_id, server in servers.items()} + return { + server_id: { + field: ("**REDACTED**" if field in _REGISTRY_DUMP_SECRET_FIELDS and value is not None else str(value)) + for field, value in dump.items() + } + for server_id, dump in dumps.items() + } + + +def _to_server_spec_fail_closed(server: MCPServer) -> Optional[ServerSpec]: + """`to_server_spec`, except a half-configured `oauth2_id_jag` server refuses instead of deferring. + + ID-JAG has no v1 arm, so deferring to v1 would let `resolve_mcp_auth` honor a caller x-mcp-* + override or fall through to the static `authentication_token`, both of which bypass the per-user + identity assertion the mode promises. That is an operator misconfiguration, not a fallback. + """ + spec = to_server_spec(server) + if spec is None and server.auth_type == MCPAuth.oauth2_id_jag: + raise_public( + CredError.of_misconfigured( + "oauth2_id_jag requires token_exchange_endpoint, id_jag_resource_token_endpoint, " + "client_id, and a client_secret or client_private_key; refusing to fall back to " + "a static credential." + ) + ) + return spec + + def _caller_authorization_fans_out( server: MCPServer, scope_servers: Optional[list[MCPServer]], @@ -574,49 +685,14 @@ def _caller_authorization_fans_out( def _extract_upstream_auth_failure( exc: BaseException, ) -> Optional[tuple[int, Optional[str]]]: - """Walk the exception tree looking for an HTTP 401/403 response from the - upstream MCP server. + """The upstream 401/403 and its ``WWW-Authenticate`` header from the exception tree, or ``None``. - The MCP SDK wraps transport errors in anyio ``ExceptionGroup`` objects and - may chain through ``__cause__`` / ``__context__``. We inspect all of those - layers for an ``httpx.Response``-bearing exception (typically - ``httpx.HTTPStatusError``) and extract the status code and any upstream - ``WWW-Authenticate`` header. - - Returns ``(status_code, www_authenticate)`` on match, else ``None``. - """ - seen: set[int] = set() - stack: list[BaseException] = [exc] - while stack: - current = stack.pop() - if id(current) in seen: - continue - seen.add(id(current)) - - response = getattr(current, "response", None) - if response is not None: - status_code = getattr(response, "status_code", None) - if isinstance(status_code, int) and status_code in (401, 403): - www_authenticate: Optional[str] = None - headers = getattr(response, "headers", None) - if headers is not None: - try: - www_authenticate = headers.get("www-authenticate") - except Exception: - www_authenticate = None - return status_code, www_authenticate - - # anyio / PEP 654 ExceptionGroup - sub_exceptions = getattr(current, "exceptions", None) - if sub_exceptions: - stack.extend(sub_exceptions) - - if current.__cause__ is not None: - stack.append(current.__cause__) - if current.__context__ is not None and current.__context__ is not current.__cause__: - stack.append(current.__context__) - - return None + Delegates to the shared traversal in ``faults`` so every consumer (tool listing, + tool calls, the connect-time probe) selects the same response with the same deliberate order: + explicit ``raise ... from`` causes first, ExceptionGroup members in raise order, the incidental + ``__context__`` chain last. A response raised while handling the real failure can therefore never + shadow the causal one.""" + return upstream_auth_challenge(exc) def _warn_on_server_name_fields( @@ -1068,6 +1144,14 @@ class MCPServerManager: """ return self.config_mcp_servers | self.registry + def is_config_declared_server(self, server_id: str) -> bool: + """True when server_id was declared in config.yaml (present in the in-memory config map). + Config servers are rowless and persistent, so their DCR client belongs in the server-scoped + store; a rowless server that is NOT config-declared is a throwaway temp/session server whose + client must not be persisted. This never overrides the row-existence check: a server that has + a LiteLLM_MCPServerTable row is always resolved to that row first.""" + return server_id in self.config_mcp_servers + async def load_servers_from_config( self, mcp_servers_config: dict[str, Any], @@ -1137,34 +1221,48 @@ class MCPServerManager: ) auth_type = server_config.get("auth_type", None) + manual_issuer = _blank_to_none(server_config.get("issuer")) manual_authorization_url = _blank_to_none(server_config.get("authorization_url")) manual_token_url = _blank_to_none(server_config.get("token_url")) manual_registration_url = _blank_to_none(server_config.get("registration_url")) - if server_url and ( - auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES + is_discovery_auth_type = auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES + use_issuer_anchor = _uses_issuer_anchor(manual_issuer, is_discovery_auth_type) + manual_authorization_url, manual_token_url, manual_registration_url = _endpoints_yield_to_issuer( + manual_issuer, + is_discovery_auth_type, + manual_authorization_url, + manual_token_url, + manual_registration_url, + ) + should_discover = bool(server_url) and ( + is_discovery_auth_type or self._obo_needs_endpoint_discovery( auth_type, server_config.get("token_exchange_endpoint"), manual_token_url, ) - ): + ) + if not should_discover: + mcp_oauth_metadata = None + elif manual_issuer is not None and is_discovery_auth_type: + mcp_oauth_metadata = await self._fetch_issuer_anchored_oauth_metadata(manual_issuer, server_url) + else: mcp_oauth_metadata = await self._descovery_metadata( server_url=server_url, - allow_origin_fallback=auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES, + allow_origin_fallback=is_discovery_auth_type, ) - else: - mcp_oauth_metadata = None - gated_oauth_metadata = ( - _restrict_discovery_to_corroborated_authorization_server( + if use_issuer_anchor: + gated_oauth_metadata = mcp_oauth_metadata + elif is_discovery_auth_type: + gated_oauth_metadata = _restrict_discovery_to_corroborated_authorization_server( mcp_oauth_metadata, manual_authorization_url, server_name or server_id, bool(server_config.get("dcr_bridge")), ) - if auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES - else mcp_oauth_metadata - ) + else: + gated_oauth_metadata = mcp_oauth_metadata # Filter blank scopes (e.g. YAML ``scopes: [""]``) the same way the DB-build path does, so # an all-blank list normalizes to None rather than a ``("",)`` tuple that skips the @@ -1179,6 +1277,12 @@ class MCPServerManager: resolved_registration_url = manual_registration_url or ( gated_oauth_metadata.registration_url if gated_oauth_metadata else None ) + discovered_issuer = ( + gated_oauth_metadata.discovered_issuer + if gated_oauth_metadata and not gated_oauth_metadata.from_origin_fallback + else None + ) + effective_issuer = manual_issuer or discovered_issuer config_oauth2_flow = server_config.get("oauth2_flow", None) if auth_type == MCPAuth.oauth2 and config_oauth2_flow not in ( @@ -1227,6 +1331,8 @@ class MCPServerManager: client_secret=server_config.get("client_secret", None), oauth2_flow=self._explicit_oauth2_flow(config_oauth2_flow), scopes=resolved_scopes, + issuer=effective_issuer, + issuer_is_anchored=use_issuer_anchor, authorization_url=resolved_authorization_url, token_url=resolved_token_url, registration_url=resolved_registration_url, @@ -1264,6 +1370,12 @@ class MCPServerManager: "subject_token_type", DEFAULT_SUBJECT_TOKEN_TYPE, ), + # ID-JAG fields + id_jag_resource_token_endpoint=server_config.get("id_jag_resource_token_endpoint", None), + id_jag_resource=server_config.get("id_jag_resource", None), + client_private_key=server_config.get("client_private_key", None), + client_private_key_id=server_config.get("client_private_key_id", None), + client_assertion_signing_alg=server_config.get("client_assertion_signing_alg", "RS256"), token_exchange_profile=server_config.get("token_exchange_profile", "rfc8693"), allow_sampling=bool(server_config.get("allow_sampling", False)), allow_elicitation=bool(server_config.get("allow_elicitation", False)), @@ -1284,10 +1396,36 @@ class MCPServerManager: base_url=server_config.get("url", ""), ) - verbose_logger.debug(f"Loaded MCP Servers: {json.dumps(self.config_mcp_servers, indent=4, default=str)}") + verbose_logger.debug( + f"Loaded MCP Servers: {json.dumps(_redacted_registry_dump(self.config_mcp_servers), indent=4)}" + ) + + await self._hydrate_config_servers_dcr_clients() self.initialize_tool_name_to_mcp_server_name_mapping() + async def _hydrate_config_servers_dcr_clients(self) -> None: + """Overlay each config-declared server's persisted DCR client (from the server-scoped + store) onto its in-memory object so token refresh authenticates after a restart. A + best-effort no-op when the DB is unreachable at config-load time.""" + from litellm.proxy._experimental.mcp_server.discoverable_endpoints import ( # noqa: PLC0415 # circular import + hydrate_config_server_dcr_client, + ) + + for server in self.config_mcp_servers.values(): + try: + if await hydrate_config_server_dcr_client(server): + verbose_logger.debug( + "hydrated persisted DCR client onto config MCP server server_id=%s", + server.server_id, + ) + except Exception as exc: # noqa: BLE001 # best-effort hydration; never fail config load + verbose_logger.debug( + "load_servers_from_config: failed to hydrate DCR client for server_id=%s: %s", + server.server_id, + exc, + ) + async def _register_openapi_tools(self, spec_path: str, server: MCPServer, base_url: str): """ Register tools from an OpenAPI specification for a given server. @@ -1487,6 +1625,52 @@ class MCPServerManager: decrypt_global_env_var_values(env_vars_list) return env_vars_list + async def _resolve_table_oauth_metadata( + self, + *, + mcp_server: LiteLLM_MCPServerTable, + auth_type: MCPAuthType, + server_url: Optional[str], + manual_issuer: Optional[str], + manual_authorization_url: Optional[str], + manual_token_url: Optional[str], + is_discovery_auth_type: bool, + use_issuer_anchor: bool, + scopes: Optional[list[str]], + token_exchange_endpoint: Optional[str], + ) -> Optional[MCPOAuthMetadata]: + has_all_upstream_oauth_fields = bool(manual_authorization_url and manual_token_url and scopes) + needs_discovery = bool(server_url) and ( + (is_discovery_auth_type and not has_all_upstream_oauth_fields) + or self._obo_needs_endpoint_discovery(auth_type, token_exchange_endpoint, manual_token_url) + ) + if not needs_discovery: + mcp_oauth_metadata: Optional[MCPOAuthMetadata] = None + elif use_issuer_anchor and manual_issuer is not None: + mcp_oauth_metadata = await self._fetch_issuer_anchored_oauth_metadata(manual_issuer, server_url) + else: + mcp_oauth_metadata = await self._descovery_metadata( + server_url=server_url, # type: ignore[arg-type] + allow_origin_fallback=is_discovery_auth_type, + ) + if needs_discovery and not use_issuer_anchor and mcp_oauth_metadata is None: + verbose_logger.warning( + "MCP OAuth discovery yielded no metadata for server %s (%s); " + "OAuth endpoints/scopes stay unresolved until a rebuild succeeds", + mcp_server.server_id, + server_url, + ) + if use_issuer_anchor: + return mcp_oauth_metadata + if is_discovery_auth_type: + return _restrict_discovery_to_corroborated_authorization_server( + mcp_oauth_metadata, + manual_authorization_url, + mcp_server.server_id, + bool(getattr(mcp_server, "dcr_bridge", None)), + ) + return mcp_oauth_metadata + async def build_mcp_server_from_table( self, mcp_server: LiteLLM_MCPServerTable, @@ -1570,46 +1754,38 @@ class MCPServerManager: auth_type = cast(MCPAuthType, mcp_server.auth_type) server_url = mcp_server.url + manual_issuer = _blank_to_none(mcp_server.issuer) manual_authorization_url = _blank_to_none(mcp_server.authorization_url) manual_token_url = _blank_to_none(mcp_server.token_url) manual_registration_url = _blank_to_none(mcp_server.registration_url) - has_all_upstream_oauth_fields = bool(manual_authorization_url and manual_token_url and scopes) - needs_discovery = bool(server_url) and ( - (auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES and not has_all_upstream_oauth_fields) - or self._obo_needs_endpoint_discovery( - auth_type, - mcp_server.token_exchange_endpoint - or (credentials_dict.get("token_exchange_endpoint") if credentials_dict else None), - manual_token_url, - ) + is_discovery_auth_type = auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES + use_issuer_anchor = _uses_issuer_anchor(manual_issuer, is_discovery_auth_type) + manual_authorization_url, manual_token_url, manual_registration_url = _endpoints_yield_to_issuer( + manual_issuer, is_discovery_auth_type, manual_authorization_url, manual_token_url, manual_registration_url ) - mcp_oauth_metadata = ( - await self._descovery_metadata( - server_url=server_url, # type: ignore[arg-type] - allow_origin_fallback=auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES, - ) - if needs_discovery - else None + token_exchange_endpoint = mcp_server.token_exchange_endpoint or ( + credentials_dict.get("token_exchange_endpoint") if credentials_dict else None ) - if needs_discovery and mcp_oauth_metadata is None: - verbose_logger.warning( - "MCP OAuth discovery yielded no metadata for server %s (%s); " - "OAuth endpoints/scopes stay unresolved until a rebuild succeeds", - mcp_server.server_id, - server_url, - ) - gated_oauth_metadata = ( - _restrict_discovery_to_corroborated_authorization_server( - mcp_oauth_metadata, - manual_authorization_url, - mcp_server.server_id, - bool(getattr(mcp_server, "dcr_bridge", None)), - ) - if auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES - else mcp_oauth_metadata + gated_oauth_metadata = await self._resolve_table_oauth_metadata( + mcp_server=mcp_server, + auth_type=auth_type, + server_url=server_url, + manual_issuer=manual_issuer, + manual_authorization_url=manual_authorization_url, + manual_token_url=manual_token_url, + is_discovery_auth_type=is_discovery_auth_type, + use_issuer_anchor=use_issuer_anchor, + scopes=scopes, + token_exchange_endpoint=token_exchange_endpoint, ) resolved_scopes = scopes or (gated_oauth_metadata.scopes if gated_oauth_metadata else None) + discovered_issuer = ( + gated_oauth_metadata.discovered_issuer + if gated_oauth_metadata and not gated_oauth_metadata.from_origin_fallback + else None + ) + effective_issuer = manual_issuer or discovered_issuer new_server = MCPServer( server_id=mcp_server.server_id, @@ -1629,6 +1805,8 @@ class MCPServerManager: client_secret=client_secret_value or getattr(mcp_server, "client_secret", None), oauth2_flow=self._explicit_oauth2_flow(getattr(mcp_server, "oauth2_flow", None)), scopes=resolved_scopes, + issuer=effective_issuer, + issuer_is_anchored=use_issuer_anchor, authorization_url=manual_authorization_url or getattr(gated_oauth_metadata, "authorization_url", None), token_url=manual_token_url or getattr(gated_oauth_metadata, "token_url", None), registration_url=manual_registration_url or getattr(gated_oauth_metadata, "registration_url", None), @@ -1671,6 +1849,21 @@ class MCPServerManager: subject_token_type=mcp_server.subject_token_type or (credentials_dict.get("subject_token_type") if credentials_dict else None) or DEFAULT_SUBJECT_TOKEN_TYPE, + # ID-JAG fields — read from credentials JSON blob + id_jag_resource_token_endpoint=( + credentials_dict.get("id_jag_resource_token_endpoint") if credentials_dict else None + ), + id_jag_resource=(credentials_dict.get("id_jag_resource") if credentials_dict else None), + client_private_key=self._decrypt_credential_field( + credentials_dict.get("client_private_key") if credentials_dict else None, + "client_private_key", + credentials_are_encrypted, + ), + client_private_key_id=(credentials_dict.get("client_private_key_id") if credentials_dict else None), + client_assertion_signing_alg=( + credentials_dict.get("client_assertion_signing_alg") if credentials_dict else None + ) + or "RS256", token_exchange_profile=mcp_server.token_exchange_profile or (credentials_dict.get("token_exchange_profile") if credentials_dict else None) or "rfc8693", @@ -1688,10 +1881,12 @@ class MCPServerManager: await self._persist_discovered_oauth_endpoints( server_id=mcp_server.server_id, auth_type=auth_type, + existing_issuer=manual_issuer, existing_authorization_url=manual_authorization_url, existing_token_url=manual_token_url, existing_scopes=scopes, metadata=gated_oauth_metadata, + is_issuer_anchored=use_issuer_anchor, ) return new_server @@ -1735,10 +1930,12 @@ class MCPServerManager: *, server_id: str, auth_type: MCPAuthType | None, + existing_issuer: str | None, existing_authorization_url: str | None, existing_token_url: str | None, existing_scopes: list[str] | None, metadata: MCPOAuthMetadata | None, + is_issuer_anchored: bool = False, ) -> None: """Write freshly discovered OAuth endpoints back onto the DB row. @@ -1752,19 +1949,37 @@ class