diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS new file mode 100644 index 00000000000..51d489459d9 --- /dev/null +++ b/.github/CODEOWNERS @@ -0,0 +1,3 @@ +/ui/ @yuneng-jiang @ryan-crabbe-berri +/litellm/proxy/_experimental/out/ @yuneng-jiang @ryan-crabbe-berri +/ui/litellm-dashboard/src/lib/http/schema.d.ts diff --git a/.github/actions/setup-uv-with-retries/action.yml b/.github/actions/setup-uv-with-retries/action.yml new file mode 100644 index 00000000000..1627038dc3d --- /dev/null +++ b/.github/actions/setup-uv-with-retries/action.yml @@ -0,0 +1,47 @@ +name: "Set up uv with retries" +description: >- + Install uv via astral-sh/setup-uv, retrying on transient failures. Even with + an exact pinned version, the action resolves the artifact URL by fetching + https://raw.githubusercontent.com/astral-sh/versions/main/v1/uv.ndjson in a + single request with no retry, timeout, or fallback, so one connection-level + network error ("fetch failed") fails the whole job before any test runs. + Retrying the full step covers the manifest fetch and the binary download. + +inputs: + version: + description: "uv version to install" + required: true + +runs: + using: composite + steps: + - name: Set up uv (attempt 1) + id: attempt-1 + continue-on-error: true + uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0 + with: + version: ${{ inputs.version }} + + - name: Wait before attempt 2 + if: steps.attempt-1.outcome == 'failure' + shell: bash + run: sleep 15 + + - name: Set up uv (attempt 2) + id: attempt-2 + if: steps.attempt-1.outcome == 'failure' + continue-on-error: true + uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0 + with: + version: ${{ inputs.version }} + + - name: Wait before attempt 3 + if: steps.attempt-2.outcome == 'failure' + shell: bash + run: sleep 30 + + - name: Set up uv (attempt 3) + if: steps.attempt-2.outcome == 'failure' + uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0 + with: + version: ${{ inputs.version }} diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md index bd9fc2285d1..d7e80b32749 100644 --- a/.github/pull_request_template.md +++ b/.github/pull_request_template.md @@ -41,3 +41,27 @@ If you're seeing a delay in your PR being merged, ping the LiteLLM Team on [Slac ✅ Test ## Changes + +## QA runbook + + + +### Final Attestation + +- [ ] The tests check the right things, including the edge cases, and regressions in the respective real-world customer use-cases are not possible after this PR diff --git a/.github/workflows/_test-unit-base.yml b/.github/workflows/_test-unit-base.yml index 9fd81b27f3b..92230fc8892 100644 --- a/.github/workflows/_test-unit-base.yml +++ b/.github/workflows/_test-unit-base.yml @@ -63,7 +63,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" diff --git a/.github/workflows/auto_update_price_and_context_window.yml b/.github/workflows/auto_update_price_and_context_window.yml index 1c6c318c717..1a638a4a331 100644 --- a/.github/workflows/auto_update_price_and_context_window.yml +++ b/.github/workflows/auto_update_price_and_context_window.yml @@ -18,7 +18,7 @@ jobs: with: persist-credentials: false - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" - name: Update JSON Data diff --git a/.github/workflows/check-ui-api-types.yml b/.github/workflows/check-ui-api-types.yml index 439126aa1ee..9c24bad00f1 100644 --- a/.github/workflows/check-ui-api-types.yml +++ b/.github/workflows/check-ui-api-types.yml @@ -31,7 +31,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" diff --git a/.github/workflows/codspeed.yml b/.github/workflows/codspeed.yml index a1772102b89..54a8e53d7a3 100644 --- a/.github/workflows/codspeed.yml +++ b/.github/workflows/codspeed.yml @@ -37,7 +37,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" 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 21aad18d298..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 ($HEAD_REPO). External contributors should open PRs against the 'litellm_oss_staging' branch instead." + echo "::error::PRs to main must originate from the canonical repository ($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 'litellm_oss_staging' 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/mutation-test.yml b/.github/workflows/mutation-test.yml index 183f12f969c..6684952b998 100644 --- a/.github/workflows/mutation-test.yml +++ b/.github/workflows/mutation-test.yml @@ -39,7 +39,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" diff --git a/.github/workflows/oss_daily_guardrails.yml b/.github/workflows/oss_daily_guardrails.yml deleted file mode 100644 index 950c51c9b60..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: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 - 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-code-quality.yml b/.github/workflows/test-code-quality.yml index 872a1799d98..9d28ca211cf 100644 --- a/.github/workflows/test-code-quality.yml +++ b/.github/workflows/test-code-quality.yml @@ -38,7 +38,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" diff --git a/.github/workflows/test-linting.yml b/.github/workflows/test-linting.yml index c2fc3453261..09406d77634 100644 --- a/.github/workflows/test-linting.yml +++ b/.github/workflows/test-linting.yml @@ -33,7 +33,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" @@ -48,7 +48,7 @@ jobs: - name: Install dependencies run: | - uv sync --frozen --group proxy-dev + uv sync --frozen --group proxy-dev --group e2e-dev # basedpyright resolves Prisma's generated client (litellm/proxy/schema.prisma) # only after `prisma generate` writes prisma/client.py et al. Without this the @@ -107,6 +107,16 @@ jobs: run: | (uv run --no-sync basedpyright --outputjson || true) | uv run --no-sync python scripts/type_check_gate.py --base "$BASE_SHA" + - name: Check tests/e2e basedpyright (zero errors) + env: + BASE_SHA: ${{ github.event.pull_request.base.sha }} + run: | + if git diff --name-only --diff-filter=ACMRD "$BASE_SHA"...HEAD -- 'tests/e2e/**/*.py' | grep -q .; then + uv run --no-sync basedpyright tests/e2e + else + echo "No changed tests/e2e Python files; skipping." + fi + - name: Check for circular imports run: | cd litellm @@ -162,7 +172,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" diff --git a/.github/workflows/test-litellm-ui-build.yml b/.github/workflows/test-litellm-ui-build.yml index ce8d8cb9c95..525e2c5b949 100644 --- a/.github/workflows/test-litellm-ui-build.yml +++ b/.github/workflows/test-litellm-ui-build.yml @@ -36,79 +36,3 @@ jobs: - name: Build run: npm run build - - frontend-lint: - runs-on: ubuntu-latest - timeout-minutes: 8 - defaults: - run: - working-directory: ui/litellm-dashboard - - steps: - - name: Checkout repository - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0 - with: - fetch-depth: 0 - persist-credentials: false - - - name: Collect changed files - id: changed - env: - BASE_SHA: ${{ github.event.pull_request.base.sha }} - run: | - : > "$RUNNER_TEMP/prettier_files.txt" - : > "$RUNNER_TEMP/eslint_files.txt" - while IFS= read -r f; do - [ -f "$f" ] || continue - case "$f" in - *.js | *.jsx | *.ts | *.tsx | *.mjs | *.cjs) - printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" - printf '%s\n' "$f" >> "$RUNNER_TEMP/eslint_files.txt" ;; - *.json | *.css | *.scss | *.md | *.mdx | *.yml | *.yaml | *.html) - printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" ;; - esac - done < <(git diff --name-only --diff-filter=ACMR --relative "$BASE_SHA"...HEAD -- .) - if [ -s "$RUNNER_TEMP/prettier_files.txt" ] || [ -s "$RUNNER_TEMP/eslint_files.txt" ]; then - echo "has_files=true" >> "$GITHUB_OUTPUT" - else - echo "has_files=false" >> "$GITHUB_OUTPUT" - echo "No lintable UI files changed in this PR; nothing to check." - fi - - - name: Setup Node.js - if: steps.changed.outputs.has_files == 'true' - uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0 - with: - node-version: "20" - cache: "npm" - cache-dependency-path: ui/litellm-dashboard/package-lock.json - - - name: Install dependencies - if: steps.changed.outputs.has_files == 'true' - run: npm ci - - - name: Lint changed files (prettier + eslint) - if: steps.changed.outputs.has_files == 'true' - run: | - prettier_files=() - eslint_files=() - while IFS= read -r f; do prettier_files+=("$f"); done < "$RUNNER_TEMP/prettier_files.txt" - while IFS= read -r f; do eslint_files+=("$f"); done < "$RUNNER_TEMP/eslint_files.txt" - status=0 - if [ ${#prettier_files[@]} -gt 0 ]; then - echo "::group::Prettier (${#prettier_files[@]} files)" - npx prettier --check "${prettier_files[@]}" || { status=1; echo "::error::Unformatted files. Fix with: npm run format"; } - echo "::endgroup::" - fi - if [ ${#eslint_files[@]} -gt 0 ]; then - echo "::group::ESLint (${#eslint_files[@]} files)" - npx eslint --no-warn-ignored --pass-on-unpruned-suppressions "${eslint_files[@]}" || status=1 - echo "::endgroup::" - fi - exit $status - - - name: Check lint budgets - if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }} - run: | - npx eslint . -f json -o "$RUNNER_TEMP/lint-report.json" || true - node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json --check eslint-metrics.json diff --git a/.github/workflows/test-litellm-ui-lint.yml b/.github/workflows/test-litellm-ui-lint.yml new file mode 100644 index 00000000000..804894b1e50 --- /dev/null +++ b/.github/workflows/test-litellm-ui-lint.yml @@ -0,0 +1,92 @@ +name: UI Lint +permissions: + contents: read + +on: + pull_request: + branches: + - main + - litellm_internal_staging + - litellm_oss_staging + - "litellm_**" + +jobs: + frontend-lint: + runs-on: ubuntu-latest + timeout-minutes: 8 + defaults: + run: + working-directory: ui/litellm-dashboard + + steps: + - name: Checkout repository + uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0 + with: + fetch-depth: 0 + persist-credentials: false + + - name: Collect changed files + id: changed + env: + BASE_SHA: ${{ github.event.pull_request.base.sha }} + run: | + : > "$RUNNER_TEMP/prettier_files.txt" + : > "$RUNNER_TEMP/eslint_files.txt" + while IFS= read -r f; do + [ -f "$f" ] || continue + case "$f" in + *.js | *.jsx | *.ts | *.tsx | *.mjs | *.cjs) + printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" + printf '%s\n' "$f" >> "$RUNNER_TEMP/eslint_files.txt" ;; + *.json | *.css | *.scss | *.md | *.mdx | *.yml | *.yaml | *.html) + printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" ;; + esac + done < <(git diff --name-only --diff-filter=ACMR --relative "$BASE_SHA"...HEAD -- .) + if [ -s "$RUNNER_TEMP/prettier_files.txt" ] || [ -s "$RUNNER_TEMP/eslint_files.txt" ]; then + echo "has_files=true" >> "$GITHUB_OUTPUT" + else + echo "has_files=false" >> "$GITHUB_OUTPUT" + echo "No lintable UI files changed in this PR; nothing to check." + fi + + - name: Setup Node.js + if: steps.changed.outputs.has_files == 'true' + uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0 + with: + node-version: "20" + cache: "npm" + cache-dependency-path: ui/litellm-dashboard/package-lock.json + + - name: Install dependencies + if: steps.changed.outputs.has_files == 'true' + run: npm ci + + - name: Lint changed files (prettier + eslint) + if: steps.changed.outputs.has_files == 'true' + run: | + prettier_files=() + eslint_files=() + while IFS= read -r f; do prettier_files+=("$f"); done < "$RUNNER_TEMP/prettier_files.txt" + while IFS= read -r f; do eslint_files+=("$f"); done < "$RUNNER_TEMP/eslint_files.txt" + status=0 + if [ ${#prettier_files[@]} -gt 0 ]; then + echo "::group::Prettier (${#prettier_files[@]} files)" + npx prettier --check "${prettier_files[@]}" || { status=1; echo "::error::Unformatted files. Fix with: npm run format"; } + echo "::endgroup::" + fi + if [ ${#eslint_files[@]} -gt 0 ]; then + echo "::group::ESLint (${#eslint_files[@]} files)" + npx eslint --no-warn-ignored --pass-on-unpruned-suppressions "${eslint_files[@]}" || status=1 + echo "::endgroup::" + fi + exit $status + + - name: Check lint budgets + if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }} + run: | + npx eslint . -f json -o "$RUNNER_TEMP/lint-report.json" || true + node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json + + - name: Check for dead code (knip) + if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }} + run: npm run knip:ci diff --git a/.github/workflows/test-mcp.yml b/.github/workflows/test-mcp.yml index 5b5290880c1..a5a4e722133 100644 --- a/.github/workflows/test-mcp.yml +++ b/.github/workflows/test-mcp.yml @@ -32,7 +32,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" 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-semgrep.yml b/.github/workflows/test-semgrep.yml index f0dcb9887be..6e9f5e42fa2 100644 --- a/.github/workflows/test-semgrep.yml +++ b/.github/workflows/test-semgrep.yml @@ -31,7 +31,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" diff --git a/.github/workflows/test-terraform-provider.yml b/.github/workflows/test-terraform-provider.yml index 03d8ff3461c..058a2538c15 100644 --- a/.github/workflows/test-terraform-provider.yml +++ b/.github/workflows/test-terraform-provider.yml @@ -74,7 +74,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" diff --git a/.github/workflows/test-unit-documentation.yml b/.github/workflows/test-unit-documentation.yml index 03f9f0a510b..c12a289ce9f 100644 --- a/.github/workflows/test-unit-documentation.yml +++ b/.github/workflows/test-unit-documentation.yml @@ -42,7 +42,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" 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/test-unit-proxy-legacy.yml b/.github/workflows/test-unit-proxy-legacy.yml index 0068e80e584..bcbf365babf 100644 --- a/.github/workflows/test-unit-proxy-legacy.yml +++ b/.github/workflows/test-unit-proxy-legacy.yml @@ -59,7 +59,7 @@ jobs: python-version: "3.12" - name: Set up uv - uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7 + uses: ./.github/actions/setup-uv-with-retries with: version: "0.10.9" 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 e3ccf50508f..