MCPServerManager: because ``_dcr_bridge_relays_client_registration`` keys off that column. Best-effort: a failed write re-discovers on the next build. Scopes go through ``update_mcp_server`` so they merge into the credentials blob without touching the stored client credentials. + + For an issuer-anchored server (``is_issuer_anchored``) the endpoints are re-derived from the + §3.3-validated issuer document on every build, so they are NOT persisted into the endpoint + columns: persisting them would make the next build see populated endpoints and treat them as + authoritative stored values, defeating the "endpoints come solely from the issuer" invariant. + Only the resource-driven scopes are persisted for such servers. """ if auth_type not in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES: return if metadata is None or metadata.from_origin_fallback: return + issuer_update = ( + {"issuer": metadata.discovered_issuer} if metadata.discovered_issuer and not existing_issuer else {} + ) authorization_url_update = ( {"authorization_url": metadata.authorization_url} - if metadata.authorization_url and not existing_authorization_url + if metadata.authorization_url and not existing_authorization_url and not is_issuer_anchored + else {} + ) + token_url_update = ( + {"token_url": metadata.token_url} + if metadata.token_url and not existing_token_url and not is_issuer_anchored else {} ) - token_url_update = {"token_url": metadata.token_url} if metadata.token_url and not existing_token_url else {} scopes_update = {"credentials": {"scopes": metadata.scopes}} if metadata.scopes and not existing_scopes else {} - updates: dict[str, object] = {**authorization_url_update, **token_url_update, **scopes_update} + updates: dict[str, object] = { + **issuer_update, + **authorization_url_update, + **token_url_update, + **scopes_update, + } if not updates: return from litellm.proxy._experimental.mcp_server.db import ( # noqa: PLC0415 # db.py imports this module at load @@ -2525,13 +2740,18 @@ class MCPServerManager: ) if not conflicts: return auth, extra_headers - if isinstance(spec.config, (TokenExchangeConfig, AuthorizationCodeConfig)): - # The resolver owns the per-user credential here (token_exchange's exchanged - # token, authorization_code's stored token). It is authoritative: a guardrail such - # as MCPJWTSigner, static_headers, or any other injected Authorization must NOT - # shadow it (otherwise the upstream gets e.g. the signer's JWT instead of the - # exchanged token and rejects it). Drop the conflicting header so the resolved - # token reaches upstream. + if isinstance( + spec.config, + (TokenExchangeConfig, AuthorizationCodeConfig, IdJagConfig, ClientCredentialsConfig), + ): + # The resolver owns the credential here (token_exchange's exchanged token, + # authorization_code's stored token, id_jag's minted assertion, + # client_credentials' gateway-minted M2M token). It is authoritative: a + # guardrail such as MCPJWTSigner, static_headers, or any other injected + # Authorization must NOT shadow it (otherwise the upstream gets e.g. the + # signer's JWT instead of the minted token and rejects it, and for M2M the + # one-shot 401 refetch is lost with it). Drop the conflicting header so the + # resolved token reaches upstream. return auth, _without_authorization(extra_headers) # Other modes: an Authorization already supplied via extra_headers (a forwarded caller # header or static_headers) is intentional and wins; v1 applies those last. @@ -2618,20 +2838,23 @@ class MCPServerManager: Configured MCP client instance. """ transport = server.transport or MCPTransport.sse - spec = None if transport == MCPTransport.stdio else to_server_spec(server) + spec = None if transport == MCPTransport.stdio else _to_server_spec_fail_closed(server) provider = cred_provider or self._cred_provider # A caller-supplied per-request override (mcp_auth_header / x-mcp-*) defers to the v1 path # so it wins - except for the modes the v2 resolver owns per-caller (authorization_code's - # stored token, token_exchange's RFC 8693 minted token, and the passthrough modes' - # forwarded caller token). A caller must not be able to substitute another user's stored - # credential, nor silently disable the OBO exchange and forward an arbitrary bearer - # upstream, so we keep the v2 spec and ignore the override for these; the REST tools - # preview supplies its not-yet-persisted token through the resolver (cred_provider), - # never this path. + # stored token, token_exchange's RFC 8693 minted token, id_jag's minted assertion, and the + # passthrough modes' forwarded caller token). A caller must not be able to substitute another + # user's stored credential, nor silently disable the OBO / ID-JAG exchange and forward an + # arbitrary bearer upstream, so we keep the v2 spec and ignore the override for these; the + # REST tools preview supplies its not-yet-persisted token through the resolver + # (cred_provider), never this path. if ( spec is not None and mcp_auth_header - and not isinstance(spec.config, (AuthorizationCodeConfig, PassthroughConfig, TokenExchangeConfig)) + and not isinstance( + spec.config, + (AuthorizationCodeConfig, IdJagConfig, PassthroughConfig, TokenExchangeConfig), + ) ): spec = None auth_value = ( @@ -2904,10 +3127,12 @@ class MCPServerManager: server_name=server.name, ) from e verbose_logger.warning(f"Failed to get tools from server {server.name}: {str(e)}") - return [] + raise MCPServerListError(ServerListFault(tag="internal", status_code=e.status_code), server.name) from e + except MCPServerListError: + raise except Exception as e: verbose_logger.warning(f"Failed to get tools from server {server.name}: {str(e)}") - return [] + raise_classified_list_failure(e, server.name, suppress_challenge=server.is_dcr_bridge) async def get_prompts_from_server( self, @@ -3337,8 +3562,41 @@ class MCPServerManager: return metadata return None + async def _fetch_issuer_anchored_oauth_metadata( + self, issuer: str, server_url: Optional[str] + ) -> Optional[MCPOAuthMetadata]: + """RFC 8414 issuer-anchored discovery for the OAuth endpoints, with resource-driven scopes. + + Fetch authorization-server metadata from the admin-configured issuer's own origin and adopt + its ``token_endpoint``/``registration_endpoint`` only when the document self-attests that same + issuer (RFC 8414 §3.3). Because the trust anchor is the pinned issuer rather than anything the + MCP resource advertises, the endpoints are authoritative for that issuer and cannot be + substituted by a compromised resource. Fails closed (returns None) on a §3.3 mismatch or a + fetch failure. The issuer is passed as its own ``server_url`` so the endpoint fetch is treated + as same-authority and is not subject to the resource-scoped SSRF shortcut. + + Scopes are NOT taken from the issuer document. Per the MCP authorization spec Scope Selection + Strategy and RFC 9728, the scopes a client requests are resource-driven (the WWW-Authenticate + challenge or the protected-resource ``scopes_supported``), so the resource's advertised scopes + are fetched separately and used; the resource can influence only the requested scope, which + the authorization server and user consent bound (RFC 6749 §3.3), never the token endpoint. + """ + metadata = await self._fetch_single_authorization_server_metadata(issuer, issuer, require_issuer=issuer) + if metadata is None: + verbose_logger.warning( + "MCP OAuth issuer-anchored discovery for issuer %s yielded no metadata whose issuer " + "matched (RFC 8414 §3.3); OAuth endpoints stay unresolved until a rebuild succeeds", + issuer, + ) + return None + resource_metadata = ( + await self._descovery_metadata(server_url, allow_origin_fallback=False) if server_url else None + ) + resource_scopes = resource_metadata.scopes if resource_metadata else None + return metadata.model_copy(update={"scopes": resource_scopes}) + async def _fetch_single_authorization_server_metadata( - self, issuer_url: str, server_url: str + self, issuer_url: str, server_url: str, require_issuer: Optional[str] = None ) -> Optional[MCPOAuthMetadata]: try: parsed = urlparse(issuer_url) @@ -3382,20 +3640,33 @@ class MCPServerManager: ) continue - scopes = self._extract_scopes(data.get("scopes_supported")) + claimed_issuer = data.get("issuer") verbose_logger.debug( "Authorization server metadata from %s: issuer=%s grant_types_supported=%s " "token_endpoint_auth_methods_supported=%s", url, - data.get("issuer"), + claimed_issuer, data.get("grant_types_supported"), data.get("token_endpoint_auth_methods_supported"), ) + if require_issuer is not None and not _issuer_matches(claimed_issuer, require_issuer): + verbose_logger.warning( + "MCP OAuth issuer-anchored discovery: metadata at %s self-attests issuer %r, which " + "does not match the configured issuer %r (RFC 8414 §3.3); rejecting so a compromised " + "resource cannot substitute an attacker authorization server", + url, + claimed_issuer, + require_issuer, + ) + continue + + scopes = self._extract_scopes(data.get("scopes_supported")) metadata = MCPOAuthMetadata( scopes=scopes, authorization_url=data.get("authorization_endpoint"), token_url=data.get("token_endpoint"), registration_url=data.get("registration_endpoint"), + discovered_issuer=claimed_issuer if isinstance(claimed_issuer, str) and claimed_issuer else None, ) if any( @@ -3493,16 +3764,17 @@ class MCPServerManager: Uses anyio.fail_after() instead of asyncio.wait_for() to avoid conflicts with the MCP SDK's anyio TaskGroup. See GitHub issue #20715 for details. - An upstream HTTP 401 is converted into :class:`MCPUpstreamAuthError` - instead of being swallowed to an empty tool list, regardless of the - server's auth_type. Callers route it by surface: the single-server HTTP - routes turn it into a 401 + ``WWW-Authenticate`` challenge so standards- - compliant MCP clients trigger the upstream OAuth flow, while the - multi-server ``/mcp`` aggregator absorbs it to an empty list so one - unauthenticated server doesn't fail the whole listing. Only a 401 - (missing/invalid credential) drives the re-auth challenge; a 403 - (authenticated but forbidden, e.g. insufficient scope) is not a re-auth - signal and, like other non-auth errors, returns an empty list. + Failures never return an empty tool list. An upstream 401 or 403 raises + :class:`MCPUpstreamAuthError` carrying the upstream's own + ``WWW-Authenticate`` challenge when one was sent (a challenge is only + ever fabricated at the HTTP edge, and only for a 401: a 403 means the + caller is authenticated but not allowed, so prompting re-auth would be + wrong, while an upstream-sent 403 challenge is the RFC 6750 + insufficient_scope step-up and relays verbatim). Every other failure + raises :class:`MCPServerListError` with a classified fault. Each + boundary then applies its own policy: single-server routes relay the + truthful status, the multi-server aggregator absorbs the failure into + that server's listing outcome. Args: client: MCP client instance @@ -3516,27 +3788,18 @@ class MCPServerManager: tools = await client.list_tools(raise_on_error=True) verbose_logger.debug(f"Tools from {server_name}: {tools}") return tools - except TimeoutError: + except TimeoutError as e: verbose_logger.warning(f"Timeout while listing tools from {server_name}") - return [] - except asyncio.CancelledError: + raise MCPServerListError(ServerListFault(tag="timeout"), server_name) from e + except asyncio.CancelledError as e: verbose_logger.warning(f"Task cancelled while listing tools from {server_name}") - return [] + raise MCPServerListError(ServerListFault(tag="internal"), server_name) from e except ConnectionError as e: verbose_logger.warning(f"Connection error while listing tools from {server_name}: {str(e)}") - return [] + raise MCPServerListError(ServerListFault(tag="unreachable"), server_name) from e except Exception as e: - auth_info = _extract_upstream_auth_failure(e) - if auth_info is not None and auth_info[0] == 401: - _, www_authenticate = auth_info - verbose_logger.info(f"Upstream auth failure from MCP server {server_name}: HTTP 401") - raise MCPUpstreamAuthError( - status_code=401, - www_authenticate=www_authenticate, - server_name=server_name, - ) from e verbose_logger.warning(f"Error listing tools from {server_name}: {str(e)}") - return [] + raise_classified_list_failure(e, server_name) _SHORT_PREFIX_MAX_REHASH_ATTEMPTS = 1024 @@ -4120,10 +4383,13 @@ class MCPServerManager: if server_auth_header is None: server_auth_header = mcp_auth_header - # Extract subject token for OAuth2 Token Exchange (OBO) flow + # Extract subject token for OAuth2 Token Exchange (OBO) and ID-JAG flows subject_token: Optional[str] = None extra_headers: Optional[dict[str, str]] = None - if mcp_server.auth_type == MCPAuth.oauth2_token_exchange: + if mcp_server.auth_type in ( + MCPAuth.oauth2_token_exchange, + MCPAuth.oauth2_id_jag, + ): subject_token = self._extract_bearer_token(oauth2_headers, raw_headers) elif mcp_server.auth_type == MCPAuth.oauth2: if mcp_server.has_client_credentials: @@ -4225,10 +4491,10 @@ class MCPServerManager: arguments=arguments, ) - if mcp_server.auth_type == MCPAuth.oauth2_token_exchange and subject_token: - # OBO: the exchanged token may have been revoked/rotated upstream since it was cached, so - # an upstream 401 gets one re-mint + retry. Gated to this mode; all others keep the plain - # single call below. + if mcp_server.auth_type in (MCPAuth.oauth2_token_exchange, MCPAuth.oauth2_id_jag) and subject_token: + # OBO / ID-JAG: the exchanged token may have been revoked/rotated upstream since it was + # cached, so an upstream 401 gets one invalidate + re-mint + retry. Gated to these modes; + # all others keep the plain single call below. async def _obo_call_tool_limited(): async with self._limit_outbound_concurrency(mcp_server): return await self._obo_call_tool_with_retry( @@ -4779,6 +5045,8 @@ class MCPServerManager: verbose_logger.debug("MCP registry refreshed (%s servers in registry)", len(registered_registry)) + await self._hydrate_config_servers_dcr_clients() + def get_mcp_servers_from_ids(self, server_ids: list[str]) -> list[MCPServer]: servers = [] registry = self.get_registry() @@ -5116,6 +5384,7 @@ class MCPServerManager: command=getattr(server, "command", None), args=getattr(server, "args", None) or [], env=getattr(server, "env", None) or {}, + issuer=server.issuer, authorization_url=server.authorization_url, token_url=server.token_url, registration_url=server.registration_url, @@ -5225,6 +5494,7 @@ class MCPServerManager: command=getattr(server, "command", None), args=getattr(server, "args", None) or [], env=getattr(server, "env", None) or {}, + issuer=server.issuer, authorization_url=server.authorization_url, token_url=server.token_url, registration_url=server.registration_url, diff --git a/litellm/proxy/_experimental/mcp_server/oauth_utils.py b/litellm/proxy/_experimental/mcp_server/oauth_utils.py index 6edb22dd858..53686e329bb 100644 --- a/litellm/proxy/_experimental/mcp_server/oauth_utils.py +++ b/litellm/proxy/_experimental/mcp_server/oauth_utils.py @@ -132,6 +132,18 @@ def get_request_base_url(request: Request) -> str: return urlunparse((scheme, _strip_default_port(scheme, netloc), parsed.path, "", "", "")) +def well_known_root_suffix() -> str: + """The ``SERVER_ROOT_PATH`` segment inserted into a ``.well-known`` path (RFC 8414 / 9728 + path insertion), empty for a root-mounted proxy or an explicit ``/``. + + The discovery route registrations and the 401 challenges that advertise those routes both + derive their path from this one function, so the ``resource_metadata`` URL a client is told + to fetch cannot drift from the route that actually serves it. + """ + root = os.getenv("SERVER_ROOT_PATH", "") + return "" if root == "/" else root + + def validate_loopback_redirect_uri(redirect_uri: str) -> None: """Require a loopback ``redirect_uri`` (OAuth 2.1 §4.1.2.1 + RFC 8252 §7.3 native-app pattern). MCP clients are native apps that listen on @@ -453,7 +465,10 @@ def _raise_trusted_redirect_uri_rejected( "Align the proxy public URL with the browser URL. Set PROXY_BASE_URL to your " "HTTPS origin (e.g. https://litellm.example.com), or enable " "general_settings.use_x_forwarded_for with mcp_trusted_proxy_ranges for your " - "ingress. Verify: curl https:///.well-known/oauth-authorization-server " + "ingress. If the redirect_uri is a legitimate separate-origin OAuth client " + "(e.g. a web app registering with the proxy from another host via dynamic client " + f"registration), add its origin to {_TRUSTED_REDIRECT_ORIGINS_ENV}. " + "Verify: curl https:///.well-known/oauth-authorization-server " "| jq .issuer — issuer must match window.location.origin in the UI." ) diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/__init__.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/__init__.py index 73166a45d6e..2bdb8770e4e 100644 --- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/__init__.py +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/__init__.py @@ -31,10 +31,14 @@ from litellm.proxy._experimental.mcp_server.outbound_credentials.types import ( AwsCredentialSource, AwsSigV4Config, Byok, + ClientAuth, ClientCredentialsConfig, + ClientSecretAuth, CredError, + IdJagConfig, NoneConfig, PassthroughConfig, + PrivateKeyJwtAuth, ServerSpec, SharedKey, StaticKeys, @@ -59,6 +63,10 @@ __all__ = [ "AuthorizationCodeConfig", "ClientCredentialsConfig", "TokenExchangeConfig", + "IdJagConfig", + "ClientAuth", + "PrivateKeyJwtAuth", + "ClientSecretAuth", "ApiKeyConfig", "ApiKeySource", "SharedKey", diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py index e87e8081ced..565c489e77c 100644 --- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py @@ -21,9 +21,14 @@ from typing_extensions import assert_never from litellm.proxy._experimental.mcp_server.outbound_credentials.types import ( ApiKeyConfig, AuthorizationCodeConfig, + ClientAuth, + ClientCredentialsConfig, + ClientSecretAuth, CredError, + IdJagConfig, NoneConfig, PassthroughConfig, + PrivateKeyJwtAuth, ServerSpec, SharedKey, Subject, @@ -35,6 +40,9 @@ if TYPE_CHECKING: from litellm.proxy._types import UserAPIKeyAuth from litellm.types.mcp_server.mcp_server_manager import MCPServer +_TOKEN_EXCHANGE_SUBJECT_TOKEN_DEFAULT = "urn:ietf:params:oauth:token-type:access_token" +_ID_JAG_SUBJECT_TOKEN_DEFAULT = "urn:ietf:params:oauth:token-type:id_token" + def to_subject(user_api_key_auth: Optional[UserAPIKeyAuth], subject_token: Optional[str]) -> Subject: """Map v1's authenticated principal onto the resolver's Subject. @@ -63,10 +71,10 @@ def to_server_spec(server: MCPServer) -> Optional[ServerSpec]: an ``assert_never`` tail, so a newly added auth mode fails the type gate here until it is explicitly mapped or explicitly deferred, rather than silently falling through to v1. Live modes: ``none``, the static-header family (``api_key`` plus the Authorization schemes, - all shared-key), ``oauth2`` per-user tokens (``authorization_code``), ``oauth2_token_exchange`` - (OBO), and the client-forwarded token modes ``true_passthrough`` / ``oauth_delegate`` - (``PassthroughConfig``); client_credentials (M2M), delegated/passthrough oauth2, and SigV4 - return None and stay on v1. + all shared-key), ``oauth2`` per-user tokens (``authorization_code``), ``oauth2`` M2M + (``client_credentials``), ``oauth2_token_exchange`` (OBO), and the client-forwarded token + modes ``true_passthrough`` / ``oauth_delegate`` (``PassthroughConfig``); delegated/passthrough + oauth2 and SigV4 return None and stay on v1. """ if server.is_byok: return None # per-user BYOK source not migrated yet -> defer to v1 (any auth_type) @@ -88,14 +96,9 @@ def to_server_spec(server: MCPServer) -> Optional[ServerSpec]: case MCPAuth.basic: return _shared_key_spec(server, resource, "Authorization", "Basic", encode=True) case MCPAuth.oauth2: - if server.needs_user_oauth_token and not server.delegate_auth_to_upstream: - return ServerSpec( - server_id=server.server_id, - resource=resource, - config=AuthorizationCodeConfig(), - ) - # client_credentials (M2M) and delegate/passthrough oauth2 stay on v1 - return None + return _oauth2_spec(server, resource) + case MCPAuth.oauth2_id_jag: + return _id_jag_spec(server, resource) case MCPAuth.true_passthrough | MCPAuth.oauth_delegate: return ServerSpec(server_id=server.server_id, resource=resource, config=PassthroughConfig()) case MCPAuth.oauth2_token_exchange: @@ -105,6 +108,47 @@ def to_server_spec(server: MCPServer) -> Optional[ServerSpec]: assert_never(auth_type) +def _oauth2_spec(server: MCPServer, resource: str) -> ServerSpec | None: + """Dispatch the oauth2 auth_type across its sub-modes: M2M, gateway-managed interactive, or v1. + + ``client_credentials`` (the explicit ``oauth2_flow`` opt-in) builds the M2M spec, per-user + ``authorization_code`` without upstream delegation builds the interactive spec, and the + delegate/passthrough shapes defer to v1 (None). + """ + if server.has_client_credentials: + return _client_credentials_spec(server, resource) + if server.needs_user_oauth_token and not server.delegate_auth_to_upstream: + return ServerSpec( + server_id=server.server_id, + resource=resource, + config=AuthorizationCodeConfig(), + ) + return None + + +def _client_credentials_spec(server: MCPServer, resource: str) -> ServerSpec: + """Build a client_credentials (M2M) spec; the explicit ``oauth2_flow`` opt-in owns the server. + + Missing grant fields (``client_id``/``client_secret``/``token_url``) are NOT a reason to defer: + v1 would connect unauthenticated and the upstream's 401 gets absorbed into an empty tool list, + so the arm fails closed with ``misconfigured`` instead, naming the missing fields (mirrors the + OBO ownership rule). ``audience`` is forwarded only when the operator set it; a missing one is + omitted, not derived, since a fabricated value risks the IdP rejecting the grant. + """ + return ServerSpec( + server_id=server.server_id, + resource=resource, + config=ClientCredentialsConfig( + client_id=server.client_id, + client_secret=SecretStr(server.client_secret) if server.client_secret else None, + token_url=server.token_url, + scopes=tuple(server.scopes or ()), + audience=server.audience, + token_endpoint_auth_method=server.token_endpoint_auth_method, + ), + ) + + def _token_exchange_spec(server: MCPServer, resource: str) -> Optional[ServerSpec]: """Build a token_exchange (OBO) spec, or defer (None) when it is not OBO-configured. @@ -167,6 +211,58 @@ def _shared_key_spec( ) +def _id_jag_spec(server: MCPServer, resource: str) -> Optional[ServerSpec]: + """Build an ID-JAG spec from the v1 server's raw fields, or defer (None) if half-configured. + + The enum already routes here, but a server missing an endpoint, ``client_id``, or any client-auth + secret would make ``IdJagConfig`` raise at construction; returning None instead defers to v1 so a + partially configured server does not 500. ``token_exchange_endpoint`` is leg 1 (the IdP org AS); + leg 2 is ``id_jag_resource_token_endpoint`` (the upstream resource AS). + """ + org_token_endpoint = server.token_exchange_endpoint + resource_token_endpoint = server.id_jag_resource_token_endpoint + client_id = server.client_id + client_auth = _id_jag_client_auth(server) + if not org_token_endpoint or not resource_token_endpoint or not client_id or client_auth is None: + return None + return ServerSpec( + server_id=server.server_id, + resource=resource, + config=IdJagConfig( + org_token_endpoint=org_token_endpoint, + resource_token_endpoint=resource_token_endpoint, + client_id=client_id, + client_auth=client_auth, + subject_token_type=_id_jag_subject_token_type(server), + audience=server.audience, + resource=server.id_jag_resource, + scopes=tuple(server.scopes or ()), + ), + ) + + +def _id_jag_client_auth(server: MCPServer) -> Optional[ClientAuth]: + """Private-key JWT when a key is configured, else client_secret, else None (defer to v1).""" + if server.client_private_key: + return PrivateKeyJwtAuth( + private_key=SecretStr(server.client_private_key), + key_id=server.client_private_key_id, + signing_alg=server.client_assertion_signing_alg, + ) + if server.client_secret: + return ClientSecretAuth(client_secret=SecretStr(server.client_secret)) + return None + + +def _id_jag_subject_token_type(server: MCPServer) -> str: + """ID-JAG asserts the user's id_token, so the token-exchange access_token default maps to id_token; + an explicitly configured value (e.g. a SAML2 assertion type) is honored verbatim.""" + configured = server.subject_token_type + if configured and configured != _TOKEN_EXCHANGE_SUBJECT_TOKEN_DEFAULT: + return configured + return _ID_JAG_SUBJECT_TOKEN_DEFAULT + + def raise_public(error: CredError) -> NoReturn: """Map a resolver CredError onto the proxy's public HTTP contract. The one edge that raises.""" match error.tag: diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py new file mode 100644 index 00000000000..9be1121126a --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py @@ -0,0 +1,348 @@ +"""The ``client_credentials`` (M2M) arm's token source and retrying bearer auth. + +Implements the client-credentials behavior contract for the v2 resolver: + +- **Acquisition**: POST ``grant_type=client_credentials`` to the configured token endpoint with + the configured scopes and (when set) the IdP's ``audience`` parameter, authenticating the + client per ``token_endpoint_auth_method`` (RFC 6749 section 2.3.1, shared helper). +- **Caching**: tokens are cached per ``(client identity, server)`` where the identity key hashes + ``token_url`` / ``client_id`` / ``client_secret`` / auth method / scopes / audience — rotating + or re-scoping the credentials changes the key, so a stale token can never be served for the + new identity (the contract's rotation-invalidation clause). +- **Expiry**: the cache TTL respects ``expires_in`` minus a skew so an entry lapses before the + real token does; a response with no ``expires_in`` is cached briefly + (``default_ttl_seconds``), not assumed long-lived. No refresh_token is ever expected. +- **401 recovery**: ``ClientCredentialsBearerAuth`` retries an upstream request exactly once + after a 401 — discard the cached token, mint a fresh one, resend; a second failure surfaces + the upstream's own auth error unchanged. +- **No user context**: nothing here reads a ``Subject``; every caller shares the one client + identity. + +The token-endpoint POST is injected (``M2MTokenEndpointPost``) so the grant orchestration is +testable without a live IdP; ``post_client_credentials_grant`` is the httpx edge and the one +place the untyped response boundary is contained. Failures are values: the source returns +``Result[OAuthToken, CredError]``; only the httpx edge touches exceptions. +""" + +from __future__ import annotations + +import asyncio +import hashlib +import time +from collections.abc import AsyncGenerator, Awaitable, Callable, Generator +from dataclasses import dataclass +from typing import Annotated, Literal + +import httpx +from pydantic import BaseModel, ConfigDict, Field, SecretStr, TypeAdapter, ValidationError +from typing_extensions import assert_never + +from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import ( + InMemoryTokenCacheBackend, + OAuthToken, + TokenCacheBackend, +) +from litellm.proxy._experimental.mcp_server.outbound_credentials.result import ( + Error, + Ok, + Result, +) +from litellm.proxy._experimental.mcp_server.outbound_credentials.types import ( + ClientCredentialsConfig, + CredError, +) + + +class TokenEndpointSuccess(BaseModel): + """The endpoint returned a JSON object; field validation is the caller's job.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["success"] = "success" + body: dict[str, object] + + +class TokenEndpointDenied(BaseModel): + """The endpoint answered but did not grant a token (an HTTP error or a non-JSON body).""" + + model_config = ConfigDict(frozen=True) + tag: Literal["denied"] = "denied" + status_code: int + detail: str + + +class TokenEndpointUnreachable(BaseModel): + """The endpoint could not be reached (DNS, TLS, connect/read failure).""" + + model_config = ConfigDict(frozen=True) + tag: Literal["unreachable"] = "unreachable" + detail: str + + +TokenEndpointOutcome = Annotated[ + TokenEndpointSuccess | TokenEndpointDenied | TokenEndpointUnreachable, + Field(discriminator="tag"), +] + +M2MTokenEndpointPost = Callable[[str, "dict[str, str]", "dict[str, str]"], Awaitable[TokenEndpointOutcome]] + + +_TOKEN_BODY_ADAPTER: TypeAdapter[dict[str, object]] = TypeAdapter(dict[str, object]) + + +async def post_client_credentials_grant( + url: str, form: dict[str, str], headers: dict[str, str] +) -> TokenEndpointOutcome: + """POST the grant to the token endpoint and classify the transport outcome. + + The httpx edge: litellm's handler is partially typed (and raises ``HTTPStatusError`` itself on + a 4xx/5xx), so the untyped boundary is contained here and every field the caller reads comes + out of a validated ``TokenEndpointOutcome``. + """ + from litellm.llms.custom_httpx.http_handler import ( # noqa: PLC0415 # defer heavy handler import to call time + get_async_httpx_client, # pyright: ignore[reportUnknownVariableType] # handler is partially typed + ) + from litellm.types.llms.custom_http import httpxSpecialProvider # noqa: PLC0415 # deferred with the handler import + + try: + client = get_async_httpx_client(llm_provider=httpxSpecialProvider.Oauth2Check) + response = await client.post( # pyright: ignore[reportUnknownMemberType, reportUnknownVariableType] # handler is partially typed + url, headers={"Accept": "application/json", **headers}, data=form + ) + except httpx.HTTPStatusError as status_err: + status_code = status_err.response.status_code + return TokenEndpointDenied(status_code=status_code, detail=f"token endpoint returned HTTP {status_code}") + except Exception as exc: # noqa: BLE001 # any transport failure is the same outcome: unreachable + return TokenEndpointUnreachable(detail=str(exc)) + if not isinstance(response, httpx.Response): + return TokenEndpointUnreachable(detail="token endpoint returned no response") + try: + body = _TOKEN_BODY_ADAPTER.validate_json(response.content) + except ValidationError: + return TokenEndpointDenied( + status_code=response.status_code, detail="token endpoint returned a non-JSON-object body" + ) + return TokenEndpointSuccess(body=body) + + +def _parse_expires_in(raw: object) -> int | None: + if isinstance(raw, bool): + return None + if isinstance(raw, int): + return raw + if isinstance(raw, str): + try: + return int(raw) + except ValueError: + return None + return None + + +def _parse_granted_scopes(raw: object) -> tuple[str, ...] | None: + return tuple(raw.split()) if isinstance(raw, str) and raw else None + + +@dataclass(frozen=True, slots=True) +class _PreparedGrant: + """A validated, ready-to-POST grant plus the identity key its token caches under.""" + + token_url: str + form: dict[str, str] + headers: dict[str, str] + identity_key: str + + +class ClientCredentialsTokenSource: + """Cached M2M access tokens, one per ``(client identity, server)``. + + ``get`` serves from the cache while the entry's TTL (derived from ``expires_in`` minus + ``expiry_skew_seconds``) holds, fetching under a per-server lock so concurrent misses + produce one grant. ``refetch`` is the 401-recovery path: it drops the failed token and + mints a fresh one, unless a concurrent caller already replaced it. + """ + + def __init__( + self, + post: M2MTokenEndpointPost = post_client_credentials_grant, + *, + backend: TokenCacheBackend | None = None, + default_ttl_seconds: float = 300.0, + expiry_skew_seconds: float = 60.0, + min_cache_seconds: float = 10.0, + max_locks: int = 1024, + clock: Callable[[], float] = time.time, + ) -> None: + self._post = post + self._backend: TokenCacheBackend = backend or InMemoryTokenCacheBackend(clock=clock) + self._default_ttl_seconds = default_ttl_seconds + self._expiry_skew_seconds = expiry_skew_seconds + self._min_cache_seconds = min_cache_seconds + self._max_locks = max_locks + self._clock = clock + self._locks: dict[str, asyncio.Lock] = {} + + def _lock(self, server_id: str) -> asyncio.Lock: + """Per-server single-flight lock, bounded so ephemeral server ids (e.g. the REST tools + preview mints a fresh id per call) cannot grow the dict for the life of the process. + Evicting the oldest entry while a task still holds it only means a concurrent caller for + that server may run its own grant — single-flight is an optimization, not correctness. + """ + if server_id not in self._locks and len(self._locks) >= self._max_locks: + self._locks.pop(next(iter(self._locks)), None) + return self._locks.setdefault(server_id, asyncio.Lock()) + + async def get(self, server_id: str, config: ClientCredentialsConfig) -> Result[OAuthToken, CredError]: + match _prepare_grant(config): + case Error(err): + return Error(err) + case Ok(grant): + cached = await self._backend.get(grant.identity_key, server_id) + if cached is not None: + return Ok(cached) + async with self._lock(server_id): + cached = await self._backend.get(grant.identity_key, server_id) + if cached is not None: + return Ok(cached) + return await self._fetch_and_cache(server_id, grant) + + async def refetch(self, server_id: str, config: ClientCredentialsConfig, failed_access_token: str) -> str | None: + """Replace a token the upstream just 401'd; returns the fresh bearer value or ``None``. + + Runs