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* @@ -106,6 +109,13 @@ STABILIZATION_TODO.md **/coverage test-config +# Claude Code compatibility-matrix pytest artifact (CI-only output). +compat-results.json +compat-results.json.shards/ +compat-rate-limit-summary.json +# Matrix JSON produced by the daily-cron publisher (pushed to litellm-docs). +compatibility-matrix.json + # ---------- Terraform ---------- # Provider binaries + module cache — regenerated by `terraform init`. **/.terraform/ diff --git a/CLAUDE.md b/CLAUDE.md index 5affa7748d7..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 +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 @@ -39,6 +39,8 @@ Don't hesitate to use values in .env to get needed API keys and other secrets, a Python max line length is 120, not 88 +On a fresh worktree or clone, run `make bootstrap` before anything else. It provisions everything tests, `make pre-commit`, and a local proxy need + Run tests before you commit. Also, run `make pre-commit` right before each commit, which generates types (as needed) and formats/lints your code. Any errors found must be fixed. It only runs when there are staged frontend and/or backend changes and calculates violations, generates types, etc. based on the worktree, so stage what you need or stash/delete unwanted files in litellm/ or ui/ (where backend and frontend lint run, respectively) before running it. If it fails because dashboard api types are stale, it already regenerated them for you. You just need to stage the schema.d.ts, re-run `make pre-commit` to confirm it passes, and commit When you fix violations gated by `ruff-strict-budget.json`, `type-discipline-budget.json`, or `basedpyright-code-budget.json`, run `make lint-budget-update` and commit the lowered limits so the ceilings ratchet down instead of leaving stale headroom. It measures the working tree, so it must contain exactly the fixes you're committing diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 1080579d0fa..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 create a pull request +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/Makefile b/Makefile index f2753b09ff5..8b657dcb465 100644 --- a/Makefile +++ b/Makefile @@ -5,15 +5,16 @@ test-unit-integrations test-unit-core-utils test-unit-other test-unit-root \ test-proxy-unit-a test-proxy-unit-b test-integration test-unit-helm \ info lint lint-dev lint-checks format \ - lint-basedpyright lint-basedpyright-budget-update lint-type-discipline lint-type-discipline-budget-update \ + lint-basedpyright lint-e2e-basedpyright lint-basedpyright-budget-update lint-type-discipline lint-type-discipline-budget-update \ lint-ruff-budget lint-ruff-budget-update lint-budget-update lint-gate \ install-dev install-proxy-dev install-test-deps install-hooks \ install-helm-unittest check-circular-imports check-import-safety pre-commit \ - lint-install lint-fetch-base + lint-install lint-fetch-base bootstrap # Default target help: @echo "Available commands:" + @echo " make bootstrap - Provision a fresh clone/worktree" @echo " make install-dev - Install development dependencies" @echo " make install-proxy-dev - Install proxy development dependencies" @echo " make install-dev-ci - Install dev dependencies (CI-compatible, pins OpenAI)" @@ -27,6 +28,7 @@ help: @echo " make lint - Run all linting (Ruff, basedpyright, format check, circular imports, import safety)" @echo " make lint-ruff - Run Ruff linting only" @echo " make lint-basedpyright - Run basedpyright strict, gated by per-rule error counts" + @echo " make lint-e2e-basedpyright - Run basedpyright over tests/e2e (zero errors allowed)" @echo " make lint-basedpyright-budget-update - Ratchet basedpyright limits down by what this branch fixed" @echo " make lint-format - Check ruff format formatting (matches CI)" @echo " make lint-ruff-budget - Gate the codebase total of each strict ruff rule against its limit" @@ -54,6 +56,7 @@ UV := uv UV_RUN := $(UV) run --no-sync LINT_DEP_INSTALL ?= install-dev +LINT_E2E_DEP_INSTALL ?= lint-install LINT_DEP_BASE ?= lint-fetch-base LINT_JOBS := $(shell sysctl -n hw.ncpu 2>/dev/null || nproc 2>/dev/null || echo 4) LINT_OUTPUT_SYNC := $(if $(filter output-sync,$(.FEATURES)),--output-sync=target,) @@ -69,6 +72,18 @@ info: install-dev: $(UV) sync --inexact --frozen +bootstrap: + $(UV) sync --inexact --frozen --extra proxy --group proxy-dev --group e2e-dev + $(UV_RUN) python scripts/prisma_generate_if_needed.py + cd ui/litellm-dashboard && npm ci --no-audit --no-fund + @main_root=$$(git worktree list --porcelain | head -1 | sed 's/^worktree //'); \ + if [ "$$main_root" != "$$(git rev-parse --show-toplevel)" ] && [ -f "$$main_root/.env" ] && [ ! -f .env ]; then \ + cp "$$main_root/.env" .env && echo "bootstrap: copied .env from $$main_root"; \ + else \ + echo "bootstrap: .env left untouched"; \ + fi + @echo "bootstrap: done" + install-proxy-dev: $(UV) sync --frozen --group proxy-dev --extra proxy @@ -111,7 +126,7 @@ lint-fetch-base: # CI's). --inexact tops up the venv instead of pruning the proxy extras gen:api and the # running proxy need. lint-install: - $(UV) sync --inexact --frozen --group proxy-dev + $(UV) sync --inexact --frozen --group proxy-dev --group e2e-dev $(UV_RUN) python scripts/prisma_generate_if_needed.py # Diff-scoped format check, identical to test-linting.yml's "Check ruff format" step: @@ -164,6 +179,9 @@ lint-ruff-FULL-dev: install-dev lint-basedpyright: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE) ($(UV_RUN) basedpyright --outputjson || true) | $(UV_RUN) python scripts/type_check_gate.py --base origin/litellm_internal_staging +lint-e2e-basedpyright: $(LINT_E2E_DEP_INSTALL) + $(UV_RUN) basedpyright tests/e2e + # Type-discipline budget (mutable collections / casts / type guards / kwargs / # unexplained suppressions), the test-linting.yml step `make lint` used to omit. lint-type-discipline: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE) @@ -208,9 +226,9 @@ check-import-safety: $(LINT_DEP_INSTALL) # base fetch) runs once up front; the checks themselves are independent, so a sub-make # fans them out with -j and the fast ones finish under basedpyright's shadow. lint: lint-install lint-fetch-base - $(MAKE) -j $(LINT_JOBS) $(LINT_OUTPUT_SYNC) LINT_DEP_INSTALL= LINT_DEP_BASE= lint-checks + $(MAKE) -j $(LINT_JOBS) $(LINT_OUTPUT_SYNC) LINT_DEP_INSTALL= LINT_E2E_DEP_INSTALL= LINT_DEP_BASE= lint-checks -lint-checks: lint-format-check-changed lint-ruff lint-gate lint-type-discipline lint-basedpyright check-circular-imports check-import-safety +lint-checks: lint-format-check-changed lint-ruff lint-gate lint-type-discipline lint-basedpyright lint-e2e-basedpyright check-circular-imports check-import-safety # Faster linting for local development (only checks changed code) lint-dev: lint-format-changed check-circular-imports check-import-safety diff --git a/README.md b/README.md index 90d3e944fcc..32b0160dbaa 100644 --- a/README.md +++ b/README.md @@ -552,17 +552,12 @@ The Terraform modules live at [`terraform/litellm/aws/`](./terraform/litellm/aws 2. Run dependent services `docker-compose up db prometheus` #### Backend -1. (In root) create virtual environment `python -m venv .venv` -2. Activate virtual environment `source .venv/bin/activate` -3. Install dependencies `uv sync --all-extras --group proxy-dev` -4. `uv run prisma generate` -5. `prisma generate` -6. Start proxy backend `python litellm/proxy/proxy_cli.py` +1. Run `make bootstrap` +2. Start proxy backend: `uv run python litellm/proxy/proxy_cli.py` #### Frontend -1. Navigate to `ui/litellm-dashboard` -2. Install dependencies `npm install` -3. Run `npm run dev` to start the dashboard +1. Navigate to `ui/litellm-dashboard` (dependencies were already installed w/ `make bootstrap`) +2. Start dashboard: `npm run dev` ### Verify Docker Image Signatures diff --git a/backend/routes/allowlist.py b/backend/routes/allowlist.py index b67f7d42127..02574ca505d 100644 --- a/backend/routes/allowlist.py +++ b/backend/routes/allowlist.py @@ -46,6 +46,7 @@ BACKEND_PATH_PREFIXES: tuple[str, ...] = ( "/fallback", "/fallbacks", "/cache_settings", + "/coordination_redis/", "/cost_tracking", "/cost/", "/credentials", diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json index cb3427bed4d..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 @@ -57,7 +57,7 @@ "limit": 5900 }, "reportMissingTypeArgument": { - "limit": 15918 + "limit": 15903 }, "reportMissingTypeStubs": { "limit": 41 @@ -105,13 +105,13 @@ "limit": 113 }, "reportUnknownMemberType": { - "limit": 40541 + "limit": 40539 }, "reportUnknownParameterType": { - "limit": 20418 + "limit": 20403 }, "reportUnknownVariableType": { - "limit": 32151 + "limit": 32141 }, "reportUnnecessaryCast": { "limit": 177 @@ -123,7 +123,7 @@ "limit": 7 }, "reportUnnecessaryIsInstance": { - "limit": 1212 + "limit": 1209 }, "reportUntypedBaseClass": { "limit": 165 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/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip index bda742c71a9..372606a5b0f 100644 --- a/docker/build_from_pip/Dockerfile.build_from_pip +++ b/docker/build_from_pip/Dockerfile.build_from_pip @@ -36,7 +36,7 @@ RUN uv venv --python python && \ "opentelemetry-api==1.28.0" \ "opentelemetry-sdk==1.28.0" \ "opentelemetry-exporter-otlp==1.28.0" \ - "ddtrace==2.19.0" \ + "ddtrace==4.11.0" \ "sentry-sdk==2.21.0" \ "mangum==0.17.0" \ "azure-ai-contentsafety==1.0.0" \ diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/llm_guard.py b/enterprise/litellm_enterprise/enterprise_callbacks/llm_guard.py index ad8aabf77b6..d10b5a2ab09 100644 --- a/enterprise/litellm_enterprise/enterprise_callbacks/llm_guard.py +++ b/enterprise/litellm_enterprise/enterprise_callbacks/llm_guard.py @@ -7,7 +7,8 @@ # Thank you users! We ❤️ you! - Krrish & Ishaan ## This provides an LLM Guard Integration for content moderation on the proxy -from typing import Literal, Optional +import asyncio +from typing import Optional import aiohttp from fastapi import HTTPException @@ -18,7 +19,6 @@ from litellm.integrations.custom_logger import CustomLogger from litellm.proxy._types import UserAPIKeyAuth from litellm.secret_managers.main import get_secret_str from litellm.types.utils import CallTypesLiteral -from litellm.utils import get_formatted_prompt class _ENTERPRISE_LLMGuard(CustomLogger): @@ -46,45 +46,44 @@ class _ENTERPRISE_LLMGuard(CustomLogger): except Exception: pass - async def moderation_check(self, text: str): + async def moderation_check(self, text: str) -> str: """ + Runs the LLM Guard moderation check on ``text``. + + Raises an HTTPException when the content violates the safety policy; + otherwise returns the sanitized prompt from LLM Guard, falling back to + the original text when the API does not provide one. + [TODO] make this more performant for high-throughput scenario """ try: - async with aiohttp.ClientSession() as session: - if self.mock_redacted_text is not None: - redacted_text = self.mock_redacted_text - else: - # Make the first request to /analyze - analyze_url = f"{self.llm_guard_api_base}analyze/prompt" - verbose_proxy_logger.debug("Making request to: %s", analyze_url) - analyze_payload = {"prompt": text} - redacted_text = None + if self.mock_redacted_text is not None: + redacted_text = self.mock_redacted_text + else: + analyze_url = f"{self.llm_guard_api_base}analyze/prompt" + verbose_proxy_logger.debug("Making request to: %s", analyze_url) + async with aiohttp.ClientSession() as session: async with session.post( - analyze_url, json=analyze_payload + analyze_url, json={"prompt": text} ) as response: redacted_text = await response.json() - verbose_proxy_logger.debug( - f"LLM Guard: Received response - {redacted_text}" + verbose_proxy_logger.debug( + f"LLM Guard: Received response - {redacted_text}" + ) + if redacted_text is None: + raise HTTPException( + status_code=500, + detail={ + "error": f"Invalid content moderation response: {redacted_text}" + }, ) - if redacted_text is not None: - if ( - redacted_text.get("is_valid", None) is not None - and redacted_text["is_valid"] is False - ): - raise HTTPException( - status_code=400, - detail={"error": "Violated content safety policy"}, - ) - else: - pass - else: - raise HTTPException( - status_code=500, - detail={ - "error": f"Invalid content moderation response: {redacted_text}" - }, - ) + if redacted_text.get("is_valid", None) is False: + raise HTTPException( + status_code=400, + detail={"error": "Violated content safety policy"}, + ) + sanitized_prompt = redacted_text.get("sanitized_prompt") + return sanitized_prompt if isinstance(sanitized_prompt, str) else text except Exception as e: verbose_proxy_logger.exception( "litellm.enterprise.enterprise_hooks.llm_guard::moderation_check - Exception occurred - {}".format( @@ -138,23 +137,75 @@ class _ENTERPRISE_LLMGuard(CustomLogger): return self.print_verbose("Makes LLM Guard Check") - try: - assert call_type in [ - "completion", - "embeddings", - "image_generation", - "moderation", - "audio_transcription", - ] - except