under the same per-server lock as ``get``: if a concurrent caller already replaced + the failed token, that replacement is returned without another grant, so a burst of 401s + yields one fetch. A failed refetch returns ``None`` and the caller surfaces the + upstream's original auth error (the contract's retry-once-then-give-up clause). + """ + match _prepare_grant(config): + case Error(_): + return None + case Ok(grant): + async with self._lock(server_id): + cached = await self._backend.get(grant.identity_key, server_id) + if cached is not None and cached.access_token != failed_access_token: + return cached.access_token + await self._backend.delete(grant.identity_key, server_id) + match await self._fetch_and_cache(server_id, grant): + case Ok(token): + return token.access_token + case Error(_): + return None + + async def _fetch_and_cache(self, server_id: str, grant: _PreparedGrant) -> Result[OAuthToken, CredError]: + outcome = await self._post(grant.token_url, grant.form, grant.headers) + match outcome: + case TokenEndpointUnreachable(): + return Error(CredError.of_upstream_unavailable(f"OAuth2 token endpoint unreachable: {outcome.detail}")) + case TokenEndpointDenied(): + if outcome.status_code >= 500: + return Error(CredError.of_upstream_unavailable(f"OAuth2 token endpoint failed: {outcome.detail}")) + return Error(CredError.of_misconfigured(f"OAuth2 client_credentials grant rejected: {outcome.detail}")) + case TokenEndpointSuccess(): + return await self._cache_token(server_id, grant, outcome.body) + assert_never(outcome) + + async def _cache_token( + self, server_id: str, grant: _PreparedGrant, body: dict[str, object] + ) -> Result[OAuthToken, CredError]: + access_token = body.get("access_token") + if not isinstance(access_token, str) or not access_token: + return Error(CredError.of_misconfigured("OAuth2 token response is missing 'access_token'")) + expires_in = _parse_expires_in(body.get("expires_in")) + token = OAuthToken( + access_token=access_token, + expires_at=self._clock() + expires_in if expires_in is not None else None, + scopes=_parse_granted_scopes(body.get("scope")) or (), + ) + # The min-cache floor is itself capped at the token's real lifetime, so a token whose + # expires_in is below the skew is never served past its actual expiry; a non-positive + # expires_in caches nothing (every request re-fetches, serialized by the per-server lock). + ttl = ( + max(expires_in - self._expiry_skew_seconds, min(float(expires_in), self._min_cache_seconds), 0.0) + if expires_in is not None + else self._default_ttl_seconds + ) + if ttl > 0: + await self._backend.set(grant.identity_key, server_id, token, ttl) + return Ok(token) + + +def _prepare_grant(config: ClientCredentialsConfig) -> Result[_PreparedGrant, CredError]: + if not config.client_id or not config.client_secret or not config.token_url: + missing = ", ".join( + name + for name, present in ( + ("client_id", bool(config.client_id)), + ("client_secret", bool(config.client_secret)), + ("token_url", bool(config.token_url)), + ) + if not present + ) + return Error(CredError.of_misconfigured(f"client_credentials config is missing: {missing}")) + + from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import ( # noqa: PLC0415 # keep package v1-free at import time + build_token_endpoint_client_auth, + ) + + client_auth = build_token_endpoint_client_auth( + auth_method=config.token_endpoint_auth_method, + client_id=config.client_id, + client_secret=config.client_secret.get_secret_value(), + ) + form = { + "grant_type": "client_credentials", + **client_auth.body, + **({"scope": " ".join(config.scopes)} if config.scopes else {}), + **({"audience": config.audience} if config.audience else {}), + } + return Ok( + _PreparedGrant( + token_url=config.token_url, + form=form, + headers=client_auth.headers, + identity_key=_identity_key(config), + ) + ) + + +def _identity_key(config: ClientCredentialsConfig) -> str: + """Hash of everything that names the client identity; any rotation yields a new key.""" + material = "\n".join( + ( + config.token_url or "", + config.client_id or "", + config.client_secret.get_secret_value() if config.client_secret else "", + config.token_endpoint_auth_method or "", + " ".join(config.scopes), + config.audience or "", + ) + ) + return hashlib.sha256(material.encode("utf-8")).hexdigest() + + +class ClientCredentialsBearerAuth(httpx.Auth): + """Bearer auth that retries an upstream 401 exactly once with a freshly minted token. + + The initial token was already resolved (so config/IdP failures surfaced as typed errors + before any upstream request); ``refetch`` is the source's 401-recovery callback. If the + refetch fails, or the retried request 401s again, the upstream's response stands. + """ + + def __init__(self, access_token: str, refetch: Callable[[str], Awaitable[str | None]]) -> None: + self.header_name = "Authorization" + self._access_token = SecretStr(access_token) + self._refetch = refetch + + async def async_auth_flow(self, request: httpx.Request) -> AsyncGenerator[httpx.Request, httpx.Response]: + token = self._access_token.get_secret_value() + request.headers[self.header_name] = f"Bearer {token}" + response = yield request + if response.status_code != 401: + return + fresh = await self._refetch(token) + if fresh is None: + return + self._access_token = SecretStr(fresh) + request.headers[self.header_name] = f"Bearer {fresh}" + yield request + + def sync_auth_flow(self, request: httpx.Request) -> Generator[httpx.Request, httpx.Response, None]: + raise RuntimeError("ClientCredentialsBearerAuth only supports async httpx clients") diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py index ecfd471190c..69984a56311 100644 --- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py @@ -9,16 +9,24 @@ at runtime instead of returning `None`. `none`, `api_key` (shared-key source), and `passthrough` (forwards the caller's own inbound token) are live, as is `authorization_code`, which reads the user's token from the injected -`OAuthTokenStore`, and `token_exchange`, which swaps the caller's inbound token through the -injected `TokenExchanger`. The remaining arms are `not_implemented` stubs that each land in a -follow-up PR with their seam. Pure v2: no imports from v1. +`OAuthTokenStore`, `token_exchange`, which swaps the caller's inbound token through the injected +`TokenExchanger`, and `client_credentials`, which mints and caches the gateway's M2M token through +the injected `ClientCredentialsTokenSource`. The remaining arms are `not_implemented` stubs that +each land in a follow-up PR with their seam. Pure v2: no imports from v1. """ from __future__ import annotations +import hashlib +from functools import partial + import httpx from typing_extensions import assert_never +from litellm.proxy._experimental.mcp_server.outbound_credentials.client_credentials import ( + ClientCredentialsBearerAuth, + ClientCredentialsTokenSource, +) from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import ( NoOpAuth, StaticHeaderAuth, @@ -33,6 +41,11 @@ from litellm.proxy._experimental.mcp_server.outbound_credentials.result import ( Ok, Result, ) +from litellm.proxy._experimental.mcp_server.outbound_credentials.token_endpoint import ( + ExchangedToken, + ExchangedTokenCache, + TokenEndpointClient, +) from litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchanger import ( TokenExchanger, ) @@ -42,16 +55,24 @@ from litellm.proxy._experimental.mcp_server.outbound_credentials.types import ( AuthSpecKind, AwsSigV4Config, Byok, + ClientAuth, ClientCredentialsConfig, + ClientSecretAuth, CredError, + IdJagConfig, NoneConfig, PassthroughConfig, + PrivateKeyJwtAuth, ServerSpec, SharedKey, Subject, TokenExchangeConfig, ) +_TOKEN_EXCHANGE_GRANT_TYPE = "urn:ietf:params:oauth:grant-type:token-exchange" +_JWT_BEARER_GRANT_TYPE = "urn:ietf:params:oauth:grant-type:jwt-bearer" +_ID_JAG_REQUESTED_TOKEN_TYPE = "urn:ietf:params:oauth:token-type:id-jag" + class _NullOAuthTokenStore: """Fail-closed default: with no token store wired, every user reads as not authorized.""" @@ -87,9 +108,15 @@ class UpstreamCredentialProvider: self, oauth_token_store: OAuthTokenStore | None = None, token_exchanger: TokenExchanger | None = None, + token_endpoint: TokenEndpointClient | None = None, + exchanged_tokens: ExchangedTokenCache | None = None, + client_credentials_source: ClientCredentialsTokenSource | None = None, ) -> None: self._oauth_token_store: OAuthTokenStore = oauth_token_store or _NullOAuthTokenStore() self._token_exchanger: TokenExchanger = token_exchanger or _NullTokenExchanger() + self._token_endpoint: TokenEndpointClient = token_endpoint or TokenEndpointClient() + self._exchanged_tokens: ExchangedTokenCache = exchanged_tokens or ExchangedTokenCache() + self._client_credentials_source = client_credentials_source or ClientCredentialsTokenSource() async def resolve_credentials(self, subject: Subject, server: ServerSpec) -> Result[httpx.Auth, CredError]: match server.config: @@ -99,10 +126,12 @@ class UpstreamCredentialProvider: return self._api_key(config) case PassthroughConfig(): return self._passthrough(subject) - case ClientCredentialsConfig(): - return _not_implemented(AuthSpecKind.client_credentials) + case ClientCredentialsConfig() as config: + return await self._client_credentials(server.server_id, config) case TokenExchangeConfig() as config: return await self._token_exchange(subject, server, config) + case IdJagConfig() as config: + return await self._id_jag(subject, server, config) case AuthorizationCodeConfig(): return await self._authorization_code(subject, server) case AwsSigV4Config(): @@ -141,12 +170,76 @@ class UpstreamCredentialProvider: return Error(CredError.of_not_implemented("api_key BYOK source not implemented yet")) assert_never(config.key_source) + async def _id_jag(self, subject: Subject, server: ServerSpec, config: IdJagConfig) -> Result[httpx.Auth, CredError]: + if subject.inbound_token is None: + return Error( + CredError.of_precondition_required( + "ID-JAG requires a caller identity token; it asserts the calling " + "user's identity upstream and cannot use a static credential." + ) + ) + token = subject.inbound_token.get_secret_value() + cache_key = _id_jag_cache_key(token, server.server_id, config) + + async def _exchange() -> Result[ExchangedToken, CredError]: + leg1_params = { + "grant_type": _TOKEN_EXCHANGE_GRANT_TYPE, + "requested_token_type": _ID_JAG_REQUESTED_TOKEN_TYPE, + "subject_token": token, + "subject_token_type": config.subject_token_type, + **({"audience": config.audience} if config.audience else {}), + **({"resource": config.resource} if config.resource else {}), + **({"scope": " ".join(config.scopes)} if config.scopes else {}), + } + match await self._token_endpoint.fetch( + config.org_token_endpoint, + config.client_id, + leg1_params, + config.client_auth, + ): + case Error(err): + return Error(err) + case Ok(id_jag): + leg2_params = { + "grant_type": _JWT_BEARER_GRANT_TYPE, + "assertion": id_jag.access_token, + } + return await self._token_endpoint.fetch( + config.resource_token_endpoint, + config.client_id, + leg2_params, + config.client_auth, + ) + + match await self._exchanged_tokens.get_or_compute(cache_key, _exchange): + case Ok(access_token): + return Ok(StaticHeaderAuth(f"Bearer {access_token}")) + case Error(err): + return Error(err) + async def _authorization_code(self, subject: Subject, server: ServerSpec) -> Result[StaticHeaderAuth, CredError]: token = await self._authz_token(subject, server) if token is None: return Error(CredError.of_unauthorized("Authorization required: complete the OAuth flow for this server.")) return Ok(StaticHeaderAuth(f"Bearer {token.access_token}", header_name="Authorization")) + async def _client_credentials( + self, server_id: str, config: ClientCredentialsConfig + ) -> Result[httpx.Auth, CredError]: + """The M2M arm: resolve a cached (or freshly minted) gateway token; no user context. + + The token is resolved here, before any upstream request, so a misconfigured grant or an + unreachable IdP surfaces as a typed ``CredError``. The returned auth carries the source's + ``refetch``, so an upstream 401 is retried exactly once with a freshly minted token (the + contract's invalid-token recovery); a second 401 surfaces the upstream's own error. + """ + match await self._client_credentials_source.get(server_id, config): + case Ok(token): + refetch = partial(self._client_credentials_source.refetch, server_id, config) + return Ok(ClientCredentialsBearerAuth(token.access_token, refetch)) + case Error(err): + return Error(err) + async def _token_exchange( self, subject: Subject, server: ServerSpec, config: TokenExchangeConfig ) -> Result[StaticHeaderAuth, CredError]: @@ -176,13 +269,21 @@ class UpstreamCredentialProvider: """Drop any cached credential the resolver owns for this `(subject, server)`. Used after an upstream rejects the injected credential, so the next resolve re-mints rather - than serving the same rejected token until TTL. Only `token_exchange` holds a re-mintable - cached credential here; other modes are a no-op. + than serving the same rejected token until TTL. `token_exchange` and `id_jag` hold a + re-mintable cached credential here; `client_credentials` recovers inside its own auth flow + (`ClientCredentialsBearerAuth` retries the 401'd request once with a fresh token), and + other modes are a no-op. """ - if isinstance(server.config, TokenExchangeConfig) and subject.inbound_token is not None: + if subject.inbound_token is None: + return + if isinstance(server.config, TokenExchangeConfig): await self._token_exchanger.invalidate( subject.inbound_token.get_secret_value(), server, server.config, tenant_id=subject.tenant_id ) + if isinstance(server.config, IdJagConfig): + self._exchanged_tokens.invalidate( + _id_jag_cache_key(subject.inbound_token.get_secret_value(), server.server_id, server.config) + ) async def _authz_token(self, subject: Subject, server: ServerSpec) -> OAuthToken | None: """The user's authorization_code token, or None when absent or the store is unreachable. @@ -196,5 +297,41 @@ class UpstreamCredentialProvider: return None +def _id_jag_cache_key(subject_token: str, server_id: str, config: IdJagConfig) -> str: + """Bind the cached leg-2 bearer to the caller token, the server, AND the config that minted it. + + Every exchange parameter derives from the config (endpoints, audience, resource, scopes, client + auth), so a server update that changes any of them must change the key; otherwise the old bearer, + authorized under the old policy, keeps being served until its TTL. Everything is hashed, so no + secret is held in the key. + """ + material = "\x00".join( + ( + subject_token, + server_id, + config.org_token_endpoint, + config.resource_token_endpoint, + config.client_id, + _client_auth_fingerprint(config.client_auth), + config.subject_token_type, + config.audience or "", + config.resource or "", + " ".join(config.scopes), + ) + ) + return hashlib.sha256(material.encode()).hexdigest() + + +def _client_auth_fingerprint(client_auth: ClientAuth) -> str: + match client_auth: + case PrivateKeyJwtAuth() as auth: + return "\x00".join( + ("private_key_jwt", auth.private_key.get_secret_value(), auth.key_id or "", auth.signing_alg) + ) + case ClientSecretAuth() as auth: + return "\x00".join(("client_secret", auth.client_secret.get_secret_value())) + assert_never(client_auth) + + def _not_implemented(kind: AuthSpecKind) -> Result[httpx.Auth, CredError]: return Error(CredError.of_not_implemented(f"{kind.value}: resolver arm not implemented yet")) diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/session_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/session_credentials.py new file mode 100644 index 00000000000..08d5cc8b1f1 --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/session_credentials.py @@ -0,0 +1,190 @@ +"""Producer and consumer helpers for the gateway-level DCR session token. + +The aggregate ``/mcp`` front door (``mcp_gateway_dcr``) issues the identity-only session +tokens defined in :mod:`.session_token`. The gateway token endpoint mints them (producer) +after SSO sign-in, and at the MCP admission edge the gateway derives the session signing +key from the proxy ``master_key``, opens the bearer, and admits the request under the +recovered litellm user (consumer), reloading the live user record and policy before +anything runs. This module is the pure surface for both sides; the token-endpoint and +admission wiring live in their respective call sites. + +The signing key is derived with the same memory-hard scrypt construction as +:func:`~.bridge_credentials.envelope_keys_from_master_key` but under a distinct domain +label, so session tokens and bridge envelopes never share key material: a token of one +family is unverifiable in the other by key separation, on top of the distinct issuers, +prefixes, and claim shapes. +""" + +import hashlib +from datetime import datetime +from functools import lru_cache +from typing import Literal, TypeAlias + +from pydantic import BaseModel, ConfigDict, SecretStr + +from litellm.proxy._experimental.mcp_server.outbound_credentials.session_token import ( + OpenedSessionToken, + SessionExpired, + SessionKeys, + SessionPrincipal, + is_session_refresh_token, + is_session_token, + open_session_refresh_token, + open_session_token, +) + +_SESSION_SIGNING_KEY_DOMAIN = b"litellm-mcp-gateway:session-signing:" + +# scrypt work factors (RFC 7914), identical to the envelope KDF: memory-hard so a captured +# session token is not a cheap offline oracle for the master key. +_SCRYPT_N = 2**15 +_SCRYPT_R = 8 +_SCRYPT_P = 1 +_SCRYPT_MAXMEM = 128 * _SCRYPT_N * _SCRYPT_R * _SCRYPT_P * 2 +_DERIVED_KEY_BYTES = 32 + + +@lru_cache(maxsize=8) +def session_keys_from_master_key(master_key: str) -> SessionKeys: + """Derive the session signing key from the proxy master key. + + A memory-hard scrypt KDF (RFC 7914) over a session-specific domain-label salt yields a + 256-bit subkey from the one secret, so the producer (mint) and consumer (open) agree on + the key without persisting any. The domain label differs from both envelope labels in + :mod:`.bridge_credentials`, so compromise or misuse of one token family never crosses + into the other. The result is cached (the master key is fixed for a process); rotating + ``master_key`` invalidates every outstanding session, which is the intended behavior + for a signing-key change. + """ + signing = hashlib.scrypt( + master_key.encode(), + salt=_SESSION_SIGNING_KEY_DOMAIN, + n=_SCRYPT_N, + r=_SCRYPT_R, + p=_SCRYPT_P, + maxmem=_SCRYPT_MAXMEM, + dklen=_DERIVED_KEY_BYTES, + ).hex() + return SessionKeys(signing_key=SecretStr(signing)) + + +class NotSessionBearer(BaseModel): + """The bearer is not session-shaped; admission continues on its normal path.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["not_session_bearer"] = "not_session_bearer" + + +class SessionBearerAdmitted(BaseModel): + """A valid session access token: the principal to admit under after a live reload.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["admitted"] = "admitted" + principal: SessionPrincipal + + +class SessionBearerInvalid(BaseModel): + """The bearer is session-shaped but must not admit (expired, tampered, wrong key, or a + refresh token presented at the tool-call edge); admission fails closed with the + ``invalid_token`` challenge rather than falling through to another arm. ``expired`` + distinguishes a routine expiry (debug-log worthy) from a tampered or foreign token.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["invalid"] = "invalid" + expired: bool = False + + +SessionBearerResult: TypeAlias = NotSessionBearer | SessionBearerAdmitted | SessionBearerInvalid + + +def _strip_bearer(value: str) -> str: + parts = value.split(None, 1) + if len(parts) == 2 and parts[0].lower() == "bearer": + return parts[1] + return value + + +def is_session_bearer_shaped(authorization_value: str) -> bool: + """Cheap, keyless test that an ``Authorization`` value carries a session token of either + kind (optional ``Bearer`` scheme stripped). The admission edge engages the session arm + for an access token (to admit) and for a refresh token (to reject it explicitly, since + a refresh credential is never usable at the tool-call edge); anything else falls + through to normal admission.""" + candidate = _strip_bearer(authorization_value) + return is_session_token(candidate) or is_session_refresh_token(candidate) + + +def resolve_session_bearer( + authorization_value: str, + keys: SessionKeys, + now: datetime, +) -> SessionBearerResult: + """Classify an ``Authorization`` value presented at the aggregate MCP edge. + + Strips an optional ``Bearer`` scheme, then returns ``NotSessionBearer`` for a + non-session bearer (normal admission continues), ``SessionBearerAdmitted`` with the + recovered principal for a valid access token, and ``SessionBearerInvalid`` for a + session-shaped bearer that must not admit. Never raises: total over hostile input via + :func:`~.session_token.open_session_token`. + + A refresh token is ``SessionBearerInvalid`` here: it is a valid gateway credential but + only ever presented back to the token endpoint, so admission must fail it closed rather + than let it fall through to another arm. + """ + candidate = _strip_bearer(authorization_value) + if is_session_refresh_token(candidate): + return SessionBearerInvalid() + if not is_session_token(candidate): + return NotSessionBearer() + opened = open_session_token(candidate, keys, now) + if isinstance(opened, OpenedSessionToken): + return SessionBearerAdmitted(principal=opened.principal) + return SessionBearerInvalid(expired=isinstance(opened, SessionExpired)) + + +class SessionRefreshOpened(BaseModel): + """A valid session refresh token presented to the token endpoint: the principal to + re-validate and renew under.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["opened"] = "opened" + principal: SessionPrincipal + + +class SessionRefreshInvalid(BaseModel): + """The presented refresh grant is not a valid session refresh token for this client + (not refresh-shaped, will not open, or bound to a different ``client_id``); the token + endpoint fails the refresh closed.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["invalid"] = "invalid" + + +SessionRefreshResult: TypeAlias = SessionRefreshOpened | SessionRefreshInvalid + + +def open_session_refresh_bearer( + refresh_value: str, + keys: SessionKeys, + now: datetime, + expected_client_id: str, +) -> SessionRefreshResult: + """Open a session refresh token presented on a ``refresh_token`` grant. + + The token-endpoint mirror of :func:`resolve_session_bearer`: strips an optional + ``Bearer`` scheme, then returns ``SessionRefreshOpened`` with the recovered principal, + or ``SessionRefreshInvalid`` for anything that is not a valid session refresh token + issued to ``expected_client_id``. Never raises. The client binding (RFC 6749 section 6) + stops a refresh token stolen from one DCR client from being renewed through another; + ``client_id`` is not a secret (the caller presents it), so a plain equality check is + sufficient and, unlike ``hmac.compare_digest`` on ``str``, does not raise on non-ASCII. + """ + candidate = _strip_bearer(refresh_value) + if not is_session_refresh_token(candidate): + return SessionRefreshInvalid() + opened = open_session_refresh_token(candidate, keys, now) + if not isinstance(opened, OpenedSessionToken): + return SessionRefreshInvalid() + if opened.principal.client_id != expected_client_id: + return SessionRefreshInvalid() + return SessionRefreshOpened(principal=opened.principal) diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/session_token.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/session_token.py new file mode 100644 index 00000000000..9325428f049 --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/session_token.py @@ -0,0 +1,361 @@ +"""Identity-only session tokens for the gateway-level (aggregate ``/mcp``) DCR front door. + +A DCR client that signs in through LiteLLM SSO holds ONE bearer that carries ONLY a +litellm identity; unlike the :mod:`.envelope` bridge bearer it seals no upstream +credential, because the custody model vaults every upstream token server-side in +``LiteLLM_MCPUserCredentials`` and egress resolves them by user at call time. The token +is therefore a stable REFERENCE, not an authorization: admission reloads the live user +record and policy on every request, so deactivating the user (or their team) kills +outstanding sessions immediately without a revocation store. + +Wire shape: ``llm_session_`` (access) / ``llm_srefresh_`` (refresh) + an HS256 JWT, +the same signing approach as :mod:`.envelope`. Claims are ``iss``/``iat``/``exp`` +plus ``jti`` (per-mint uniqueness, so two tokens minted in the same second never +collide and a future revocation list has a stable handle), ``kind``, ``user_id``, and +``client_id``; ``client_id`` binds the refresh token +to the DCR client it was issued to (RFC 6749 section 6) and is carried on the access +token for parity and audit. There is no encrypted payload: nothing in a session token +is secret beyond the signature, and reprs never print the signed value because minted +tokens are ``SecretStr``. + +This module is pure and unwired: it imports nothing from endpoint or edge code, reads +no proxy globals, and takes all key material and the clock as explicit parameters. +Failures are values: :func:`open_session_token` and :func:`open_session_refresh_token` +are total over hostile, attacker-controlled input and return a +``SessionTokenOpenError`` variant rather than raising. PyJWT's ``iat``/``nbf``/``exp`` +validators are disabled for the same reasons documented in :mod:`.envelope` (they +raise on hostile claim types and compare against the wall clock instead of the +injected ``now``); the strict pydantic claims model is the sole, total type gate. +""" + +from __future__ import annotations + +import secrets +from datetime import datetime, timedelta +from typing import Literal, TypeAlias + +import jwt +from pydantic import BaseModel, ConfigDict, Field, SecretStr, ValidationError + +SESSION_TOKEN_PREFIX = "llm_session_" +"""Marker prefix on every serialized session ACCESS token so the admission edge can cheaply +tell a gateway session from a litellm key, JWT, or bridge envelope before doing any +cryptography. Distinct from the ``llm_env_``/``llm_refresh_`` envelope prefixes.""" + +SESSION_REFRESH_PREFIX = "llm_srefresh_" +"""Marker prefix on every serialized session REFRESH token. A distinct prefix keeps the two +credentials routable without crypto and, together with the signed ``kind`` claim, stops one +from being presented where the other is expected: the refresh token is only ever presented +back to the token endpoint, never at the MCP edge.""" + +SESSION_ISSUER = "litellm-mcp-gateway" +"""``iss`` claim stamped into every session token and required back on open. Distinct from +the envelope issuer so a token of one family can never validate in the other even under a +hypothetical shared signing key.""" + +SESSION_TTL_SECONDS = 3600 +"""Session ACCESS token lifetime (1h), matching the access-envelope and BYOK session bearer +windows: a client-held credential never outlives a bounded window, and each refresh +re-validates the live user before re-minting.""" + +SESSION_REFRESH_TTL_SECONDS = 1209600 +"""Session REFRESH token lifetime (14 days), matching the refresh-envelope bound. Each +renewal re-validates the sealed user against the live record (deactivation gates it) and +rotates the refresh token, so the practical bound is idle time, not a fixed session.""" + +MAX_SESSION_TOKEN_BYTES = 4096 +"""Size cap on the serialized token (prefix + JWT, in bytes) and on any candidate accepted +by the openers. Session claims are small; the only variable-length field is ``client_id`` +(a sealed DCR client record), and 4096 leaves ample headroom under common 8-16KB header +limits while bounding hostile input before JWT parsing.""" + +_SESSION_JWT_ALGORITHM = "HS256" + +SessionTokenKind = Literal["session", "session_refresh"] +"""Which credential a session token is. Stamped into the signed claims and required to match +on open, so a signature-valid token of one kind cannot be replayed as the other even if its +wire prefix is swapped (the prefix is not part of the signed payload; this claim is).""" + + +class SessionPrincipal(BaseModel): + """The litellm user a session token identifies and the DCR client it was issued to. + + ``user_id`` is the SSO-established litellm user subject, never a credential: admission + reloads the live user record by it, so current role, team, and revocation state are + enforced at use time rather than frozen at mint time. ``client_id`` is the (stateless, + gateway-sealed) DCR client identifier the token was issued to; the token endpoint + requires it to match on the refresh grant. + """ + + model_config = ConfigDict(frozen=True) + user_id: str = Field(min_length=1) + client_id: str = Field(min_length=1) + + +class SessionKeys(BaseModel): + """Injected key material: the HS256 signing key. + + ``signing_key`` must be at least 32 bytes: HS256's HMAC-SHA256 has a 256-bit security + level, RFC 7518 requires a key of at least that size, and a shorter key makes PyJWT + emit ``InsecureKeyLengthWarning``. + """ + + model_config = ConfigDict(frozen=True) + signing_key: SecretStr = Field(min_length=32) + + +class MintedSessionToken(BaseModel): + """A minted session token: the client-held bearer value and when it expires.""" + + model_config = ConfigDict(frozen=True) + token: SecretStr + expires_at: datetime + + +class OpenedSessionToken(BaseModel): + """A validated session token of either kind: the principal it was minted for.""" + + model_config = ConfigDict(frozen=True) + principal: SessionPrincipal + + +class SessionTokenTooLarge(BaseModel): + """The serialized token exceeded ``MAX_SESSION_TOKEN_BYTES``; carries sizes only. Only + reachable through an oversized ``client_id``, which registration should have bounded.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["session_token_too_large"] = "session_token_too_large" + size_bytes: int + max_bytes: int + + +SessionTokenMintError: TypeAlias = SessionTokenTooLarge + + +class NotASessionToken(BaseModel): + """The candidate does not carry the expected session prefix.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["not_a_session_token"] = "not_a_session_token" + + +class SessionBadSignature(BaseModel): + """The JWT signature does not verify under the provided signing key.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["session_bad_signature"] = "session_bad_signature" + + +class SessionExpired(BaseModel): + """The token's ``exp`` is not in the future relative to the provided ``now``.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["session_expired"] = "session_expired" + + +class SessionMalformed(BaseModel): + """The token is not a well-formed session token: undecodable JWT, wrong issuer, wrong + ``kind``, or missing/mistyped/extra claims.