Exception: + if call_type not in [ + "completion", + "embeddings", + "image_generation", + "moderation", + "audio_transcription", + ]: self.print_verbose( f"Call Type - {call_type}, not in accepted list - ['completion','embeddings','image_generation','moderation','audio_transcription']" ) return data - formatted_prompt = get_formatted_prompt(data=data, call_type=call_type) # type: ignore - self.print_verbose(f"LLM Guard, formatted_prompt: {formatted_prompt}") - return await self.moderation_check(text=formatted_prompt) + return await self._moderate_request(data=data) + + async def _moderate_request(self, data: dict) -> dict: + """ + Sanitizes the request in place using the prompt returned by LLM Guard so + the provider-bound request carries the redacted content, then returns it. + """ + messages = data.get("messages") + if messages is not None: + data["messages"] = list( + await asyncio.gather( + *(self._moderate_message(message) for message in messages) + ) + ) + return data + + input_ = data.get("input") + if input_ is not None: + data["input"] = await self._moderate_input(input_) + return data + + prompt = data.get("prompt") + if isinstance(prompt, str): + data["prompt"] = await self.moderation_check(text=prompt) + return data + + async def _moderate_message(self, message: dict) -> dict: + content = message.get("content") + if isinstance(content, str): + return {**message, "content": await self.moderation_check(text=content)} + if isinstance(content, list): + return { + **message, + "content": list( + await asyncio.gather( + *(self._moderate_content_part(part) for part in content) + ) + ), + } + return message + + async def _moderate_content_part(self, part: dict) -> dict: + if part.get("type") == "text" and isinstance(part.get("text"), str): + return {**part, "text": await self.moderation_check(text=part["text"])} + return part + + async def _moderate_input(self, input_: object) -> object: + if isinstance(input_, str): + return await self.moderation_check(text=input_) + if isinstance(input_, list): + return [ + await self.moderation_check(text=item) + if isinstance(item, str) + else item + for item in input_ + ] + return input_ async def async_post_call_streaming_hook( self, user_api_key_dict: UserAPIKeyAuth, response: str 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/litellm_enterprise/proxy/common_utils/check_batch_cost.py b/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py index b9ac98f515c..f209ab54f64 100644 --- a/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py +++ b/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py @@ -29,7 +29,7 @@ class CheckBatchCost: proxy_logging_obj: "ProxyLogging", prisma_client: "PrismaClient", llm_router: "Router", - track_unmanaged_vertex_batch_cost: bool = False, + track_unmanaged_batch_cost: bool = False, ): from litellm.proxy.utils import PrismaClient, ProxyLogging from litellm.router import Router @@ -37,7 +37,7 @@ class CheckBatchCost: self.proxy_logging_obj: ProxyLogging = proxy_logging_obj self.prisma_client: PrismaClient = prisma_client self.llm_router: Router = llm_router - self._track_unmanaged_vertex_batch_cost = track_unmanaged_vertex_batch_cost + self._track_unmanaged_batch_cost = track_unmanaged_batch_cost # Cached after the first poll cycle. Once we know the column is absent we skip # the guaranteed-failing primary query on every subsequent cycle. self._has_batch_processed_column: bool = True @@ -118,11 +118,11 @@ class CheckBatchCost: Resolve (model_id, batch_id) for a managed-object row, where model_id is a router deployment id and batch_id is the raw provider batch id. - Managed batches encode both in a base64 unified id. Unmanaged Vertex batches, created with - a raw gs:// input_file_id, store the raw provider job id as unified_object_id; when - track_unmanaged_vertex_batch_cost is enabled the model is derived from the gs:// path and - mapped to a configured vertex_ai deployment. Returns None (recording a metric) when the row - can't be routed. + Managed batches encode both in a base64 unified id. Unmanaged batches (created outside + LiteLLM's own /v1/batches with a raw input_file_id) store the raw provider job id as + unified_object_id instead; when track_unmanaged_batch_cost is enabled the model is derived + from the provider-specific input_file_id layout (Vertex gs:// or Bedrock s3://) and mapped + to a matching deployment. Returns None (recording a metric) when the row can't be routed. """ from litellm.proxy.openai_files_endpoints.common_utils import ( _is_base64_encoded_unified_file_id, @@ -142,8 +142,43 @@ class CheckBatchCost: return None return model_id, get_batch_id_from_unified_batch_id(decoded) - if self._track_unmanaged_vertex_batch_cost: - return self._resolve_unmanaged_vertex_routing(job, prom_logger) + if self._track_unmanaged_batch_cost: + from litellm.llms.bedrock.batches.transformation import ( + BedrockBatchesConfig, + ) + from litellm.llms.vertex_ai.batches.transformation import ( + VertexAIBatchTransformation, + ) + + input_file_id = self._get_input_file_id(job) + if VertexAIBatchTransformation.is_unmanaged_gcs_batch_input_file_id( + input_file_id + ): + assert input_file_id is not None # narrowed by is_unmanaged_gcs_batch_input_file_id + return self._resolve_unmanaged_provider_routing( + job=job, + prom_logger=prom_logger, + llm_provider="vertex_ai", + bare_model_name=VertexAIBatchTransformation.get_bare_model_name_from_gcs_file( + input_file_id + ), + ) + if BedrockBatchesConfig.is_unmanaged_s3_batch_input_file_id(input_file_id): + assert input_file_id is not None # narrowed by is_unmanaged_s3_batch_input_file_id + return self._resolve_unmanaged_provider_routing( + job=job, + prom_logger=prom_logger, + llm_provider="bedrock", + bare_model_name=BedrockBatchesConfig.get_bare_model_name_from_s3_file( + input_file_id + ), + ) + verbose_proxy_logger.info( + f"Skipping job {unified_object_id}: not a recognized unmanaged batch " + "(no gs:// or s3:// input_file_id with an embedded model)" + ) + self._record_error(prom_logger, "invalid_unified_id") + return None verbose_proxy_logger.info( f"Skipping job {unified_object_id} because it is not a valid unified object id" @@ -151,36 +186,17 @@ class CheckBatchCost: self._record_error(prom_logger, "invalid_unified_id") return None - def _resolve_unmanaged_vertex_routing( + def _resolve_unmanaged_provider_routing( self, job: "LiteLLM_ManagedObjectTable", prom_logger: Optional["PrometheusLogger"], + llm_provider: str, + bare_model_name: str, ) -> Optional[Tuple[str, str]]: - from litellm.llms.vertex_ai.batches.transformation import ( - VertexAIBatchTransformation, - ) - - input_file_id = self._get_input_file_id(job) - if not VertexAIBatchTransformation.is_unmanaged_gcs_batch_input_file_id( - input_file_id - ): - verbose_proxy_logger.info( - f"Skipping job {job.unified_object_id}: not an unmanaged vertex batch " - "(no gs:// input_file_id with a publishers/ model path)" - ) - self._record_error(prom_logger, "invalid_unified_id") - return None - assert input_file_id is not None # narrowed by is_unmanaged_gcs_batch_input_file_id - - bare_model_name = VertexAIBatchTransformation.get_bare_model_name_from_gcs_file( - input_file_id - ) - deployment_id = self._get_vertex_ai_deployment_id_for_bare_model( - bare_model_name - ) + deployment_id = self._get_deployment_id_for_bare_model(bare_model_name, llm_provider) if deployment_id is None: verbose_proxy_logger.info( - f"Skipping unmanaged vertex batch {job.unified_object_id}: no vertex_ai " + f"Skipping unmanaged {llm_provider} batch {job.unified_object_id}: no {llm_provider} " f"deployment configured for model {bare_model_name}" ) self._record_error(prom_logger, "unmanaged_no_matching_deployment") @@ -188,22 +204,22 @@ class CheckBatchCost: return deployment_id, job.unified_object_id - def _get_vertex_ai_deployment_id_for_bare_model( - self, bare_model_name: str + def _get_deployment_id_for_bare_model( + self, bare_model_name: str, llm_provider: str ) -> Optional[str]: model_group = self.llm_router.resolve_model_name_from_model_id(bare_model_name) deployment_id = ( - self._get_vertex_ai_deployment_id(model_group) if model_group else None + self._get_deployment_id_for_provider(model_group, llm_provider) if model_group else None ) if deployment_id is not None: return deployment_id - return self._get_vertex_ai_deployment_id_from_matching_deployments( - bare_model_name + return self._get_deployment_id_from_matching_deployments( + bare_model_name, llm_provider ) - def _get_vertex_ai_deployment_id_from_matching_deployments( - self, bare_model_name: str + def _get_deployment_id_from_matching_deployments( + self, bare_model_name: str, llm_provider: str ) -> Optional[str]: from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider @@ -215,13 +231,13 @@ class CheckBatchCost: if not self._is_bare_model_match(actual_model, bare_model_name): continue try: - _, llm_provider, _, _ = get_llm_provider( + _, deployment_llm_provider, _, _ = get_llm_provider( model=actual_model, custom_llm_provider=litellm_params.get("custom_llm_provider"), ) except Exception: continue - if llm_provider != "vertex_ai": + if deployment_llm_provider != llm_provider: continue model_info = deployment.get("model_info") or {} deployment_id = model_info.get("id") @@ -231,15 +247,21 @@ class CheckBatchCost: @staticmethod def _is_bare_model_match(actual_model: str, bare_model_name: str) -> bool: + # Bedrock model ids may have ":" replaced with "-" in the S3 object key (see + # BedrockBatchesConfig.get_bare_model_name_from_s3_file), so normalize both sides; + # a no-op for providers like vertex_ai whose model ids never contain a colon. + normalized_actual = actual_model.replace(":", "-") + normalized_bare = bare_model_name.replace(":", "-") return ( - actual_model == bare_model_name - or actual_model.endswith(f"/{bare_model_name}") - or actual_model.endswith(f":{bare_model_name}") + normalized_actual == normalized_bare + or normalized_actual.endswith(f"/{normalized_bare}") ) - def _get_vertex_ai_deployment_id(self, model_group: str) -> Optional[str]: + def _get_deployment_id_for_provider( + self, model_group: str, llm_provider: str + ) -> Optional[str]: """ - Returns the first deployment id for `model_group` whose provider is vertex_ai, + Returns the first deployment id for `model_group` whose provider is `llm_provider`, skipping deployments from other providers that happen to share the model group name. """ from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider @@ -249,13 +271,13 @@ class CheckBatchCost: if deployment_info is None: continue try: - _, llm_provider, _, _ = get_llm_provider( + _, deployment_llm_provider, _, _ = get_llm_provider( model=deployment_info.litellm_params.model, custom_llm_provider=deployment_info.litellm_params.custom_llm_provider, ) except Exception: continue - if llm_provider == "vertex_ai": + if deployment_llm_provider == llm_provider: return deployment_id return None diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml index 85ccbef752f..04643b1ec33 100644 --- a/enterprise/pyproject.toml +++ b/enterprise/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm-enterprise" -version = "0.1.49" +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 = "0.1.49" +version = "0.1.51" version_files = [ "pyproject.toml:^version", "../pyproject.toml:litellm-enterprise==", diff --git a/helm/litellm-helm/README.md b/helm/litellm-helm/README.md index 74e70f4aeb4..0edc4d2504b 100644 --- a/helm/litellm-helm/README.md +++ b/helm/litellm-helm/README.md @@ -54,6 +54,12 @@ If `db.useStackgresOperator` is used (not yet implemented): | `pdb.annotations` | Extra metadata annotations to add to the PDB | `{}` | | `pdb.labels` | Extra metadata labels to add to the PDB | `{}` | +| `billingMetrics.enabled` | Enable enterprise billable-request metering. Requires an enterprise license. | `false` | +| `billingMetrics.endpoint` | Collector that the billable-request counter is pushed to. | `https://telemetry.litellm.ai` | +| `billingMetrics.secretName` | Name of an existing Secret holding the mTLS client certificate, under the keys `tls.crt` and `tls.key`. | `litellm-billing-metrics-mtls` | +| `billingMetrics.caSecretName` | Name of an existing Secret holding a CA bundle under the key `ca.crt`. Only needed for a private or test collector whose server certificate is not on the public web PKI. | `""` | +| `billingMetrics.exportIntervalMs` | How often the counter is pushed, in milliseconds. The proxy defaults to `60000` when unset. | `""` | + #### Example `proxy_config` ConfigMap from values (default): ``` @@ -94,6 +100,21 @@ data: type: Opaque ``` +#### Enterprise billable-request metering + +Enterprise licenses meter billable requests by pushing a counter to LiteLLM's collector over mutual TLS. The chart does not create the client certificate; it mounts one you already hold, read-only, so the private key is never exposed through the environment. Create the Secret under the name the chart expects, then turn the block on: + +``` +kubectl create secret tls litellm-billing-metrics-mtls --cert=client.crt --key=client.key +``` + +``` +billingMetrics: + enabled: true +``` + +Set `billingMetrics.caSecretName` only when the collector is a private or test one whose server certificate is not on the public web PKI; the production collector needs no CA override. The chart fails the render rather than deploying a proxy that silently never exports, so a missing `secretName` or an