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["session_malformed"] = "session_malformed" + + +SessionTokenOpenError: TypeAlias = NotASessionToken | SessionBadSignature | SessionExpired | SessionMalformed + + +class _SessionClaims(BaseModel): + """Decoded-claims boundary that pins the exact shape the mints emit. + + ``user_id``/``client_id`` mirror the ``min_length`` constraints of + :class:`SessionPrincipal` so any claim set that validates here also constructs a + principal, keeping the openers raise-free: a correctly signed JWT with an empty + identity claim fails here and maps to ``SessionMalformed``. ``strict`` rejects coerced + types (``exp: "123"``) and ``extra="forbid"`` rejects any claim the gateway never + mints; PyJWT's own registered-claim validators are disabled at decode (see module + docstring), so this model is the sole, total type gate for every claim. + """ + + model_config = ConfigDict(frozen=True, strict=True, extra="forbid") + iss: str + iat: int + exp: int + jti: str = Field(min_length=1) + kind: SessionTokenKind + user_id: str = Field(min_length=1) + client_id: str = Field(min_length=1) + + +def is_session_token(candidate: str) -> bool: + """Cheap prefix check for a session ACCESS token so the admission edge can route gateway + sessions vs keys, JWTs, and envelopes without crypto.""" + return candidate.startswith(SESSION_TOKEN_PREFIX) + + +def is_session_refresh_token(candidate: str) -> bool: + """Cheap prefix check for a session REFRESH token so the token endpoint can route a + refresh grant without crypto.""" + return candidate.startswith(SESSION_REFRESH_PREFIX) + + +def mint_session_token( + principal: SessionPrincipal, + keys: SessionKeys, + now: datetime, +) -> MintedSessionToken | SessionTokenMintError: + """Mint the short-lived session ACCESS token for ``principal``. + + ``exp`` is ``SESSION_TTL_SECONDS`` from ``now``. Returns ``SessionTokenTooLarge`` when + the serialized token exceeds ``MAX_SESSION_TOKEN_BYTES``. + """ + return _mint( + kind="session", + prefix=SESSION_TOKEN_PREFIX, + principal=principal, + expires_at=now + timedelta(seconds=SESSION_TTL_SECONDS), + keys=keys, + now=now, + ) + + +def mint_session_refresh_token( + principal: SessionPrincipal, + keys: SessionKeys, + now: datetime, +) -> MintedSessionToken | SessionTokenMintError: + """Mint the long-lived session REFRESH token for ``principal``. + + ``exp`` is ``SESSION_REFRESH_TTL_SECONDS`` from ``now``. Minting a distinct + ``kind="session_refresh"`` claim is what keeps a refresh token from ever opening as an + access credential at the MCP edge. + """ + return _mint( + kind="session_refresh", + prefix=SESSION_REFRESH_PREFIX, + principal=principal, + expires_at=now + timedelta(seconds=SESSION_REFRESH_TTL_SECONDS), + keys=keys, + now=now, + ) + + +def open_session_token( + candidate: str, + keys: SessionKeys, + now: datetime, +) -> OpenedSessionToken | SessionTokenOpenError: + """Validate a session ACCESS ``candidate`` and recover the principal. + + Never raises for bad input: every invalid, expired, tampered, or wrong-kind candidate + maps to a distinct ``SessionTokenOpenError`` variant. + """ + return _open(candidate, prefix=SESSION_TOKEN_PREFIX, expected_kind="session", keys=keys, now=now) + + +def open_session_refresh_token( + candidate: str, + keys: SessionKeys, + now: datetime, +) -> OpenedSessionToken | SessionTokenOpenError: + """Validate a session REFRESH ``candidate`` and recover the principal. + + Total over hostile input exactly like :func:`open_session_token`. The + ``kind="session_refresh"`` claim is required, so an access token re-prefixed as a + refresh one is rejected as ``SessionMalformed``. + """ + return _open(candidate, prefix=SESSION_REFRESH_PREFIX, expected_kind="session_refresh", keys=keys, now=now) + + +def _mint( + kind: SessionTokenKind, + prefix: str, + principal: SessionPrincipal, + expires_at: datetime, + keys: SessionKeys, + now: datetime, +) -> MintedSessionToken | SessionTokenTooLarge: + """Sign the claims for either token kind and enforce the size cap. Shared by both mints + so the JWT shape, issuer, and size guard cannot drift between access and refresh.""" + claims = _SessionClaims( + iss=SESSION_ISSUER, + iat=int(now.timestamp()), + exp=int(expires_at.timestamp()), + jti=secrets.token_urlsafe(16), + kind=kind, + user_id=principal.user_id, + client_id=principal.client_id, + ) + token = prefix + jwt.encode( + claims.model_dump(), keys.signing_key.get_secret_value(), algorithm=_SESSION_JWT_ALGORITHM + ) + size_bytes = len(token.encode("utf-8")) + if size_bytes > MAX_SESSION_TOKEN_BYTES: + return SessionTokenTooLarge(size_bytes=size_bytes, max_bytes=MAX_SESSION_TOKEN_BYTES) + return MintedSessionToken(token=SecretStr(token), expires_at=expires_at) + + +def _open( + candidate: str, + prefix: str, + expected_kind: SessionTokenKind, + keys: SessionKeys, + now: datetime, +) -> OpenedSessionToken | SessionTokenOpenError: + """Prefix-route, size-bound, signature-verify, kind-check, and expiry-check an + attacker-controlled candidate, shared by both openers so the security gate is identical + for access and refresh. Returns the opened token or a distinct error; never raises.""" + if not candidate.startswith(prefix): + return NotASessionToken() + # UTF-8 byte length is never below character length, so a character count already over + # the cap rejects an oversize candidate in O(1) without encoding it; the exact byte + # check then runs only on candidates already bounded to the cap in characters. + if len(candidate) > MAX_SESSION_TOKEN_BYTES: + return SessionMalformed() + if len(candidate.encode("utf-8", "surrogatepass")) > MAX_SESSION_TOKEN_BYTES: + return SessionMalformed() + claims = _decode_claims(candidate.removeprefix(prefix), keys.signing_key) + if not isinstance(claims, _SessionClaims): + return claims + if claims.kind != expected_kind: + return SessionMalformed() + if now.timestamp() >= claims.exp: + return SessionExpired() + return OpenedSessionToken(principal=SessionPrincipal(user_id=claims.user_id, client_id=claims.client_id)) + + +def _decode_claims( + compact: str, + signing_key: SecretStr, +) -> _SessionClaims | SessionBadSignature | SessionMalformed: + """Verify the HS256 signature and shape of an attacker-controlled compact JWT. + + ``compact`` is fully hostile and bounded to ``MAX_SESSION_TOKEN_BYTES`` by the caller. + PyJWT's ``iat``/``nbf``/``exp`` validators are disabled: they raise on hostile claim + types and, for ``iat``/``nbf``, compare against the wall clock rather than the injected + ``now`` (``exp`` is checked by the caller against ``now``). Apart from a signature + mismatch, every decode failure is ``SessionMalformed``: a non-UTF-8 candidate surfaces + as ``UnicodeEncodeError`` (a ``ValueError``), a non-string registered claim as a + ``TypeError`` from PyJWT's claim validators, and a wrong issuer or structurally invalid + token as an ``InvalidTokenError``. ``_SessionClaims`` is the total type gate. + """ + try: + payload = jwt.decode( + compact, + signing_key.get_secret_value(), + algorithms=[_SESSION_JWT_ALGORITHM], + issuer=SESSION_ISSUER, + options={ + "verify_exp": False, + "verify_iat": False, + "verify_nbf": False, + "require": ["iss", "iat", "exp"], + }, + ) + except jwt.InvalidSignatureError: + return SessionBadSignature() + except (jwt.InvalidTokenError, ValueError, TypeError): + return SessionMalformed() + try: + return _SessionClaims.model_validate(payload) + except ValidationError: + return SessionMalformed() diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_endpoint.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_endpoint.py new file mode 100644 index 00000000000..4bc5732ec0e --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_endpoint.py @@ -0,0 +1,225 @@ +"""An authenticated OAuth token-endpoint call plus a short-lived-token cache. + +`TokenEndpointClient.fetch` POSTs one grant to a token endpoint, authenticating the gateway as +an OAuth client via `client_auth` (RFC 7523 private-key JWT, or `client_secret_post`), and returns +the minted token or a typed `CredError`. `ExchangedTokenCache` memoizes the final token string per +opaque cache key with per-key single-flight, so concurrent callers share one round-trip and a hit +skips the endpoint entirely. + +Pure v2: no imports from the v1 MCP auth handlers. The multi-leg flows that compose these (ID-JAG, +and later token_exchange / client_credentials) live in the resolver arms; this collaborator owns +only the single authenticated call and the cache. +""" + +from __future__ import annotations + +import asyncio +import json +import time +import uuid +import weakref +from collections.abc import Awaitable, Callable, Mapping +from dataclasses import dataclass + +import httpx +import jwt +from pydantic import BaseModel, ValidationError +from typing_extensions import assert_never + +from litellm._logging import verbose_proxy_logger +from litellm.caching.in_memory_cache import InMemoryCache +from litellm.constants import ( + MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL, + MCP_OAUTH2_TOKEN_CACHE_MIN_TTL, + MCP_OAUTH2_TOKEN_EXPIRY_BUFFER_SECONDS, + MCP_TOKEN_EXCHANGE_CACHE_MAX_SIZE, +) +from litellm.exceptions import Timeout +from litellm.llms.custom_httpx.http_handler import ( + get_async_httpx_client, # pyright: ignore[reportUnknownVariableType] # litellm http handler is untyped +) +from litellm.proxy._experimental.mcp_server.outbound_credentials.result import ( + Error, + Ok, + Result, +) +from litellm.proxy._experimental.mcp_server.outbound_credentials.types import ( + ClientAuth, + ClientSecretAuth, + CredError, + PrivateKeyJwtAuth, +) +from litellm.types.llms.custom_http import httpxSpecialProvider + +CLIENT_ASSERTION_TYPE = "urn:ietf:params:oauth:client-assertion-type:jwt-bearer" +CLIENT_ASSERTION_LIFETIME_SECONDS = 60 + + +@dataclass(frozen=True, slots=True) +class ExchangedToken: + access_token: str + expires_in: int | None + + +class _TokenEndpointResponse(BaseModel): + access_token: str + expires_in: int | None = None + + +class TokenEndpointClient: + """One authenticated POST to an OAuth token endpoint, returning the minted token as a value.""" + + async def fetch( + self, + endpoint: str, + client_id: str, + grant_params: Mapping[str, str], + client_auth: ClientAuth, + ) -> Result[ExchangedToken, CredError]: + try: + data = {**grant_params, **_client_auth_params(endpoint, client_id, client_auth)} + except (ValueError, TypeError, NotImplementedError, jwt.PyJWTError): + verbose_proxy_logger.warning("MCP token endpoint %s: could not sign the client assertion", endpoint) + return Error( + CredError.of_misconfigured( + "token exchange failed: could not sign the client assertion; " + "check client_private_key and client_assertion_signing_alg" + ) + ) + try: + raw = await _post_form(endpoint, data) + except httpx.HTTPStatusError as exc: + verbose_proxy_logger.warning( + "MCP token endpoint %s failed with status %s", endpoint, exc.response.status_code + ) + return Error( + CredError.of_upstream_unavailable(f"token exchange failed with status {exc.response.status_code}") + ) + except (httpx.RequestError, Timeout) as exc: + verbose_proxy_logger.warning("MCP token endpoint %s unreachable: %s", endpoint, type(exc).__name__) + return Error( + CredError.of_upstream_unavailable( + f"token exchange failed: token endpoint unreachable ({type(exc).__name__})" + ) + ) + except json.JSONDecodeError: + verbose_proxy_logger.warning("MCP token endpoint %s returned a non-JSON response", endpoint) + return Error( + CredError.of_upstream_unavailable("token exchange failed: token endpoint returned a non-JSON response") + ) + if raw is None: + verbose_proxy_logger.warning("MCP token endpoint %s returned no response", endpoint) + return Error(CredError.of_upstream_unavailable("token exchange failed: no response from token endpoint")) + try: + parsed = _TokenEndpointResponse.model_validate(raw) + except ValidationError: + verbose_proxy_logger.warning("MCP token endpoint %s response missing access_token", endpoint) + return Error( + CredError.of_upstream_unavailable("token exchange failed: token endpoint response missing access_token") + ) + return Ok(ExchangedToken(access_token=parsed.access_token, expires_in=parsed.expires_in)) + + +class ExchangedTokenCache: + """Memoizes the final token string per key, single-flighting concurrent misses on one lock.""" + + def __init__(self) -> None: + self._cache = InMemoryCache( + max_size_in_memory=MCP_TOKEN_EXCHANGE_CACHE_MAX_SIZE, + default_ttl=MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL, + ) + self._locks: weakref.WeakValueDictionary[str, asyncio.Lock] = weakref.WeakValueDictionary() + + async def get_or_compute( + self, + cache_key: str, + compute: Callable[[], Awaitable[Result[ExchangedToken, CredError]]], + ) -> Result[str, CredError]: + cached = self._get(cache_key) + if cached is not None: + return Ok(cached) + async with self._lock(cache_key): + cached = self._get(cache_key) + if cached is not None: + return Ok(cached) + match await compute(): + case Ok(token): + self._cache.set_cache( # pyright: ignore[reportUnknownMemberType] # InMemoryCache is untyped + cache_key, + token.access_token, + ttl=_cache_ttl_seconds(token.expires_in), + ) + return Ok(token.access_token) + case Error(err): + return Error(err) + + def invalidate(self, cache_key: str) -> None: + """Evict one cached token so the next `get_or_compute` re-mints (e.g. after an upstream 401).""" + self._cache.delete_cache(cache_key) # pyright: ignore[reportUnknownMemberType] # InMemoryCache is untyped + + def _get(self, cache_key: str) -> str | None: + value = self._cache.get_cache(cache_key) # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType] # InMemoryCache is untyped; narrowed by isinstance below + return value if isinstance(value, str) else None + + def _lock(self, cache_key: str) -> asyncio.Lock: + lock = self._locks.get(cache_key) + if lock is None: + lock = asyncio.Lock() + self._locks[cache_key] = lock + return lock + + +def _cache_ttl_seconds(expires_in: int | None) -> int: + lifetime = expires_in if expires_in is not None else MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL + return max( + lifetime - MCP_OAUTH2_TOKEN_EXPIRY_BUFFER_SECONDS, + MCP_OAUTH2_TOKEN_CACHE_MIN_TTL, + ) + + +async def _post_form(endpoint: str, data: dict[str, str]) -> object | None: + # litellm's httpx handler and httpx.Response are only partially typed; the token endpoint + # returns a JSON object that `_TokenEndpointResponse` validates, so the untyped boundary is + # contained here. A non-2xx raises `httpx.HTTPStatusError`, an unreachable endpoint raises + # `httpx.RequestError` (or litellm's `Timeout`, which the handler substitutes for + # `httpx.TimeoutException`), and a non-JSON body raises `json.JSONDecodeError`; `fetch` maps + # each to a CredError. + client = get_async_httpx_client(llm_provider=httpxSpecialProvider.MCP) # pyright: ignore[reportUnknownVariableType] # litellm http handler is untyped + response = await client.post(endpoint, data=data) # pyright: ignore[reportUnknownMemberType,reportUnknownVariableType] # litellm http handler is untyped + if response is None: + return None + response.raise_for_status() + return response.json() # pyright: ignore[reportAny] # untyped JSON; validated by _TokenEndpointResponse in fetch + + +def _client_auth_params(endpoint: str, client_id: str, client_auth: ClientAuth) -> dict[str, str]: + match client_auth: + case PrivateKeyJwtAuth() as auth: + return { + "client_id": client_id, + "client_assertion_type": CLIENT_ASSERTION_TYPE, + "client_assertion": _client_assertion(endpoint, client_id, auth), + } + case ClientSecretAuth() as auth: + return { + "client_id": client_id, + "client_secret": auth.client_secret.get_secret_value(), + } + assert_never(client_auth) + + +def _client_assertion(endpoint: str, client_id: str, auth: PrivateKeyJwtAuth) -> str: + now = int(time.time()) + return jwt.encode( + { + "iss": client_id, + "sub": client_id, + "aud": endpoint, + "jti": uuid.uuid4().hex, + "iat": now, + "exp": now + CLIENT_ASSERTION_LIFETIME_SECONDS, + }, + auth.private_key.get_secret_value(), + algorithm=auth.signing_alg, + headers={"kid": auth.key_id} if auth.key_id else None, + ) diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py index 7e04be4f045..926d96c8868 100644 --- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py @@ -56,6 +56,7 @@ class AuthSpecKind(str, Enum): authorization_code = "authorization_code" # per-user 3LO; gateway-stored token client_credentials = "client_credentials" # gateway service account (M2M) token_exchange = "token_exchange" # RFC 8693: token endpoint + subject_token (OBO) + id_jag = "id_jag" # draft-ietf-oauth-identity-assertion-authz-grant: two-leg exchange then jwt-bearer api_key = "api_key" # static header, any scheme (BYOK = per-user-seeded source) passthrough = "passthrough" # client forwards an upstream-audience token none = "none" # no upstream credential; resolve yields a no-op auth, never an error @@ -183,7 +184,12 @@ class ClientCredentialsConfig(BaseModel): Fields are optional so the config can be built incomplete: a value may be supplied at runtime (`token_url` via RFC 8414 discovery, `client_id`/`secret` via DCR), and the - resolver arm raises `CredError.misconfigured` when a needed field is still absent. + resolver arm returns `CredError.misconfigured` when a needed field is still absent. + + `audience` is the IdP-specific audience parameter some authorization servers require on + the client_credentials grant (sent as `audience` in the token request when set). + `token_endpoint_auth_method` selects how the client authenticates to the token endpoint + (RFC 6749 section 2.3.1); `None` defaults to `client_secret_post`. """ model_config = ConfigDict(frozen=True) @@ -192,6 +198,8 @@ class ClientCredentialsConfig(BaseModel): client_secret: SecretStr | None = None token_url: str | None = None scopes: tuple[str, ...] = () + audience: str | None = None + token_endpoint_auth_method: Literal["client_secret_post", "client_secret_basic"] | None = None class TokenExchangeConfig(BaseModel): @@ -225,6 +233,49 @@ class TokenExchangeConfig(BaseModel): scopes: tuple[str, ...] = () +class PrivateKeyJwtAuth(BaseModel): + """RFC 7523 private-key-JWT client authentication: the gateway signs a `client_assertion`.""" + + model_config = ConfigDict(frozen=True) + source: Literal["private_key_jwt"] = "private_key_jwt" + private_key: SecretStr + key_id: str | None = None + signing_alg: str = "RS256" + + +class ClientSecretAuth(BaseModel): + """`client_secret_post` client authentication: the gateway posts `client_id` + `client_secret`.""" + + model_config = ConfigDict(frozen=True) + source: Literal["client_secret"] = "client_secret" + client_secret: SecretStr + + +ClientAuth = Annotated[PrivateKeyJwtAuth | ClientSecretAuth, Field(discriminator="source")] + + +class IdJagConfig(BaseModel): + """draft-ietf-oauth-identity-assertion-authz-grant (Okta "AI agent token exchange"). + + Two legs: leg 1 is