emptied `endpoint` surfaces at `helm install` time. + ### Database Settings | Name | Description | Value | diff --git a/helm/litellm-helm/templates/_helpers.tpl b/helm/litellm-helm/templates/_helpers.tpl index 25b02dd5f37..387bc3d5dc4 100644 --- a/helm/litellm-helm/templates/_helpers.tpl +++ b/helm/litellm-helm/templates/_helpers.tpl @@ -50,6 +50,53 @@ app.kubernetes.io/name: {{ include "litellm.name" . }} app.kubernetes.io/instance: {{ .Release.Name }} {{- end }} +{{/* +Enterprise billable-request metering. The client certificate identifies the +deployment to LiteLLM's collector, so it is mounted read-only from an existing +Secret rather than passed through the environment. +*/}} +{{- define "litellm.billingMetrics.certDir" -}}/etc/litellm/billing-mtls{{- end -}} +{{- define "litellm.billingMetrics.caDir" -}}/etc/litellm/billing-mtls-ca{{- end -}} + +{{- define "litellm.billingMetricsEnv" -}} +- name: LITELLM_BILLING_METRICS_ENDPOINT + value: {{ required "billingMetrics.endpoint is required when billingMetrics.enabled is true" .Values.billingMetrics.endpoint | quote }} +- name: LITELLM_BILLING_METRICS_CLIENT_CERT + value: {{ printf "%s/tls.crt" (include "litellm.billingMetrics.certDir" .) | quote }} +- name: LITELLM_BILLING_METRICS_CLIENT_KEY + value: {{ printf "%s/tls.key" (include "litellm.billingMetrics.certDir" .) | quote }} +{{- if .Values.billingMetrics.caSecretName }} +- name: LITELLM_BILLING_METRICS_CA_CERT + value: {{ printf "%s/ca.crt" (include "litellm.billingMetrics.caDir" .) | quote }} +{{- end }} +{{- with .Values.billingMetrics.exportIntervalMs }} +- name: LITELLM_BILLING_METRICS_EXPORT_INTERVAL_MS + value: {{ . | quote }} +{{- end }} +{{- end -}} + +{{- define "litellm.billingMetricsVolumes" -}} +- name: billing-metrics-mtls + secret: + secretName: {{ required "billingMetrics.secretName is required when billingMetrics.enabled is true (an existing Secret with tls.crt and tls.key)" .Values.billingMetrics.secretName }} +{{- if .Values.billingMetrics.caSecretName }} +- name: billing-metrics-mtls-ca + secret: + secretName: {{ .Values.billingMetrics.caSecretName }} +{{- end }} +{{- end -}} + +{{- define "litellm.billingMetricsVolumeMounts" -}} +- name: billing-metrics-mtls + mountPath: {{ include "litellm.billingMetrics.certDir" . }} + readOnly: true +{{- if .Values.billingMetrics.caSecretName }} +- name: billing-metrics-mtls-ca + mountPath: {{ include "litellm.billingMetrics.caDir" . }} + readOnly: true +{{- end }} +{{- end -}} + {{/* Create the name of the service account to use */}} @@ -76,10 +123,13 @@ so fall back to "default" (or an explicit override) to avoid a cyclic dependency {{- end }} {{/* -Get redis service name +Get redis service name. +The bundled Redis subchart only serves sentinel in "replication" architecture +(it rejects standalone + sentinel outright), and in that mode the sentinel +Service is named "-redis", not "-redis-master". */}} {{- define "litellm.redis.serviceName" -}} -{{- if and (eq .Values.redis.architecture "standalone") .Values.redis.sentinel.enabled -}} +{{- if .Values.redis.sentinel.enabled -}} {{- printf "%s-%s" .Release.Name (default "redis" .Values.redis.nameOverride | trunc 63 | trimSuffix "-") -}} {{- else -}} {{- printf "%s-%s-master" .Release.Name (default "redis" .Values.redis.nameOverride | trunc 63 | trimSuffix "-") -}} diff --git a/helm/litellm-helm/templates/configmap-litellm.yaml b/helm/litellm-helm/templates/configmap-litellm.yaml index acbe4e3a4b5..03e4f620206 100644 --- a/helm/litellm-helm/templates/configmap-litellm.yaml +++ b/helm/litellm-helm/templates/configmap-litellm.yaml @@ -1,9 +1,22 @@ {{- if .Values.proxyConfigMap.create }} +{{- $config := deepCopy .Values.proxy_config }} +{{- if and .Values.redis.enabled (dig "coordination" "enabled" true .Values.redis) }} +{{- $generalSettings := (get $config "general_settings") | default dict }} +{{- if not (hasKey $generalSettings "coordination_redis") }} +{{- $coordinationRedis := dict "host" "os.environ/REDIS_HOST" "port" "os.environ/REDIS_PORT" "password" "os.environ/REDIS_PASSWORD" }} +{{- if .Values.redis.sentinel.enabled }} +{{- $sentinelNode := list (include "litellm.redis.serviceName" .) (include "litellm.redis.port" . | int) }} +{{- $coordinationRedis = dict "sentinel_nodes" (list $sentinelNode) "service_name" (default "mymaster" .Values.redis.sentinel.masterSet) "password" "os.environ/REDIS_PASSWORD" }} +{{- end }} +{{- $_ := set $generalSettings "coordination_redis" $coordinationRedis }} +{{- $_ := set $config "general_settings" $generalSettings }} +{{- end }} +{{- end }} apiVersion: v1 kind: ConfigMap metadata: name: {{ include "litellm.fullname" . }}-config data: config.yaml: | -{{ .Values.proxy_config | toYaml | indent 6 }} +{{ $config | toYaml | indent 6 }} {{- end }} diff --git a/helm/litellm-helm/templates/deployment.yaml b/helm/litellm-helm/templates/deployment.yaml index b9cd1be06ec..32bfa4b2647 100644 --- a/helm/litellm-helm/templates/deployment.yaml +++ b/helm/litellm-helm/templates/deployment.yaml @@ -142,6 +142,9 @@ spec: {{- with .Values.extraEnvVars }} {{- toYaml . | nindent 12 }} {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsEnv" . | nindent 12 }} + {{- end }} {{- if .Values.migrationJob.enabled }} # Schema updates are owned by the dedicated migrations Job; skip # the proxy's startup `prisma db push` so N replicas don't race @@ -220,6 +223,9 @@ spec: - name: npm mountPath: /.npm {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsVolumeMounts" . | nindent 12 }} + {{- end }} {{- with .Values.volumeMounts }} {{- toYaml . | nindent 12 }} {{- end }} @@ -252,6 +258,9 @@ spec: items: - key: {{ .Values.proxyConfigMap.key | default "config.yaml" }} path: "config.yaml" + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsVolumes" . | nindent 8 }} + {{- end }} {{- with .Values.volumes }} {{- toYaml . | nindent 8 }} {{- end }} diff --git a/helm/litellm-helm/tests/billing_metrics_tests.yaml b/helm/litellm-helm/tests/billing_metrics_tests.yaml new file mode 100644 index 00000000000..71803df378c --- /dev/null +++ b/helm/litellm-helm/tests/billing_metrics_tests.yaml @@ -0,0 +1,297 @@ +suite: test billingMetrics wiring on the proxy deployment +templates: + - deployment.yaml + - configmap-litellm.yaml + - migrations-job.yaml +tests: + - it: is off by default, adding no env, volume, or mount + template: deployment.yaml + asserts: + - notContains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: litellm-billing-metrics-mtls + - notContains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls + mountPath: /etc/litellm/billing-mtls + readOnly: true + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + + - it: renders the endpoint and the mounted cert paths when enabled + template: deployment.yaml + set: + billingMetrics: + enabled: true + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CLIENT_CERT + value: /etc/litellm/billing-mtls/tls.crt + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CLIENT_KEY + value: /etc/litellm/billing-mtls/tls.key + + # The conventional Secret name is the default, so enabling the block is enough. + - it: mounts the default cert secret read-only alongside the config volume + template: deployment.yaml + set: + billingMetrics: + enabled: true + asserts: + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: litellm-billing-metrics-mtls + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls + mountPath: /etc/litellm/billing-mtls + readOnly: true + + - it: honours a secretName override + template: deployment.yaml + set: + billingMetrics: + enabled: true + secretName: my-billing-mtls + asserts: + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: my-billing-mtls + - notContains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: litellm-billing-metrics-mtls + + - it: honours an endpoint override + template: deployment.yaml + set: + billingMetrics: + enabled: true + endpoint: https://collector.internal:4318 + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://collector.internal:4318 + + # The production collector presents a public web-PKI certificate, so the CA + # override must stay absent unless a private collector is configured. + - it: omits the CA env, volume, and mount when no caSecretName is set + template: deployment.yaml + set: + billingMetrics: + enabled: true + asserts: + - notContains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls-ca + secret: + secretName: billing-ca + - notContains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls-ca + mountPath: /etc/litellm/billing-mtls-ca + readOnly: true + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CA_CERT + value: /etc/litellm/billing-mtls-ca/ca.crt + + - it: mounts the CA secret when caSecretName is set + template: deployment.yaml + set: + billingMetrics: + enabled: true + caSecretName: billing-ca + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CA_CERT + value: /etc/litellm/billing-mtls-ca/ca.crt + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls-ca + secret: + secretName: billing-ca + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls-ca + mountPath: /etc/litellm/billing-mtls-ca + readOnly: true + + - it: passes the export interval through only when set + template: deployment.yaml + set: + billingMetrics: + enabled: true + exportIntervalMs: 5000 + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_EXPORT_INTERVAL_MS + value: "5000" + + - it: omits the export interval when unset + template: deployment.yaml + set: + billingMetrics: + enabled: true + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_EXPORT_INTERVAL_MS + value: "60000" + + # Kubernetes resolves duplicate env names last-wins, so the chart-owned billing + # entries must render after .Values.envVars or a user could silently redirect + # the metering export. The three billing entries are the last ones emitted here + # (migrationJob, which appends DISABLE_SCHEMA_UPDATE, is off for this case). + - it: renders the billing endpoint after envVars so it cannot be shadowed + template: deployment.yaml + set: + migrationJob: + enabled: false + billingMetrics: + enabled: true + envVars: + LITELLM_BILLING_METRICS_ENDPOINT: https://shadowed.example + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://shadowed.example + - equal: + path: spec.template.spec.containers[0].env[-3] + value: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + - equal: + path: spec.template.spec.containers[0].env[-2].name + value: LITELLM_BILLING_METRICS_CLIENT_CERT + - equal: + path: spec.template.spec.containers[0].env[-1].name + value: LITELLM_BILLING_METRICS_CLIENT_KEY + + - it: keeps user-supplied volumes and mounts alongside the billing secret + template: deployment.yaml + set: + billingMetrics: + enabled: true + volumes: + - name: custom-callbacks + configMap: + name: my-callbacks + volumeMounts: + - name: custom-callbacks + mountPath: /app/callbacks + asserts: + - contains: + path: spec.template.spec.volumes + content: + name: custom-callbacks + configMap: + name: my-callbacks + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: litellm-billing-metrics-mtls + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: custom-callbacks + mountPath: /app/callbacks + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls + mountPath: /etc/litellm/billing-mtls + readOnly: true + + - it: still mounts the proxy config when enabled + template: deployment.yaml + set: + billingMetrics: + enabled: true + asserts: + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: litellm-config + mountPath: /etc/litellm/config.yaml + subPath: config.yaml + + # Only the proxy serves billable traffic. The migrations Job must never mount + # the client certificate, and it renders its own env and volumes, so nothing + # stops a future edit from wiring the billing include into it by mistake. + - it: does not touch the migrations job when enabled + template: migrations-job.yaml + set: + billingMetrics: + enabled: true + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + - notExists: + path: spec.template.spec.containers[0].volumeMounts + - notExists: + path: spec.template.spec.volumes + + - it: fails loudly when enabled with an emptied secretName + template: deployment.yaml + set: + billingMetrics: + enabled: true + secretName: "" + asserts: + - failedTemplate: + errorMessage: billingMetrics.secretName is required when billingMetrics.enabled is true (an existing Secret with tls.crt and tls.key) + + - it: fails loudly when enabled without an endpoint + template: deployment.yaml + set: + billingMetrics: + enabled: true + endpoint: "" + asserts: + - failedTemplate: + errorMessage: billingMetrics.endpoint is required when billingMetrics.enabled is true diff --git a/helm/litellm-helm/tests/coordination_redis_tests.yaml b/helm/litellm-helm/tests/coordination_redis_tests.yaml new file mode 100644 index 00000000000..0b58b1e6bc8 --- /dev/null +++ b/helm/litellm-helm/tests/coordination_redis_tests.yaml @@ -0,0 +1,143 @@ +suite: test coordination redis +templates: + - configmap-litellm.yaml + - deployment.yaml +tests: + - it: should not render coordination_redis when redis is disabled + template: configmap-litellm.yaml + set: + redis.enabled: false + asserts: + - notMatchRegex: + path: data["config.yaml"] + pattern: coordination_redis + + - it: should not emit redis env vars when redis is disabled + template: deployment.yaml + set: + redis.enabled: false + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: RELEASE-NAME-redis-master + any: true + + - it: should render coordination_redis pointing at the bundled redis when enabled + template: configmap-litellm.yaml + set: + redis.enabled: true + asserts: + - matchRegex: + path: data["config.yaml"] + pattern: "coordination_redis:\n host: os.environ/REDIS_HOST\n password: os.environ/REDIS_PASSWORD\n port: os.environ/REDIS_PORT\n" + - matchRegex: + path: data["config.yaml"] + pattern: "master_key: os.environ/PROXY_MASTER_KEY" + + - it: should emit redis env vars backing the coordination_redis os.environ refs + template: deployment.yaml + set: + redis.enabled: true + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: RELEASE-NAME-redis-master + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_PORT + value: "6379" + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_PASSWORD + valueFrom: + secretKeyRef: + name: RELEASE-NAME-redis + key: redis-password + + - it: should not render coordination_redis when coordination is opted out + template: configmap-litellm.yaml + set: + redis.enabled: true + redis.coordination.enabled: false + asserts: + - notMatchRegex: + path: data["config.yaml"] + pattern: coordination_redis + + - it: should keep emitting redis env vars when coordination is opted out + template: deployment.yaml + set: + redis.enabled: true + redis.coordination.enabled: false + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: RELEASE-NAME-redis-master + + - it: should not clobber a user supplied coordination_redis block + template: configmap-litellm.yaml + set: + redis.enabled: true + proxy_config.general_settings.coordination_redis: + url: os.environ/COORDINATION_REDIS_URL + asserts: + - matchRegex: + path: data["config.yaml"] + pattern: "coordination_redis:\n url: os.environ/COORDINATION_REDIS_URL\n" + - notMatchRegex: + path: data["config.yaml"] + pattern: "host: os.environ/REDIS_HOST" + + - it: should render sentinel_nodes and service_name in sentinel mode + template: configmap-litellm.yaml + set: + redis.enabled: true + redis.architecture: replication + redis.sentinel.enabled: true + asserts: + # The sentinel Service the redis subchart renders is "-redis", and a + # plain client cannot speak the sentinel protocol, so host/port must not appear + - matchRegex: + path: data["config.yaml"] + pattern: "coordination_redis:\n password: os.environ/REDIS_PASSWORD\n sentinel_nodes:\n - - RELEASE-NAME-redis\n - 26379\n service_name: mymaster\n" + - notMatchRegex: + path: data["config.yaml"] + pattern: "host: os.environ/REDIS_HOST" + + - it: should carry a custom sentinel masterSet into service_name + template: configmap-litellm.yaml + set: + redis.enabled: true + redis.architecture: replication + redis.sentinel.enabled: true + redis.sentinel.masterSet: litellm-master + asserts: + - matchRegex: + path: data["config.yaml"] + pattern: "service_name: litellm-master" + + - it: should point REDIS_HOST at the sentinel service in sentinel mode + template: deployment.yaml + set: + redis.enabled: true + redis.architecture: replication + redis.sentinel.enabled: true + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: RELEASE-NAME-redis + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_PORT + value: "26379" diff --git a/helm/litellm-helm/values.yaml b/helm/litellm-helm/values.yaml index 6e30a6af444..0529e74d6e4 100644 --- a/helm/litellm-helm/values.yaml +++ b/helm/litellm-helm/values.yaml @@ -139,6 +139,20 @@ masterkeySecretName: "" # if set, use this secret key for the master key; otherwise, use the default key masterkeySecretKey: "" +# Optional: enterprise billable-request metering. When enabled, the proxy counts +# successful requests to inference, MCP, and A2A endpoints and pushes them to +# LiteLLM's collector over mutual TLS. Requires an enterprise license. +# The client certificate identifies the deployment, so it is mounted read-only +# from an existing Secret and never passed through the environment. +billingMetrics: + enabled: false + endpoint: https://telemetry.litellm.ai # collector to push the counter to + secretName: litellm-billing-metrics-mtls # existing Secret holding tls.crt and tls.key + # Only for private or test collectors whose server certificate is not on the + # public web PKI. The production collector needs no CA override. + caSecretName: "" # existing Secret holding ca.crt + exportIntervalMs: "" # push cadence; the proxy defaults to 60000 + proxyConfigMap: # when true, creates a new configmap create: true @@ -331,12 +345,28 @@ postgresql: # secretKeys: # userPasswordKey: password -# requires cache: true in config file -# either enable this or pass a secret for REDIS_HOST, REDIS_PORT, REDIS_PASSWORD or REDIS_URL -# with cache: true to use existing redis instance +# Redis is the proxy's coordination store: cross-pod tpm/rpm rate limits, spend +# tracking, and the pod lock manager. Enabling this deploys the bundled Redis +# subchart, wires REDIS_HOST / REDIS_PORT / REDIS_PASSWORD into the proxy, and +# renders a `general_settings.coordination_redis` block into the proxy config. +# +# To point at an existing Redis instead, leave `enabled: false` and pass a +# secret for REDIS_HOST, REDIS_PORT, REDIS_PASSWORD or REDIS_URL; the proxy +# falls back to those env vars for coordination. Set `cache: true` in the proxy +# config only if you also want LLM response caching, which is independent of +# coordination +# +# When `redis.sentinel.enabled` is set, the coordination block is rendered with +# `sentinel_nodes` and `service_name` (from `redis.sentinel.masterSet`) instead +# of host/port, because a plain Redis client cannot talk to the sentinel port redis: enabled: false architecture: standalone + coordination: + # Set to false to keep the bundled Redis for response caching only and leave + # `general_settings.coordination_redis` out of the rendered config. A + # `coordination_redis` block you define yourself in `proxy_config` always wins + enabled: true # Prisma migration job settings migrationJob: 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 4319907883e..a0205c0a3a2 100644 --- a/helm/litellm/templates/_helpers.tpl +++ b/helm/litellm/templates/_helpers.tpl @@ -34,6 +34,57 @@ app.kubernetes.io/managed-by: {{ .Release.Service }} helm.sh/chart: {{ printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" }} {{- end -}} +{{/* +Enterprise billable-request metering. Wired into gateway and backend, not the +migrations job. The gateway serves nearly all billable traffic, but the backend +keeps the named-server MCP transport (/{mcp_server_name}/mcp), which writes a +SpendLogs row, so metering only the gateway would silently drop that traffic. +The client certificate identifies the deployment to LiteLLM's collector, so it is +mounted read-only from an existing Secret rather than passed through the +environment. +*/}} +{{- define "litellm.billingMetrics.certDir" -}}/etc/litellm/billing-mtls{{- end -}} +{{- define "litellm.billingMetrics.caDir" -}}/etc/litellm/billing-mtls-ca{{- end -}} + +{{- define "litellm.billingMetricsEnv" -}} +- name: LITELLM_BILLING_METRICS_ENDPOINT + value: {{ required "billingMetrics.endpoint is required when billingMetrics.enabled is true" .Values.billingMetrics.endpoint | quote }} +- name: LITELLM_BILLING_METRICS_CLIENT_CERT + value: {{ printf "%s/tls.crt" (include "litellm.billingMetrics.certDir" .) | quote }} +- name: LITELLM_BILLING_METRICS_CLIENT_KEY + value: {{ printf "%s/tls.key" (include "litellm.billingMetrics.certDir" .) | quote }} +{{- if .Values.billingMetrics.caSecretName }} +- name: LITELLM_BILLING_METRICS_CA_CERT + value: {{ printf "%s/ca.crt" (include "litellm.billingMetrics.caDir" .) | quote }} +{{- end }} +{{- with .Values.billingMetrics.exportIntervalMs }} +- name: LITELLM_BILLING_METRICS_EXPORT_INTERVAL_MS + value: {{ . | quote }} +{{- end }} +{{- end -}} + +{{- define "litellm.billingMetricsVolumes" -}} +- name: billing-metrics-mtls + secret: + secretName: {{ required "billingMetrics.secretName is required when billingMetrics.enabled is true (an existing Secret with tls.crt and tls.key)" .Values.billingMetrics.secretName }} +{{- if .Values.billingMetrics.caSecretName }} +- name: billing-metrics-mtls-ca + secret: + secretName: {{ .Values.billingMetrics.caSecretName }} +{{- end }} +{{- end -}} + +{{- define "litellm.billingMetricsVolumeMounts" -}} +- name: billing-metrics-mtls + mountPath: {{ include "litellm.billingMetrics.certDir" . }} + readOnly: true +{{- if .Values.billingMetrics.caSecretName }} +- name: billing-metrics-mtls-ca + mountPath: {{ include "litellm.billingMetrics.caDir" . }} + readOnly: true +{{- end }} +{{- end -}} + {{/* Per-component selector labels — used in both Service selectors and Deployment matchLabels. */}} @@ -213,6 +264,10 @@ harmless no-op for the Job and authoritative for the app pods. */}} - name: DISABLE_SCHEMA_UPDATE value: "true" +{{/* These feed the proxy's coordination Redis (cross-pod rate limits, spend + tracking, pod lock manager) via its REDIS_* env fallback. An explicit + `general_settings.coordination_redis` block in proxy_config takes + precedence over anything emitted here. */}} {{- if $root.Values.redis.host }} - name: REDIS_HOST value: {{ $root.Values.redis.host | quote }} @@ -226,10 +281,11 @@ harmless no-op for the Job and authoritative for the app pods. key: {{ $root.Values.redis.passwordSecret.passwordKey | default "password" }} {{- end }} {{- if $root.Values.redis.cluster }} -{{/* The proxy's Cache() reads REDIS_CLUSTER_NODES as JSON and constructs a - RedisClusterCache when it's set (litellm/caching/caching.py:169-192). - We seed with the single configured endpoint — the cluster client - discovers the remaining nodes from CLUSTER SLOTS at startup. */}} +{{/* The proxy falls back to REDIS_CLUSTER_NODES (JSON) to build a cluster-mode + coordination client when `general_settings.coordination_redis` is absent + and no plain-Redis response cache is configured. We seed with the single + configured endpoint; the cluster client discovers the remaining nodes from + CLUSTER SLOTS at startup. */}} - name: REDIS_CLUSTER_NODES value: {{ printf "[{\"host\":%q,\"port\":%v}]" $root.Values.redis.host (int $root.Values.redis.port) | quote }} {{- end }} @@ -239,6 +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 8b4552bf302..892b84ff7d5 100644 --- a/helm/litellm/templates/backend/deployment.yaml +++ b/helm/litellm/templates/backend/deployment.yaml @@ -44,14 +44,20 @@ spec: - name: CONFIG_FILE_PATH value: /app/config/config.yaml {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsEnv" . | nindent 12 }} + {{- end }} {{- include "litellm.envFrom" .Values.backend | nindent 10 }} - {{- if or .Values.gateway.config.create .Values.backend.volumeMounts }} + {{- if or .Values.gateway.config.create .Values.backend.volumeMounts .Values.billingMetrics.enabled }} volumeMounts: {{- if .Values.gateway.config.create }} - name: gateway-config mountPath: /app/config/config.yaml subPath: config.yaml {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsVolumeMounts" . | nindent 12 }} + {{- end }} {{- with .Values.backend.volumeMounts }} {{- toYaml . | nindent 12 }} {{- end }} @@ -66,13 +72,16 @@ spec: {{- end }} resources: {{- toYaml .Values.backend.resources | nindent 12 }} - {{- if or .Values.gateway.config.create .Values.backend.volumes }} + {{- if or .Values.gateway.config.create .Values.backend.volumes .Values.billingMetrics.enabled }} volumes: {{- if .Values.gateway.config.create }} - name: gateway-config configMap: name: {{ include "litellm.gateway.fullname" . }}-config {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsVolumes" . | nindent 8 }} + {{- end }} {{- with .Values.backend.volumes }} {{- toYaml . | nindent 8 }} {{- end }} @@ -89,4 +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 bd491b69e0f..b2e22612905 100644 --- a/helm/litellm/templates/gateway/deployment.yaml +++ b/helm/litellm/templates/gateway/deployment.yaml @@ -46,14 +46,20 @@ spec: - name: NUM_WORKERS value: {{ .Values.gateway.numWorkers | quote }} {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsEnv" . | nindent 12 }} + {{- end }} {{- include "litellm.envFrom" .Values.gateway | nindent 10 }} - {{- if or .Values.gateway.config.create .Values.gateway.volumeMounts }} + {{- if or .Values.gateway.config.create .Values.gateway.volumeMounts .Values.billingMetrics.enabled }} volumeMounts: {{- if .Values.gateway.config.create }} - name: gateway-config mountPath: /app/config/config.yaml subPath: config.yaml {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsVolumeMounts" . | nindent 12 }} + {{- end }} {{- with .Values.gateway.volumeMounts }} {{- toYaml . | nindent 12 }} {{- end }} @@ -68,13 +74,16 @@ spec: {{- end }} resources: {{- toYaml .Values.gateway.resources | nindent 12 }} - {{- if or .Values.gateway.config.create .Values.gateway.volumes }} + {{- if or .Values.gateway.config.create .Values.gateway.volumes .Values.billingMetrics.enabled }} volumes: {{- if .Values.gateway.config.create }} - name: gateway-config configMap: name: {{ include "litellm.gateway.fullname" . }}-config {{- end }} + {{- if .Values.billingMetrics.enabled }} + {{- include "litellm.billingMetricsVolumes" . | nindent 8 }} + {{- end }} {{- with .Values.gateway.volumes }} {{- toYaml . | nindent 8 }} {{- end }} @@ -91,4 +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/billing_metrics_tests.yaml b/helm/litellm/tests/billing_metrics_tests.yaml new file mode 100644 index 00000000000..ceba0bd1430 --- /dev/null +++ b/helm/litellm/tests/billing_metrics_tests.yaml @@ -0,0 +1,249 @@ +suite: test billingMetrics wiring on gateway and backend +templates: + - gateway/deployment.yaml + - gateway/configmap.yaml + - backend/deployment.yaml + - migrations-job.yaml +values: + - ./values/required.yaml +tests: + - it: is off by default, adding no env, volume, or mount + template: gateway/deployment.yaml + asserts: + - notContains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: billing-mtls + - equal: + path: spec.template.spec.containers[0].volumeMounts + value: + - name: gateway-config + mountPath: /app/config/config.yaml + subPath: config.yaml + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + + - it: renders the endpoint and the mounted cert paths when enabled + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CLIENT_CERT + value: /etc/litellm/billing-mtls/tls.crt + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CLIENT_KEY + value: /etc/litellm/billing-mtls/tls.key + + - it: mounts the cert secret read-only alongside the config volume + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + asserts: + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: billing-mtls + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls + mountPath: /etc/litellm/billing-mtls + readOnly: true + + # The production collector presents a public web-PKI certificate, so the CA + # override must stay absent unless a private collector is configured. + - it: omits the CA env, volume, and mount when no caSecretName is set + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + asserts: + - notContains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls-ca + secret: + secretName: billing-ca + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CA_CERT + value: /etc/litellm/billing-mtls-ca/ca.crt + + - it: mounts the CA secret when caSecretName is set + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + caSecretName: billing-ca + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_CA_CERT + value: /etc/litellm/billing-mtls-ca/ca.crt + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls-ca + secret: + secretName: billing-ca + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls-ca + mountPath: /etc/litellm/billing-mtls-ca + readOnly: true + + - it: passes the export interval through only when set + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + exportIntervalMs: 5000 + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_EXPORT_INTERVAL_MS + value: "5000" + + - it: keeps user-supplied gateway volumes alongside the billing secret + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + gateway.volumes: + - name: custom-callbacks + configMap: + name: my-callbacks + gateway.volumeMounts: + - name: custom-callbacks + mountPath: /app/callbacks + asserts: + - contains: + path: spec.template.spec.volumes + content: + name: custom-callbacks + configMap: + name: my-callbacks + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: billing-mtls + + # The backend keeps the named-server MCP transport (/{mcp_server_name}/mcp), + # which writes a SpendLogs row, so it must meter too or that traffic is lost. + - it: meters the backend as well, since it serves the MCP transport + template: backend/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + - contains: + path: spec.template.spec.containers[0].volumeMounts + content: + name: billing-metrics-mtls + mountPath: /etc/litellm/billing-mtls + readOnly: true + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: billing-mtls + + - it: leaves the backend alone when metering is off + template: backend/deployment.yaml + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + + # The migrations job runs prisma and serves no traffic; it must never receive + # the client key. + - it: never mounts the billing cert on the migrations job + template: migrations-job.yaml + set: + billingMetrics: + enabled: true + secretName: billing-mtls + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: LITELLM_BILLING_METRICS_ENDPOINT + value: https://telemetry.litellm.ai + - isNull: + path: spec.template.spec.volumes + + # The conventional Secret name is the default, so enabling metering needs no + # secretName at all; the guard below only fires on an explicitly blanked one. + - it: uses the conventional secret name by default + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + asserts: + - contains: + path: spec.template.spec.volumes + content: + name: billing-metrics-mtls + secret: + secretName: litellm-billing-metrics-mtls + + - it: fails loudly when the secretName is explicitly blanked + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + secretName: "" + asserts: + - failedTemplate: + errorMessage: billingMetrics.secretName is required when billingMetrics.enabled is true (an existing Secret with tls.crt and tls.key) + + - it: fails loudly when enabled without an endpoint + template: gateway/deployment.yaml + set: + billingMetrics: + enabled: true + endpoint: "" + secretName: billing-mtls + asserts: + - failedTemplate: + errorMessage: billingMetrics.endpoint is required when billingMetrics.enabled is true 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/tests/redis_env_tests.yaml b/helm/litellm/tests/redis_env_tests.yaml new file mode 100644 index 00000000000..684d7071b35 --- /dev/null +++ b/helm/litellm/tests/redis_env_tests.yaml @@ -0,0 +1,109 @@ +suite: test redis coordination env vars +templates: + - gateway/deployment.yaml + - gateway/configmap.yaml + - backend/deployment.yaml +values: + - ./values/required.yaml +tests: + - it: gateway omits redis env vars when no host is configured + template: gateway/deployment.yaml + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: redis.example.com + any: true + - notContains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_CLUSTER_NODES + any: true + + - it: gateway emits host, port and password when redis is configured + template: gateway/deployment.yaml + set: + redis.host: redis.example.com + redis.port: 6380 + redis.passwordSecret.name: redis-secret + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: redis.example.com + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_PORT + value: "6380" + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_PASSWORD + valueFrom: + secretKeyRef: + name: redis-secret + key: password + + - it: backend emits the same redis env vars so both pods coordinate on one redis + template: backend/deployment.yaml + set: + redis.host: redis.example.com + redis.passwordSecret.name: redis-secret + redis.passwordSecret.passwordKey: redis-password + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: redis.example.com + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_PASSWORD + valueFrom: + secretKeyRef: + name: redis-secret + key: redis-password + + - it: gateway omits REDIS_PASSWORD for an auth-less redis + template: gateway/deployment.yaml + set: + redis.host: redis.example.com + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_PASSWORD + any: true + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_HOST + value: redis.example.com + + - it: gateway seeds REDIS_CLUSTER_NODES from host and port in cluster mode + template: gateway/deployment.yaml + set: + redis.host: redis.example.com + redis.port: 6380 + redis.cluster: true + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_CLUSTER_NODES + value: '[{"host":"redis.example.com","port":6380}]' + + - it: gateway omits REDIS_CLUSTER_NODES when cluster mode is off + template: gateway/deployment.yaml + set: + redis.host: redis.example.com + asserts: + - notContains: + path: spec.template.spec.containers[0].env + content: + name: REDIS_CLUSTER_NODES + any: true diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml index 6aa5dd39cd0..461935b2f50 100644 --- a/helm/litellm/values.yaml +++ b/helm/litellm/values.yaml @@ -73,6 +73,25 @@ masterKey: secretName: litellm-master-key-secret # name of a Secret containing the master key secretKey: master-key +# Optional: enterprise billable-request metering. When enabled, the gateway and +# backend count successful requests to inference, MCP, and A2A endpoints and push +# them to LiteLLM's collector over mutual TLS. Both components serve billable +# routes: the backend keeps the named-server MCP transport. Requires an +# enterprise license. The client certificate identifies the deployment, so it is +# mounted read-only from an existing Secret and never passed through the env. +billingMetrics: + enabled: false + endpoint: https://telemetry.litellm.ai # collector to push the counter to + # An existing Secret holding the client certificate under tls.crt and its key + # under tls.key, usually created from the onboarding artifact. The default is + # the conventional name, so the common path is to create that Secret and set + # enabled: true. Override only if yours is named differently. + secretName: litellm-billing-metrics-mtls + # Only for private or test collectors whose server certificate is not on the + # public web PKI. The production collector needs no CA override. + caSecretName: "" # existing Secret holding ca.crt + exportIntervalMs: "" # push cadence; the proxy defaults to 60000 + # External Postgres connection. database: writer: @@ -100,7 +119,18 @@ database: usernameKey: username passwordKey: password -# Optional Redis (caching, rate limiting). Leave host empty to disable. +# Optional Redis. Leave host empty to disable. +# +# This is the proxy's coordination store: cross-pod tpm/rpm rate limits, spend +# tracking, and the pod lock manager. The chart emits REDIS_HOST / REDIS_PORT / +# REDIS_PASSWORD, which the proxy picks up through its coordination Redis env +# fallback. Response caching is separate and off unless you enable it in +# `proxy_config.litellm_settings.cache`. +# +# For full control, define `general_settings.coordination_redis` in +# `proxy_config` (host/port/password/username/url/ssl/startup_nodes/ +# sentinel_nodes/sentinel_password/service_name, each accepting os.environ/VAR +# refs). An explicit block overrides these env vars. # # Set `cluster: true` for Redis Cluster mode (e.g. AWS ElastiCache Cluster, # self-hosted Redis Cluster). The chart emits REDIS_CLUSTER_NODES from @@ -160,10 +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: @@ -203,10 +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: @@ -249,7 +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/20260710000000_add_dcr_bridge_to_mcp_server_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260710000000_add_dcr_bridge_to_mcp_server_table/migration.sql new file mode 100644 index 00000000000..2cfabb9c02e --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260710000000_add_dcr_bridge_to_mcp_server_table/migration.sql @@ -0,0 +1,2 @@ +-- AlterTable +ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN "dcr_bridge" BOOLEAN; diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260713230852_add_key_type_to_litellm_verification_token/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260713230852_add_key_type_to_litellm_verification_token/migration.sql new file mode 100644 index 00000000000..708b7601346 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260713230852_add_key_type_to_litellm_verification_token/migration.sql @@ -0,0 +1,6 @@ +-- AlterTable +ALTER TABLE "LiteLLM_DeletedVerificationToken" ADD COLUMN "key_type" TEXT; + +-- AlterTable +ALTER TABLE "LiteLLM_VerificationToken" ADD COLUMN "key_type" TEXT; + 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 6d87102a3f3..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? @@ -339,6 +340,7 @@ model LiteLLM_MCPServerTable { available_on_public_internet Boolean @default(true) delegate_auth_to_upstream Boolean @default(false) oauth_passthrough Boolean @default(false) + dcr_bridge Boolean? is_byok Boolean @default(false) byok_description String[] @default([]) byok_api_key_help_url String? @@ -394,6 +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 @@ -421,6 +430,7 @@ model LiteLLM_VerificationToken { budget_reset_at DateTime? allowed_cache_controls String[] @default([]) allowed_routes String[] @default([]) + key_type String? policies String[] @default([]) access_group_ids String[] @default([]) model_spend Json @default("{}") @@ -515,6 +525,7 @@ model LiteLLM_DeletedVerificationToken { budget_reset_at DateTime? allowed_cache_controls String[] @default([]) allowed_routes String[] @default([]) + key_type String? policies String[] @default([]) access_group_ids String[] @default([]) model_spend Json @default("{}") @@ -725,6 +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) @@ -756,6 +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) @@ -787,6 +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) @@ -817,6 +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) @@ -847,6 +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) @@ -879,6 +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 4d237622da2..3288f7fd584 100644 --- a/litellm-proxy-extras/pyproject.toml +++ b/litellm-proxy-extras/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "litellm-proxy-extras" -version = "0.4.75" +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 = "0.4.75" +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 +++ b/litellm-rust/Cargo.lock @@ -3,14 +3,23 @@ version = 4 [[package]] -name = "async-trait" -version = "0.1.89" +name = "arc-swap" +version = "1.9.2" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb" +checksum = "c049c0be4daef0b145cb3555416b3b8ef5b7888a38aea1a3a155801fe7b0810b" +dependencies = [ + "rustversion", +] + +[[package]] +name = "async-trait" +version = "0.1.91" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "ae36dc4177970ef04fde5178d3e2429882def40e57a451f919c098f72baa6cec" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 3.0.0", ] [[package]] @@ -25,6 +34,352 @@ version = "1.5.1" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "f2032f911046de80f0a198e0901378627c33f59ea0ac00e363d481118bd70a53" +[[package]] +name = "aws-config" +version = "1.9.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum 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"registry+https://github.com/rust-lang/crates.io-index" checksum = "2304e00983f87ffb38b55b444b5e3b60a884b5d30c0fca7d82fe33449bbe55ea" +[[package]] +name = "hex" +version = "0.4.3" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70" + +[[package]] +name = "hmac" +version = "0.13.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "6303bc9732ae41b04cb554b844a762b4115a61bfaa81e3e83050991eeb56863f" +dependencies = [ + "digest 0.11.3", +] + +[[package]] +name = "http" +version = "0.2.12" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "601cbb57e577e2f5ef5be8e7b83f0f63994f25aa94d673e54a92d5c516d101f1" +dependencies = [ + "bytes", + "fnv", + "itoa", +] + [[package]] name = "http" version = "1.4.2" @@ -401,24 +906,35 @@ dependencies = [ [[package]] name = "http-body" -version = "1.0.1" +version = "0.4.6" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "1efedce1fb8e6913f23e0c92de8e62cd5b772a67e7b3946df930a62566c93184" +checksum = "7ceab25649e9960c0311ea418d17bee82c0dcec1bd053b5f9a66e265a693bed2" dependencies = [ "bytes", - "http", + "http 0.2.12", + "pin-project-lite", +] + +[[package]] +name = "http-body" +version = "1.1.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "ca2a8f2913ee65f60facd6a5905613afaa448497a0230cc41ce022d93290bc2c" +dependencies = [ + "bytes", + "http 1.4.2", ] [[package]] name = "http-body-util" -version = "0.1.3" +version = "0.1.4" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "b021d93e26becf5dc7e1b75b1bed1fd93124b374ceb73f43d4d4eafec896a64a" +checksum = "e9f41fd6a08e4d4ec69df65976da761afd5ad5e58a9d4acb46bd1c953a9e3ff2" dependencies = [ "bytes", "futures-core", - "http", - "http-body", + "http 1.4.2", + "http-body 1.1.0", "pin-project-lite", ] @@ -434,6 +950,39 @@ version = "1.0.3" 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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"ca85c467da1bbc8d866eea5deff9cf29ea5f7785054a17da36e65bda9c05845b" dependencies = [ "libc", "pyo3-build-config", @@ -854,27 +1464,26 @@ dependencies = [ [[package]] name = "pyo3-macros" -version = "0.23.5" +version = "0.29.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fbc2201328f63c4710f68abdf653c89d8dbc2858b88c5d88b0ff38a75288a9da" +checksum = "9ac53762fd065daa3194dd09337a38bd793a188100fd1a9304c4ab312d901771" dependencies = [ "proc-macro2", "pyo3-macros-backend", "quote", - "syn", + "syn 2.0.119", ] [[package]] name = "pyo3-macros-backend" -version = "0.23.5" +version = "0.29.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "fca6726ad0f3da9c9de093d6f116a93c1a38e417ed73bf138472cf4064f72028" +checksum = "4ca3a1557399783172dc5bf39cfca835157732532cba56b71d2292161e53b362" dependencies = [ "heck", "proc-macro2", - "pyo3-build-config", "quote", - "syn", + "syn 2.0.119", ] [[package]] @@ -889,9 +1498,9 @@ dependencies = [ 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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 = "4148590afebada386688f18773da617792bf2ef03ffc1e4cbd2b1d45b023e0ba" dependencies = [ "serde_core", "serde_derive", @@ -1172,22 +1834,22 @@ dependencies = [ [[package]] name = "serde_core" -version = "1.0.228" +version = "1.0.229" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "41d385c7d4ca58e59fc732af25c3983b67ac852c1a25000afe1175de458b67ad" +checksum = "67dca2c9c51e58a4791a4b1ed58308b39c64224d349a935ab5039aa360942a48" dependencies = [ "serde_derive", ] [[package]] name = "serde_derive" -version = "1.0.228" +version = "1.0.229" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79" +checksum = "e7a5d71263a5a7d47b41f6b3f06ba276f10cc18b0931f1799f710578e2309348" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 3.0.0", ] [[package]] @@ -1228,13 +1890,13 @@ dependencies = [ [[package]] name = "sha1" -version = "0.10.6" +version = "0.10.7" source = 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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 = "4288b5bcbc7920c07a1149a35cf9590a2aa808e0bc1eafaade0b80947865fbc4" +checksum = "09a43598840e33d5b0331f38c5e30d13bb11c11210a4b58f0d9b18a5a5eefcd9" dependencies = [ - "thiserror-impl 2.0.18", + "thiserror-impl 2.0.19", ] [[package]] @@ -1351,18 +2045,48 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 2.0.119", ] [[package]] name = "thiserror-impl" -version = "2.0.18" +version = "2.0.19" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "ebc4ee7f67670e9b64d05fa4253e753e016c6c95ff35b89b7941d6b856dec1d5" +checksum = "43cbfe0cf76104d42a574802844187e84a305e531ed54455f11fbde0f10541cd" dependencies = [ "proc-macro2", "quote", - "syn", + "syn 3.0.0", +] + +[[package]] +name = "time" +version = "0.3.53" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "18dfaaeddcb932337b5e7866ee7d0ce9b76d2fd092997146f187ec09b4558a50" +dependencies = [ + "deranged", + "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 bb3a0974241..fe5c5cdabe9 100644 --- a/litellm/_redis.py +++ b/litellm/_redis.py @@ -325,8 +325,19 @@ def _get_redis_client_logic(**env_overrides): value = get_secret(v) # type: ignore env_overrides[k] = value + environment_kwargs = _redis_kwargs_from_environment() + + # An explicitly configured connection target outranks REDIS_URL from the + # environment. Without this, the url branch below strips the caller's + # host/port/password and silently connects to whatever REDIS_URL names. + caller_named_a_target = any( + env_overrides.get(key) is not None for key in ("host", "startup_nodes", "sentinel_nodes") + ) + if caller_named_a_target and env_overrides.get("url") is None: + environment_kwargs.pop("url", None) + redis_kwargs = { - **_redis_kwargs_from_environment(), + **environment_kwargs, **env_overrides, } @@ -677,11 +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 "ssl" in redis_kwargs: - connection_class = async_redis.SSLConnection - redis_kwargs.pop("ssl", None) - 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/batches/batch_utils.py b/litellm/batches/batch_utils.py index 11b07d39981..2fcb8455e90 100644 --- a/litellm/batches/batch_utils.py +++ b/litellm/batches/batch_utils.py @@ -118,6 +118,7 @@ def _batch_cost_calculator( total_cost = _get_batch_job_cost_from_file_content( file_content_dictionary=file_content_dictionary, custom_llm_provider=custom_llm_provider, + model_name=model_name, model_info=model_info, ) verbose_logger.debug("total_cost=%s", total_cost) @@ -363,6 +364,7 @@ def _count_entry_tokens( def _get_batch_job_cost_from_file_content( file_content_dictionary: List[dict], custom_llm_provider: Literal["openai", "azure", "vertex_ai", "hosted_vllm", "anthropic"] = "openai", + model_name: Optional[str] = None, model_info: Optional[ModelInfo] = None, ) -> float: """ @@ -377,9 +379,15 @@ def _get_batch_job_cost_from_file_content( for _item in file_content_dictionary: if _batch_response_was_successful(_item, custom_llm_provider): _response_body = _get_response_from_batch_job_output_file(_item, custom_llm_provider) - if model_info is not None or custom_llm_provider == "anthropic": + if model_info is not None or custom_llm_provider in ("anthropic", "bedrock"): usage = _get_batch_job_usage_from_response_body(_response_body, custom_llm_provider) - model = _response_body.get("model", "") + # Bedrock batch output lines report a short internal model id + # (e.g. "claude-sonnet-4-6") that is not in the cost map; use the + # deployment model name for pricing when available. + if custom_llm_provider == "bedrock" and model_name: + model = model_name + else: + model = _response_body.get("model") or model_name or "" prompt_cost, completion_cost = batch_cost_calculator( usage=usage, model=model, @@ -485,7 +493,7 @@ def _get_batch_job_usage_from_response_body(response_body: dict, custom_llm_prov """ Get the tokens of a batch job from the response body """ - if custom_llm_provider == "anthropic": + if custom_llm_provider in ("anthropic", "bedrock"): from litellm.llms.anthropic.chat.transformation import AnthropicConfig return AnthropicConfig().calculate_usage( @@ -513,6 +521,8 @@ def _get_response_from_batch_job_output_file(batch_job_output_file: dict, custom """ if custom_llm_provider == "anthropic": return _get_anthropic_result_from_batch_results_line(batch_job_output_file).get("message", None) or {} + if custom_llm_provider == "bedrock": + return batch_job_output_file.get("modelOutput", None) or {} _response: dict = batch_job_output_file.get("response", None) or {} _response_body = _response.get("body", None) or {} return _response_body @@ -523,9 +533,12 @@ def _batch_response_was_successful(batch_job_output_file: dict, custom_llm_provi Check if the batch job response was successful OpenAI-shaped output rows report ``response.status_code == 200``; Anthropic - message batch results lines report ``result.type == "succeeded"``. + message batch results lines report ``result.type == "succeeded"``; Bedrock + batch output lines report ``modelOutput`` (and no ``error``). """ if custom_llm_provider == "anthropic": return _get_anthropic_result_from_batch_results_line(batch_job_output_file).get("type") == "succeeded" + if custom_llm_provider == "bedrock": + return batch_job_output_file.get("modelOutput") is not None and batch_job_output_file.get("error") is None _response: dict = batch_job_output_file.get("response", None) or {} return _response.get("status_code", None) == 200 diff --git a/litellm/caching/caching_handler.py b/litellm/caching/caching_handler.py index c860f8e540d..b17e055c7ea 100644 --- a/litellm/caching/caching_handler.py +++ b/litellm/caching/caching_handler.py @@ -85,6 +85,22 @@ class CachingHandlerResponse(BaseModel): in_memory_cache_obj = InMemoryCache() +def _drop_logging_obj_from_kwargs(request_kwargs: dict[str, object]) -> dict[str, object]: + """ + The caching handler is stored on the Logging object + (``logging_obj._llm_caching_handler``), so keeping ``litellm_logging_obj`` + inside ``request_kwargs`` closes a reference cycle + (Logging -> LLMCachingHandler -> kwargs -> Logging) that keeps the full + request payload (messages included) alive until a generational GC pass + instead of being freed by refcount when the request ends. Nothing in the + caching layer reads the logging object from these kwargs; cache-key + generation ignores litellm-internal params. + """ + if "litellm_logging_obj" not in request_kwargs: + return request_kwargs + return {k: v for k, v in request_kwargs.items() if k != "litellm_logging_obj"} + + def _is_chat_completion_cached_dict(cached_result: dict) -> bool: cached_id = cached_result.get("id") if isinstance(cached_id, str) and cached_id.startswith("chatcmpl"): @@ -118,7 +134,7 @@ class LLMCachingHandler: self.async_streaming_chunks: List[ModelResponse] = [] self.sync_streaming_chunks: List[ModelResponse] = [] - self.request_kwargs = request_kwargs + self.request_kwargs = _drop_logging_obj_from_kwargs(request_kwargs) self.preset_cache_key: Optional[str] = None self.original_function = original_function self.start_time = start_time @@ -297,7 +313,7 @@ class LLMCachingHandler: new_kwargs.pop("metadata", None) if new_kwargs.get("stream") is True and "cache_key" not in new_kwargs: new_kwargs["cache_key"] = litellm.cache.get_cache_key(**new_kwargs) - self.request_kwargs = new_kwargs + self.request_kwargs = _drop_logging_obj_from_kwargs(new_kwargs) print_verbose("Checking Sync Cache") cached_result = litellm.cache.get_cache(**new_kwargs) if cached_result is not None: @@ -693,7 +709,7 @@ class LLMCachingHandler: new_kwargs.pop("metadata", None) if new_kwargs.get("stream") is True and "cache_key" not in new_kwargs: new_kwargs["cache_key"] = litellm.cache.get_cache_key(**new_kwargs) - self.request_kwargs = new_kwargs + self.request_kwargs = _drop_logging_obj_from_kwargs(new_kwargs) cached_result: Optional[Any] = None if call_type == CallTypes.aembedding.value: if isinstance(new_kwargs["input"], str): 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 715d57e594d..