an RFC 8693 token exchange at the IdP org AS (`org_token_endpoint`) that + swaps the caller's identity token for an ID-JAG assertion; leg 2 is an RFC 7523 jwt-bearer at + the upstream resource AS (`resource_token_endpoint`) that swaps the assertion for the access + token. The gateway authenticates to both endpoints as `client_id` via `client_auth`. Required + fields are enforced at construction so a half-configured server cannot reach the arm. + """ + + model_config = ConfigDict(frozen=True) + kind: Literal[AuthSpecKind.id_jag] = AuthSpecKind.id_jag + org_token_endpoint: str + resource_token_endpoint: str + client_id: str + client_auth: ClientAuth + subject_token_type: str = "urn:ietf:params:oauth:token-type:id_token" + audience: str | None = None + resource: str | None = None + scopes: tuple[str, ...] = () + + class SharedKey(BaseModel): """A fixed key configured on the server, identical for every caller.""" @@ -323,6 +374,7 @@ AuthConfig = Annotated[ AuthorizationCodeConfig | ClientCredentialsConfig | TokenExchangeConfig + | IdJagConfig | ApiKeyConfig | PassthroughConfig | NoneConfig diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index 111fde86ea0..94271c54f4b 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -19,12 +19,20 @@ import httpx from fastapi import APIRouter, Depends, HTTPException, Query, Request, status from litellm._logging import verbose_logger -from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError +from litellm.proxy._experimental.mcp_server.exceptions import ( + MCPServerListError, + MCPUpstreamAuthError, +) +from litellm.proxy._experimental.mcp_server.faults.list_outcomes import ( + classify_list_exception, + list_fault_http_status, +) from litellm.proxy._experimental.mcp_server.ui_session_utils import ( build_effective_auth_contexts, ) from litellm.proxy._experimental.mcp_server.utils import ( MCPMissingUserEnvVarsError, + get_server_prefix, merge_mcp_headers, ) from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth @@ -515,20 +523,19 @@ if MCP_AVAILABLE: # enforced even when no allowlist is set (matches the SSE/HTTP path). tools = filter_tools_by_allowed_tools(tools, server) - # Filter tools based on user_api_key_auth.object_permission.mcp_tool_permissions - # This provides per-key/team/org control over which tools can be accessed - if ( - user_api_key_auth - and user_api_key_auth.object_permission - and user_api_key_auth.object_permission.mcp_tool_permissions - ): - # Dict keys may be server_ids OR names/aliases; normalize so lookup - # by concrete server_id resolves name-keyed restrictions too. - allowed_tools_for_server = global_mcp_server_manager.expand_tool_permissions( - user_api_key_auth.object_permission.mcp_tool_permissions - ).get(server.server_id) - if allowed_tools_for_server is not None and len(allowed_tools_for_server) > 0: - # Filter tools to only include those in the allowed list + # Filter by the key's effective tool permissions through the same + # primitive the MCP protocol path uses (direct grants, toolset grants, + # and team/agent/org ceilings), so REST listing cannot drift from it + if user_api_key_auth: + from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import ( + MCPRequestHandler, + ) + + allowed_tools_for_server = await MCPRequestHandler.get_allowed_tools_for_server( + server_id=server.server_id, + user_api_key_auth=user_api_key_auth, + ) + if allowed_tools_for_server is not None: tools = [tool for tool in tools if _tool_name_matches(tool.name, allowed_tools_for_server)] return _create_tool_response_objects(tools, server) @@ -627,6 +634,16 @@ if MCP_AVAILABLE: # matching status code and WWW-Authenticate challenge; that is what # lets standards-compliant MCP clients run the upstream OAuth flow. raise + except MCPServerListError as e: + fault = classify_list_exception(e) + verbose_logger.info(f"Listing tools from {server.name} failed with a {fault.tag} fault") + raise HTTPException( + status_code=list_fault_http_status(fault), + detail={ + "error": fault.tag, + "message": f"Failed to list tools from server {get_server_prefix(server)}", + }, + ) from e except Exception as e: verbose_logger.exception(f"Error getting tools from {server.name}: {e}") return { @@ -838,7 +855,11 @@ if MCP_AVAILABLE: list_tools_result.extend(tools_result) except Exception as e: verbose_logger.exception(f"Error getting tools from {server.name}: {e}") - errors.append(f"{server.name}: {str(e)}") + errors.append( + f"{get_server_prefix(server)}: {classify_list_exception(e).tag}" + if isinstance(e, (MCPServerListError, MCPUpstreamAuthError)) + else f"{get_server_prefix(server)}: {str(e)}" + ) continue if errors and not list_tools_result: @@ -858,7 +879,10 @@ if MCP_AVAILABLE: request_path=request.scope.get("_original_path") or request.url.path, ) except HTTPException as http_exc: - if http_exc.status_code == status.HTTP_404_NOT_FOUND: + if http_exc.status_code == status.HTTP_404_NOT_FOUND or server_id: + # Single-server requests relay the truthful status (a 502/504 upstream fault must + # not masquerade as a 200 empty-success body); only the multi-server aggregate + # keeps the legacy error-dict response shape below. raise # Internal access/IP 403s keep the legacy error-dict response shape # so the existing contract stays intact. @@ -1138,6 +1162,7 @@ if MCP_AVAILABLE: static_headers=request.static_headers, client_id=client_id, client_secret=client_secret, + issuer=request.issuer, token_url=request.token_url, scopes=scopes, authorization_url=request.authorization_url, diff --git a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py index e12c6cdbd56..ed78f7c6fb8 100644 --- a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py +++ b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py @@ -4,11 +4,13 @@ Semantic MCP Tool Filtering using semantic-router Filters MCP tools semantically for /chat/completions and /responses endpoints. """ +import asyncio from typing import TYPE_CHECKING, Any, Dict, List, Optional from litellm._logging import verbose_logger from litellm.exceptions import ContextWindowExceededError from litellm.litellm_core_utils.exception_mapping_utils import ExceptionCheckers +from litellm.proxy._experimental.mcp_server.faults import iter_exception_tree from litellm.proxy._experimental.mcp_server.utils import MCP_TOOL_PREFIX_SEPARATOR if TYPE_CHECKING: @@ -33,18 +35,15 @@ class SemanticToolFilterContextWindowError(Exception): ) -def _is_context_window_error(error: Optional[BaseException], max_depth: int = 5) -> bool: - """Detect a context-window overflow anywhere in an exception's cause chain.""" - current = error - for _ in range(max_depth): - if current is None: - return False - if isinstance(current, ContextWindowExceededError): - return True - if ExceptionCheckers.is_error_str_context_window_exceeded(str(current)): - return True - current = current.__cause__ or current.__context__ - return False +def _is_context_window_error(error: Optional[BaseException]) -> bool: + """Detect a context-window overflow anywhere in an exception's tree.""" + if error is None: + return False + return any( + isinstance(current, ContextWindowExceededError) + or ExceptionCheckers.is_error_str_context_window_exceeded(str(current)) + for current in iter_exception_tree(error) + ) class SemanticMCPToolFilter: @@ -76,6 +75,7 @@ class SemanticMCPToolFilter: self.tool_router: Optional["SemanticRouter"] = None self.context_window_error: Optional[str] = None self._tool_map: Dict[str, Any] = {} # MCPTool objects or OpenAI function dicts + self._index_sync_lock = asyncio.Lock() async def build_router_from_mcp_registry(self) -> None: """Build semantic router from all MCP tools in the registry (no auth checks).""" @@ -182,6 +182,81 @@ class SemanticMCPToolFilter: return raise + def _has_tools_missing_from_index(self, tools: list[Any]) -> bool: + """Allocation-free check for any named tool not yet in the semantic index.""" + return any(name and name not in self._tool_map for name in (self._extract_tool_info(t)[0] for t in tools)) + + def _tools_missing_from_index(self, tools: list[Any]) -> dict[str, Any]: + """Map name -> tool for every named tool not yet in the semantic index.""" + return { + name: tool + for name, tool in ((self._extract_tool_info(t)[0], t) for t in tools) + if name and name not in self._tool_map + } + + async def _ensure_tools_indexed(self, available_tools: list[Any]) -> None: + """ + Index request-time tools the startup build never saw. + + The startup index lists every registered MCP server WITHOUT per-user + credentials, so servers requiring per-user auth (interactive OAuth + tokens, user-scoped env vars) contribute zero routes. Tools reaching + the filter came through an authenticated expansion; without indexing + them here they can never be selected, so requests either bypass + filtering entirely (N->N) or lose every tool to unrelated matches. + + Runs async-only (no synchronous embedding on the request path) and + never writes shared error state: an embedding failure here raises and + is scoped to the requesting call, so one request's oversized tool + description cannot poison the filter for other users on the worker. + """ + from semantic_router.routers import SemanticRouter + from semantic_router.routers.base import Route + + from litellm.router_strategy.auto_router.litellm_encoder import ( + LiteLLMRouterEncoder, + ) + + if not self._has_tools_missing_from_index(available_tools): + return + + async with self._index_sync_lock: + missing = self._tools_missing_from_index(available_tools) + if not missing: + return + + descriptions = {name: self._extract_tool_info(tool)[1] for name, tool in missing.items()} + routes = [ + Route( + name=name, + description=description, + utterances=[description], + score_threshold=self.similarity_threshold, + ) + for name, description in descriptions.items() + ] + + if self.tool_router is None: + router = SemanticRouter( + routes=[], + encoder=LiteLLMRouterEncoder( + litellm_router_instance=self.router_instance, + model_name=self.embedding_model, + score_threshold=self.similarity_threshold, + ), + auto_sync="local", + top_k=self.top_k, + ) + await router.aadd(routes) + self.tool_router = router + else: + await self.tool_router.aadd(routes) + + self._tool_map.update(missing) + verbose_logger.info( + f"Semantic tool filter indexed {len(routes)} request-time tools missing from the startup index" + ) + async def filter_tools( self, query: str, @@ -216,22 +291,34 @@ class SemanticMCPToolFilter: if not query or not query.strip(): return available_tools - # Router should be built on startup - if not, something went wrong - if self.tool_router is None: - verbose_logger.warning("Router not initialized - was build_router_from_mcp_registry() called on startup?") - return available_tools - # Run semantic filtering try: + await self._ensure_tools_indexed(available_tools) + + if self.tool_router is None: + verbose_logger.warning("Semantic router could not be built from the request's tools") + return available_tools + + available_names = [name for name in (self._extract_tool_info(t)[0] for t in available_tools) if name] + if not available_names: + return available_tools + limit = top_k or self.top_k - matches = self.tool_router(text=query, limit=limit) + if self.tool_router.top_k < limit: + self.tool_router.top_k = limit + matches = self.tool_router(text=query, limit=limit, route_filter=available_names) matched_tool_names = self._extract_tool_names_from_matches(matches) if not matched_tool_names: return available_tools - return self._get_tools_by_names(matched_tool_names, available_tools) + filtered_tools = self._get_tools_by_names(matched_tool_names, available_tools) + if not filtered_tools: + return available_tools + return filtered_tools + except SemanticToolFilterContextWindowError: + raise except Exception as e: if _is_context_window_error(e): verbose_logger.error( @@ -240,7 +327,7 @@ class SemanticMCPToolFilter: ) raise SemanticToolFilterContextWindowError( embedding_model=self.embedding_model, - stage="the user query", + stage="the user query or the MCP tool descriptions being indexed", original_error=str(e), ) from e verbose_logger.error(f"Semantic tool filter failed: {e}", exc_info=True) diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 68a61b85175..a8ab0937124 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -348,6 +348,7 @@ if MCP_AVAILABLE: CallToolResult, EmbeddedResource, ImageContent, + ListToolsResult, Prompt, TextContent, ) @@ -356,6 +357,14 @@ if MCP_AVAILABLE: from litellm.proxy._experimental.mcp_server.auth.litellm_auth_handler import ( MCPAuthenticatedUser, ) + from litellm.proxy._experimental.mcp_server.faults.list_outcomes import ( + SERVER_OUTCOMES_META_KEY, + AggregateToolListing, + ServerListOk, + ServerOutcome, + classify_list_exception, + outcome_wire_value, + ) from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( MCPServerManager, _caller_authorization_fans_out, @@ -664,9 +673,12 @@ if MCP_AVAILABLE: ######################################################## @server.list_tools() - async def handle_list_tools() -> List[Tool]: + async def handle_list_tools() -> "ListToolsResult | List[Tool]": """ - List all available tools. + List all available tools, with each server's listing outcome attached to the result's + ``_meta`` (SERVER_OUTCOMES_META_KEY) so a broken upstream is distinguishable from a healthy + server with no tools. Returning a ListToolsResult (rather than a bare list) makes the MCP SDK + pass the result through unwrapped, which is what lets the ``_meta`` survive to the client. Also captures the active session for propagation to callbacks. """ from mcp.server.lowlevel.server import request_ctx @@ -709,7 +721,7 @@ if MCP_AVAILABLE: # Get mcp_servers from context variable verbose_logger.debug("MCP list_tools - Calling _list_mcp_tools") - tools = await _list_mcp_tools( + listing = await _list_mcp_tools( user_api_key_auth=user_api_key_auth, mcp_auth_header=mcp_auth_header, mcp_servers=mcp_servers, @@ -719,8 +731,15 @@ if MCP_AVAILABLE: log_list_tools_to_spendlogs=True, list_tools_log_source="mcp_protocol", ) - verbose_logger.info(f"MCP list_tools - Successfully returned {len(tools)} tools") - return tools + verbose_logger.info(f"MCP list_tools - Successfully returned {len(listing.tools)} tools") + if not listing.outcomes: + return listing.tools + outcome_meta = { + SERVER_OUTCOMES_META_KEY: { + key: outcome_wire_value(outcome) for key, outcome in listing.outcomes.items() + } + } + return ListToolsResult.model_validate({"tools": listing.tools, "_meta": outcome_meta}) except Exception as e: verbose_logger.exception(f"Error in list_tools endpoint: {str(e)}") # Return empty list instead of failing completely @@ -1746,6 +1765,13 @@ if MCP_AVAILABLE: _mcp_gateway_initialize_instructions.reset(instructions_token) _mcp_gateway_server_name.reset(server_name_token) + def _aggregate_server_key(server: MCPServer) -> str: + """The client-visible key for a server in listing outcomes and spend metadata: the same + display prefix (alias, or the short prefix when that mode is enabled) the caller already + sees on the tool names. Canonical internal server names never key a caller-readable + surface; when the display naming deliberately hides them, the outcome keys must too.""" + return get_server_prefix(server) or "unknown" + async def _get_tools_from_mcp_servers( user_api_key_auth: Optional[UserAPIKeyAuth], mcp_auth_header: Optional[str], @@ -1758,7 +1784,7 @@ if MCP_AVAILABLE: litellm_trace_id: Optional[str] = None, request_tags: Optional[list[str]] = None, client_ip: Optional[str] = None, - ) -> List[MCPTool]: + ) -> AggregateToolListing: """ Helper method to fetch tools from MCP servers based on server filtering criteria. @@ -1770,10 +1796,11 @@ if MCP_AVAILABLE: oauth2_headers: Optional dict of oauth2 headers Returns: - List[MCPTool]: Combined list of tools from filtered servers + AggregateToolListing: Combined tools from filtered servers plus each server's + classified listing outcome """ if not MCP_AVAILABLE: - return [] + return AggregateToolListing(tools=[], outcomes={}) list_tools_start_time = datetime.now() litellm_logging_obj: Optional[LiteLLMLoggingObj] = None @@ -1858,10 +1885,12 @@ if MCP_AVAILABLE: async def _fetch_and_filter_server_tools( server: MCPServer, - ) -> List[MCPTool]: - """Fetch and filter tools from a single server with error handling.""" + ) -> "tuple[List[MCPTool], ServerOutcome]": + """Fetch and filter tools from a single server, classifying any failure into that + server's outcome so the aggregate can keep serving the healthy subset without a + broken server masquerading as an empty one.""" if server is None: - return [] + return [], ServerListOk(tool_count=0) server_auth_header, extra_headers = _prepare_mcp_server_headers( server=server, @@ -1931,8 +1960,8 @@ if MCP_AVAILABLE: verbose_logger.debug( f"Successfully fetched {len(tools)} tools from server {server.name}, {len(filtered_tools)} after filtering" ) - return filtered_tools - except MCPUpstreamAuthError: + return filtered_tools, ServerListOk(tool_count=len(filtered_tools)) + except MCPUpstreamAuthError as e: # Absorb so one unauthenticated server does not empty every other server's # tools. Surfacing the upstream 401 to the client as a re-auth challenge is # intentionally not done here: raising from this list handler cannot produce a @@ -1940,31 +1969,30 @@ if MCP_AVAILABLE: # error). Single-server routes surface it via the request-scope preemptive # check in _raise_preemptive_401_for_unauthenticated_servers instead. verbose_logger.debug(f"MCP list_tools: omitting {server.name}; it needs upstream auth") - return [] + return [], classify_list_exception(e) except Exception as e: verbose_logger.exception(f"Error getting tools from server {server.name}: {str(e)}") - return [] + return [], classify_list_exception(e) # Fetch tools from all servers in parallel tasks = [_fetch_and_filter_server_tools(server) for server in allowed_mcp_servers] results = await asyncio.gather(*tasks) # Flatten results into single list - all_tools: List[MCPTool] = [tool for tools in results for tool in tools] + all_tools: List[MCPTool] = [tool for tools, _ in results for tool in tools] + server_outcomes: Dict[str, ServerOutcome] = { + _aggregate_server_key(server): outcome + for server, (_, outcome) in zip(allowed_mcp_servers, results) + if server is not None + } # If logging is enabled, enrich spend_logs_metadata with counts if litellm_logging_obj: - per_server_tool_counts: Dict[str, int] = {} - for server, server_tools in zip(allowed_mcp_servers, results): - if server is None: - continue - server_key = ( - getattr(server, "server_name", None) - or getattr(server, "alias", None) - or getattr(server, "name", None) - or "unknown" - ) - per_server_tool_counts[str(server_key)] = len(server_tools) + per_server_tool_counts: Dict[str, int] = { + _aggregate_server_key(server): len(server_tools) + for server, (server_tools, _) in zip(allowed_mcp_servers, results) + if server is not None + } metadata_dict = litellm_logging_obj.model_call_details.get("metadata") if isinstance(metadata_dict, dict): @@ -1975,6 +2003,9 @@ if MCP_AVAILABLE: spend_meta["allowed_server_count"] = len(allowed_mcp_servers) spend_meta["tool_count_total"] = len(all_tools) spend_meta["per_server_tool_counts"] = per_server_tool_counts + spend_meta["per_server_list_outcomes"] = { + key: outcome_wire_value(outcome) for key, outcome in server_outcomes.items() + } end_time = datetime.now() try: @@ -1995,7 +2026,7 @@ if MCP_AVAILABLE: verbose_logger.info(f"Successfully fetched {len(all_tools)} tools total from all MCP servers") - return all_tools + return AggregateToolListing(tools=all_tools, outcomes=server_outcomes) except Exception as e: # Only fire failure hook if logging was requested for this list-tools execution if log_list_tools_to_spendlogs and user_api_key_auth is not None: @@ -2218,43 +2249,6 @@ if MCP_AVAILABLE: server = global_mcp_server_manager.get_mcp_server_by_id(server_id) return [t for t in tools if strip_known_server_prefix(t.name, server) in allowed_tool_names] - async def _merge_toolset_permissions( - user_api_key_auth: Optional[UserAPIKeyAuth], - ) -> Optional[UserAPIKeyAuth]: - """ - Resolve mcp_toolsets on the key's object_permission into tool-level permissions - and merge them (union) into object_permission.mcp_tool_permissions. - - Returns the (possibly mutated copy of) user_api_key_auth. - """ - if user_api_key_auth is None: - return None - op = user_api_key_auth.object_permission - if op is None: - return user_api_key_auth - toolset_ids = getattr(op, "mcp_toolsets", None) or [] - if not toolset_ids: - return user_api_key_auth - - toolset_perms = await global_mcp_server_manager.resolve_toolset_tool_permissions(toolset_ids=toolset_ids) - if not toolset_perms: - return user_api_key_auth - - # Merge toolset_perms into existing mcp_tool_permissions (union) - existing = dict(op.mcp_tool_permissions or {}) - for server_id, tool_names in toolset_perms.items(): - existing_tools = existing.get(server_id, []) - merged = list(set(existing_tools) | set(tool_names)) - existing[server_id] = merged - - # Build updated object_permission with merged tool permissions and server IDs. - # Union the toolset's server IDs into mcp_servers so downstream server-level - # filtering doesn't silently drop servers that the toolset references but that - # aren't already in the key's explicit mcp_servers list. - merged_servers = list(set(op.mcp_servers or []) | set(existing.keys())) - updated_op = op.model_copy(update={"mcp_servers": merged_servers, "mcp_tool_permissions": existing}) - return user_api_key_auth.model_copy(update={"object_permission": updated_op}) - async def _list_mcp_tools( user_api_key_auth: Optional[UserAPIKeyAuth] = None, mcp_auth_header: Optional[str] = None, @@ -2265,7 +2259,7 @@ if MCP_AVAILABLE: log_list_tools_to_spendlogs: bool = False, list_tools_log_source: Optional[str] = None, client_ip: Optional[str] = None, - ) -> List[MCPTool]: + ) -> AggregateToolListing: """ List all available MCP tools. @@ -2277,19 +2271,14 @@ if MCP_AVAILABLE: client_ip: Client IP for IP-based server access control Returns: - List[MCPTool]: Combined list of tools from all accessible servers + AggregateToolListing: Combined tools from all accessible servers plus each server's + classified listing outcome """ if not MCP_AVAILABLE: - return [] + return AggregateToolListing(tools=[], outcomes={}) - # Resolve toolset permissions and merge into the key's object_permission - # so that the existing filter_tools_by_key_team_permissions logic picks them up. - user_api_key_auth = await _merge_toolset_permissions(user_api_key_auth) - - # Get tools from managed MCP servers with error handling - managed_tools = [] try: - managed_tools = await _get_tools_from_mcp_servers( + listing = await _get_tools_from_mcp_servers( user_api_key_auth=user_api_key_auth, mcp_auth_header=mcp_auth_header, mcp_servers=mcp_servers, @@ -2300,12 +2289,12 @@ if MCP_AVAILABLE: list_tools_log_source=list_tools_log_source, client_ip=client_ip, ) - verbose_logger.debug(f"Successfully fetched {len(managed_tools)} tools from managed MCP servers") + verbose_logger.debug(f"Successfully fetched {len(listing.tools)} tools from managed MCP servers") + return listing except Exception as e: verbose_logger.exception(f"Error getting tools from managed MCP servers: {str(e)}") - # Continue with empty managed tools list instead of failing completely - - return managed_tools + # Continue with an empty listing instead of failing completely + return AggregateToolListing(tools=[], outcomes={}) async def _list_mcp_prompts( user_api_key_auth: Optional[UserAPIKeyAuth] = None, @@ -3582,48 +3571,70 @@ if MCP_AVAILABLE: # preemptive challenge and let downstream authorization # return 403. continue - if server and server.auth_type == MCPAuth.oauth2 and not oauth2_headers: - # For per-user OAuth servers, only skip the pre-emptive 401 when - # a stored token actually exists for this user+server pair. - # If no stored token exists, fail fast with 401 so clients can - # kick off PKCE/interactive OAuth flow immediately. - if server.needs_user_oauth_token: - if getattr(server, "delegate_auth_to_upstream", False) is True: - # Delegate-auth servers run upstream PKCE: challenge with - # the proxied resource_metadata (RFC 9728), not the - # gateway authorization_uri below which would authorize - # against the gateway instead of the upstream IdP. - www_authenticate = _get_passthrough_www_authenticate( - scope=scope, - server_name=server_name, - ) - raise HTTPException( - status_code=401, - detail="Unauthorized", - headers={"www-authenticate": www_authenticate}, - ) - # The v2 resolver owns the existence check, so every authorization_code - # resolution (egress and this discovery challenge) runs through it. + if server and server.auth_type == MCPAuth.oauth2: + # The challenge decision is per oauth2 sub-mode, not per header: + # gateway-managed modes (M2M and interactive authorization_code) + # never receive a client-supplied upstream token, so a bearer in + # Authorization is a LiteLLM key (surfaced here as oauth2_headers) + # and must not suppress the challenge. Only the delegate mode + # treats a present bearer as the upstream token. The sub-mode is + # resolved the same way egress resolves it, via + # effective_oauth2_flow: an unstamped (null oauth2_flow) row with + # the M2M shape resolves to client_credentials, so the bare + # has_client_credentials column is never trusted here. + if MCPServerManager.effective_oauth2_flow(server) == "client_credentials": + # M2M: the gateway mints its own token at egress from the + # stored client credentials, so there is nothing to challenge. + continue + + if getattr(server, "delegate_auth_to_upstream", False) is not True: + # Gateway-managed interactive (authorization_code): the only + # thing that authorizes egress is a stored per-user token, so + # challenge whenever one is absent, regardless of any bearer. + # The v2 resolver owns the existence check, so every + # authorization_code resolution (egress and this discovery + # challenge) runs through it. if await global_mcp_server_manager.has_user_oauth_token(server, user_api_key_auth): continue - request = StarletteRequest(scope) - base_url = get_request_base_url(request) - _path = scope.get("_original_path") or scope.get("path", "") or "" + request = StarletteRequest(scope) + base_url = get_request_base_url(request) + _path = scope.get("_original_path") or scope.get("path", "") or "" - # Pick the well-known AS-metadata form that matches the inbound route - # so strict RFC 9728 §3.2 clients can resolve it correctly. - if _path.startswith(f"/mcp/{server_name}"): - _as_url = f"{base_url}/.well-known/oauth-authorization-server/mcp/{server_name}" - else: - _as_url = f"{base_url}/.well-known/oauth-authorization-server/{server_name}" - authorization_uri = f'Bearer authorization_uri="{_as_url}"' + # Pick the well-known AS-metadata form that matches the inbound route + # so strict RFC 9728 §3.2 clients can resolve it correctly. + if _path.startswith(f"/mcp/{server_name}"): + _as_url = f"{base_url}/.well-known/oauth-authorization-server/mcp/{server_name}" + else: + _as_url = f"{base_url}/.well-known/oauth-authorization-server/{server_name}" + authorization_uri = f'Bearer authorization_uri="{_as_url}"' - raise HTTPException( - status_code=401, - detail="Unauthorized", - headers={"www-authenticate": authorization_uri}, - ) + raise HTTPException( + status_code=401, + detail="Unauthorized", + headers={"www-authenticate": authorization_uri}, + ) + + if not oauth2_headers: + # Delegate-auth servers run upstream PKCE: a present bearer is + # the upstream token, so only challenge when it is absent, with + # the proxied resource_metadata (RFC 9728), not the gateway + # authorization_uri above which would authorize against the + # gateway instead of the upstream IdP. + www_authenticate = _get_passthrough_www_authenticate( + scope=scope, + server_name=server_name, + ) + raise HTTPException( + status_code=401, + detail="Unauthorized", + headers={"www-authenticate": www_authenticate}, + ) + # Delegate server with a bearer present: it is the upstream token, + # so admit the session and move to the next target. Every oauth2 + # sub-mode is terminal here (continue or raise) so no oauth2 server + # reaches the token_exchange / pass-through blocks below. + continue # token_exchange (OBO): the caller supplied no subject token. Challenge at connect # (transport level, where WWW-Authenticate survives) with the RFC 9728 resource_metadata diff --git a/litellm/proxy/_experimental/mcp_server/tool_search.py b/litellm/proxy/_experimental/mcp_server/tool_search.py index fa57a2b3eb2..2f6b54a264a 100644 --- a/litellm/proxy/_experimental/mcp_server/tool_search.py +++ b/litellm/proxy/_experimental/mcp_server/tool_search.py @@ -91,7 +91,7 @@ async def handle_mcp_tool_search( from litellm.proxy._experimental.mcp_server.server import _list_mcp_tools - mcp_tools = await _list_mcp_tools( + mcp_listing = await _list_mcp_tools( user_api_key_auth=user_api_key_dict, mcp_servers=mcp_servers, client_ip=client_ip, @@ -100,6 +100,7 @@ async def handle_mcp_tool_search( oauth2_headers=oauth2_headers, raw_headers=raw_headers, ) + mcp_tools = mcp_listing.tools tools = [ { "name": t.name, diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index 7d4cc0b67af..ceb6e41472c 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

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file diff --git a/litellm/proxy/_experimental/out/404/index.html b/litellm/proxy/_experimental/out/404/index.html index 7d4cc0b67af..ceb6e41472c 100644 --- a/litellm/proxy/_experimental/out/404/index.html +++ b/litellm/proxy/_experimental/out/404/index.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

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t,{apiKeySource:i,accessToken:a,apiKey:n,inputMessage:r,chatHistory:s,selectedTags:l,selectedVectorStores:d,selectedGuardrails:p,selectedPolicies:c,selectedMCPServers:m,mcpServers:u,mcpServerToolRestrictions:g,selectedVoice:f,endpointType:h,selectedModel:_,selectedSdk:x,proxySettings:b}=e,y="session"===i?a:n,v=window.location.origin,w=b?.LITELLM_UI_API_DOC_BASE_URL;w&&w.trim()?v=w:b?.PROXY_BASE_URL&&(v=b.PROXY_BASE_URL);let j=r||"Your prompt here",S=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),k=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),C={};l.length>0&&(C.tags=l),d.length>0&&(C.vector_stores=d),p.length>0&&(C.guardrails=p),c.length>0&&(C.policies=c);let z=_||"your-model-name",I="azure"===x?`import openai - -client = openai.AzureOpenAI( - api_key="${y||"YOUR_LITELLM_API_KEY"}", - azure_endpoint="${v}", - api_version="2024-02-01" -)`:`import openai - -client = openai.OpenAI( - api_key="${y||"YOUR_LITELLM_API_KEY"}", - base_url="${v}" 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or data:application/pdf;base64,{base64_file} -# } -# } -# ] -# } -# ]${i} -# ) -# print(response_with_file) -`;break}case o.RESPONSES:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`, - extra_body=${e}`}let a=k.length>0?k:[{role:"user",content:j}];t=` -import base64 - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Example with text only -response = client.responses.create( - model="${z}", - input=${JSON.stringify(a,null,4)}${i} -) - -print(response.output_text) - -# Example with image or PDF (uncomment and provide file path to use) -# base64_file = encode_image("path/to/your/file.jpg") # or .pdf -# response_with_file = client.responses.create( -# model="${z}", -# input=[ -# { -# "role": "user", -# "content": [ -# {"type": "input_text", "text": "${S}"}, -# { -# "type": "input_image", -# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} -# }, -# ], -# } -# ]${i} -# ) -# print(response_with_file.output_text) -`;break}case o.IMAGE:t="azure"===x?` -# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. -# This snippet uses 'client.images.generate' and will create a new image based on your prompt. -# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. -import os -import requests -import json -import time -from PIL import Image - -result = client.images.generate( - model="${z}", - prompt="${r}", - n=1 -) - -json_response = json.loads(result.model_dump_json()) - -# Set the directory for the stored image -image_dir = os.path.join(os.curdir, 'images') - -# If the directory doesn't exist, create it -if not os.path.isdir(image_dir): - os.mkdir(image_dir) - -# Initialize the image path -image_filename = f"generated_image_{int(time.time())}.png" -image_path = os.path.join(image_dir, image_filename) - -try: - # Retrieve the generated image - if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): - image_url = json_response["data"][0]["url"] - generated_image = requests.get(image_url).content - with open(image_path, "wb") as image_file: - image_file.write(generated_image) - - print(f"Image saved to {image_path}") - # Display the image - image = Image.open(image_path) - image.show() - else: - print("Could not find image URL in response.") - print("Full response:", json_response) -except Exception as e: - print(f"An error occurred: {e}") - print("Full response:", json_response) -`:` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${S}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${z}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, 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