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. " @@ -1496,6 +1506,7 @@ MAX_TEAM_LIST_LIMIT = int(os.getenv("MAX_TEAM_LIST_LIMIT", 20)) MAX_POLICY_ESTIMATE_IMPACT_ROWS = int(os.getenv("MAX_POLICY_ESTIMATE_IMPACT_ROWS", 1000)) DEFAULT_PROMPT_INJECTION_SIMILARITY_THRESHOLD = float(os.getenv("DEFAULT_PROMPT_INJECTION_SIMILARITY_THRESHOLD", 0.7)) LENGTH_OF_LITELLM_GENERATED_KEY = int(os.getenv("LENGTH_OF_LITELLM_GENERATED_KEY", 16)) +MINIMUM_CUSTOM_KEY_LENGTH = int(os.getenv("MINIMUM_CUSTOM_KEY_LENGTH", 16)) SECRET_MANAGER_REFRESH_INTERVAL = int(os.getenv("SECRET_MANAGER_REFRESH_INTERVAL", 86400)) LITELLM_SETTINGS_SAFE_DB_OVERRIDES = [ "default_internal_user_params", @@ -1507,6 +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/cost_calculator.py b/litellm/cost_calculator.py index 74dc0e19da3..a40a8e1389c 100644 --- a/litellm/cost_calculator.py +++ b/litellm/cost_calculator.py @@ -760,7 +760,11 @@ def _select_model_name_for_cost_calc( if custom_pricing is True: if router_model_id is not None and router_model_id in litellm.model_cost: entry = litellm.model_cost[router_model_id] - if entry.get("input_cost_per_token") is not None or entry.get("input_cost_per_second") is not None: + if ( + entry.get("input_cost_per_token") is not None + or entry.get("input_cost_per_second") is not None + or entry.get("tiered_pricing") is not None + ): return_model = router_model_id else: return_model = model 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/client.py b/litellm/experimental_mcp_client/client.py index c1c90233bee..da711463a44 100644 --- a/litellm/experimental_mcp_client/client.py +++ b/litellm/experimental_mcp_client/client.py @@ -382,15 +382,25 @@ class MCPClient: if root_cause is not None and isinstance(in_flight_error, asyncio.CancelledError): raise root_cause from in_flight_error - async def run_with_session(self, operation: Callable[[ClientSession], Awaitable[TSessionResult]]) -> TSessionResult: - """Open a session, run the provided coroutine, and clean up.""" + async def run_with_session( + self, + operation: Callable[[ClientSession], Awaitable[TSessionResult]], + *, + quiet_on_error: bool = False, + ) -> TSessionResult: + """Open a session, run the provided coroutine, and clean up. + + quiet_on_error demotes the failure line to debug for callers that own the exception + (call_tool / list_tools under raise_on_error), so an expected pass-through re-auth does + not emit a warning per call; every other caller keeps the operator-visible warning.""" http_client: Optional[httpx.AsyncClient] = None try: self._last_initialize_instructions = None transport_ctx, http_client = self._create_transport_context() return await self._execute_session_operation(transport_ctx, operation) except Exception: - verbose_logger.warning("MCP client run_with_session failed for %s", self.server_url or "stdio") + _log = verbose_logger.debug if quiet_on_error else verbose_logger.warning + _log("MCP client run_with_session failed for %s", self.server_url or "stdio") raise finally: if http_client is not None: @@ -491,7 +501,7 @@ class MCPClient: return await session.list_tools() try: - result = await self.run_with_session(_list_tools_operation) + result = await self.run_with_session(_list_tools_operation, quiet_on_error=raise_on_error) tool_count = len(result.tools) tool_names = [tool.name for tool in result.tools] verbose_logger.info(f"MCP client listed {tool_count} tools from {self.server_url or 'stdio'}: {tool_names}") @@ -501,7 +511,13 @@ class MCPClient: raise except Exception as e: error_type = type(e).__name__ - verbose_logger.exception( + # Mirror call_tool: when the caller opted into raise_on_error it owns the exception and + # logs it at the fitting level (an expected pass-through re-auth 401 is info, not an + # error), so log at debug here to avoid an error-level line + traceback that would trip + # error-rate alerts on that expected signal. The swallow path still logs the full + # exception because nothing downstream will surface the failure. + _log = verbose_logger.debug if raise_on_error else verbose_logger.exception + _log( f"MCP client list_tools failed - " f"Error Type: {error_type}, " f"Error: {str(e)}, " @@ -510,7 +526,8 @@ class MCPClient: ) # Check if it's a stream/connection error if "BrokenResourceError" in error_type or "Broken" in error_type: - verbose_logger.error( + _log_broken = verbose_logger.debug if raise_on_error else verbose_logger.error + _log_broken( "MCP client detected broken connection/stream during list_tools - " "the MCP server may have crashed, disconnected, or timed out" ) @@ -567,7 +584,7 @@ class MCPClient: ) try: - tool_result = await self.run_with_session(_call_tool_operation) + tool_result = await self.run_with_session(_call_tool_operation, quiet_on_error=raise_on_error) verbose_logger.info(f"MCP client tool call '{call_tool_request_params.name}' completed successfully") return tool_result except asyncio.CancelledError: @@ -580,7 +597,13 @@ class MCPClient: verbose_logger.debug(f"MCP client tool call traceback:\n{error_trace}") # Log detailed error information error_type = type(e).__name__ - verbose_logger.error( + # When the caller opted into raise_on_error it owns the exception and logs it at the + # level that fits (an expected pass-through re-auth 401 is info, not an operator-actionable + # error), so log at debug here to avoid an error-level line that would trip error-rate + # alerts on that expected signal. The swallow path (raise_on_error=False) still logs at + # error because nothing downstream will surface the failure. + _log = verbose_logger.debug if raise_on_error else verbose_logger.error + _log( f"MCP client call_tool failed - " f"Error Type: {error_type}, " f"Error: {str(e)}, " @@ -590,7 +613,7 @@ class MCPClient: ) # Check if it's a stream/connection error if "BrokenResourceError" in error_type or "Broken" in error_type: - verbose_logger.error( + _log( "MCP client detected broken connection/stream - " "the MCP server may have crashed, disconnected, or timed out." ) 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/custom_guardrail.py b/litellm/integrations/custom_guardrail.py index ae82e7992ed..856556f7c56 100644 --- a/litellm/integrations/custom_guardrail.py +++ b/litellm/integrations/custom_guardrail.py @@ -1,3 +1,4 @@ +import os import secrets from datetime import datetime from typing import ( @@ -17,6 +18,7 @@ from litellm._logging import verbose_logger from litellm.litellm_core_utils.core_helpers import redact_nested_match_and_regex_keys from litellm.caching import DualCache from litellm.integrations.custom_logger import CustomLogger +from litellm.secret_managers.main import str_to_bool from litellm.types.guardrails import ( DynamicGuardrailParams, GuardrailEventHooks, @@ -59,6 +61,20 @@ from litellm.exceptions import ( _PRE_CALL_EXECUTED_TOKEN = secrets.token_hex(16) +def _strict_guardrail_modes_enabled() -> bool: + """Whether guardrail-mode validation raises (default) or logs a warning. + + Set `LITELLM_STRICT_GUARDRAIL_MODES=false` to keep the pre-LIT-4226 behavior + for guardrails whose supported_event_hooks list newly includes their + configured mode: log the mismatch and continue instead of raising at boot. + """ + raw = os.environ.get("LITELLM_STRICT_GUARDRAIL_MODES") + if raw is None: + return True + parsed = str_to_bool(raw) + return True if parsed is None else parsed + + def get_session_id_from_request_data(request_data: Dict[str, Any]) -> Optional[str]: """Extract session_id from request data (litellm_session_id or metadata).""" session_id = request_data.get("litellm_session_id") @@ -132,7 +148,17 @@ class CustomGuardrail(CustomLogger): if supported_event_hooks: ## validate event_hook is in supported_event_hooks - self._validate_event_hook(event_hook, supported_event_hooks) + try: + self._validate_event_hook(event_hook, supported_event_hooks) + except ValueError as validation_error: + if _strict_guardrail_modes_enabled(): + raise + verbose_logger.warning( + "%s. LITELLM_STRICT_GUARDRAIL_MODES=false; continuing " + "with unsupported event_hook. Set the env var to true " + "(default) to enforce validation and fail at startup.", + validation_error, + ) super().__init__(**kwargs) def render_violation_message(self, default: str, context: Optional[Dict[str, Any]] = None) -> str: @@ -303,6 +329,18 @@ class CustomGuardrail(CustomLogger): """ return None + @classmethod + def get_supported_event_hooks(cls) -> Optional[List[GuardrailEventHooks]]: + """ + Returns the event hooks this guardrail supports, for the UI to render. + + Subclasses should override to return their supported hooks list. When a + subclass returns None, the endpoint omits it from the per-provider map + and the UI is expected to fall back to the global `supported_modes` + list client-side. + """ + return None + def _validate_event_hook( self, event_hook: Optional[Union[GuardrailEventHooks, List[GuardrailEventHooks], Mode]], @@ -477,6 +515,22 @@ class CustomGuardrail(CustomLogger): return True return False + def uses_apply_guardrail_interface(self) -> bool: + return type(self).apply_guardrail is not CustomGuardrail.apply_guardrail + + def _deployment_pre_call_target(self) -> "CustomLogger": + if not self.uses_apply_guardrail_interface(): + return self + try: + from litellm.proxy.utils import unified_guardrail + except ImportError as e: + raise ImportError( + f"Guardrail {self.guardrail_name or type(self).__name__} implements apply_guardrail, which needs " + "the litellm proxy dependencies to run at the deployment level. " + "Install them with: pip install 'litellm[proxy]'" + ) from e + return unified_guardrail + async def async_pre_call_deployment_hook( self, kwargs: Dict[str, Any], call_type: Optional[CallTypes] ) -> Optional[dict]: @@ -495,7 +549,10 @@ class CustomGuardrail(CustomLogger): # CHECK IF GUARDRAIL REJECTS THE REQUEST if call_type == CallTypes.completion or call_type == CallTypes.acompletion: - result = await self.async_pre_call_hook( + target = self._deployment_pre_call_target() + if target is not self: + kwargs["guardrail_to_apply"] = self + result = await target.async_pre_call_hook( user_api_key_dict=UserAPIKeyAuth( user_id=kwargs.get("user_api_key_user_id"), team_id=kwargs.get("user_api_key_team_id"), @@ -505,7 +562,7 @@ class CustomGuardrail(CustomLogger): ), cache=dc, data=kwargs, - call_type=call_type.value or "acompletion", # type: ignore + call_type="completion" if call_type == CallTypes.completion else "acompletion", ) if result is not None and isinstance(result, dict): diff --git a/litellm/integrations/datadog/datadog.py b/litellm/integrations/datadog/datadog.py index bd62d1e303a..20239d831cc 100644 --- a/litellm/integrations/datadog/datadog.py +++ b/litellm/integrations/datadog/datadog.py @@ -19,7 +19,7 @@ import os import time import traceback from datetime import datetime as datetimeObj -from typing import Any, Dict, List, Optional, Union +from typing import Any, Dict, List, Optional, Sequence, Union import httpx from httpx import Response @@ -50,6 +50,7 @@ from litellm.types.integrations.base_health_check import IntegrationHealthCheckS from litellm.types.integrations.datadog import ( DD_ERRORS, DD_MAX_BATCH_SIZE, + DD_MAX_PAYLOAD_SIZE_BYTES, DataDogStatus, DatadogInitParams, DatadogPayload, @@ -384,8 +385,10 @@ class DataDogLogger( async def _send_with_413_split(self, batch: List) -> List: """ - Send a batch, halving any sub-batch that 413s (payload too large) and retrying the - halves, since Datadog enforces a 5MB uncompressed limit per request. + Send a batch, halving any sub-batch that exceeds Datadog's intake limits before + sending, and halving again on a 413 (payload too large) response, since Datadog + enforces a 5MB uncompressed limit per request. The proactive split avoids paying + a serialize + gzip + round trip for a payload the intake is guaranteed to reject. A 413 surfaces as a raised MaskedHTTPStatusError (httpx raise_for_status), not a returned response, so both paths are handled. A lone event that still 413s is @@ -398,6 +401,11 @@ class DataDogLogger( chunk = pending.pop() if not chunk: continue + if len(chunk) > 1 and self._exceeds_intake_limits(chunk): + mid = len(chunk) // 2 + pending.append(chunk[mid:]) + pending.append(chunk[:mid]) + continue try: response = await self.async_send_compressed_data(chunk) except Exception as e: @@ -436,6 +444,21 @@ class DataDogLogger( def _undelivered(chunk: List, pending: List[List]) -> List: return chunk + [event for remaining in reversed(pending) for event in remaining] + @staticmethod + def _exceeds_intake_limits(chunk: Sequence[DatadogPayload]) -> bool: + """ + True when a chunk would breach Datadog's log intake limits: more than + DD_MAX_BATCH_SIZE events per payload, or a serialized size above + DD_MAX_PAYLOAD_SIZE_BYTES (held under Datadog's 5MB uncompressed cap so + the batch is split before the intake rejects it with a 413). + """ + from litellm.litellm_core_utils.safe_json_dumps import safe_dumps + + if len(chunk) > DD_MAX_BATCH_SIZE: + return True + payload_size_bytes = len(safe_dumps(chunk).encode("utf-8")) + return payload_size_bytes > DD_MAX_PAYLOAD_SIZE_BYTES + async def flush_queue(self): if self.flush_lock is None: return 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/README.md b/litellm/integrations/otel/README.md index 17011bb8db7..3038bdb90b2 100644 --- a/litellm/integrations/otel/README.md +++ b/litellm/integrations/otel/README.md @@ -223,6 +223,15 @@ lives in [`plumbing/`](./plumbing): readers/exporters receive them alongside the server metrics, and one is built and registered as the global only when none is set (mirroring how V2 owns trace export). +- [`events.py`](./plumbing/events.py) — GenAI client events. Gated on + `enable_events` (`LITELLM_OTEL_INTEGRATION_ENABLE_EVENTS`), a failed LLM call + records the semconv `gen_ai.client.operation.exception` log event at severity + WARN, carrying `exception.type` / `exception.message` / `exception.stacktrace` + and correlated to the failed span through the trace and span ids. The + `LoggerProvider` is resolved like the meter provider, except that an explicit + `NoOpLoggerProvider` global is an operator opt-out that builds no recorder at + all. The deprecated `error.*` span attributes and the `exception` span event + are still stamped by the emitter for backwards compatibility. ### Adapter diff --git a/litellm/integrations/otel/emitter.py b/litellm/integrations/otel/emitter.py index 46aa166a8bb..8651cf586cd 100644 --- a/litellm/integrations/otel/emitter.py +++ b/litellm/integrations/otel/emitter.py @@ -18,6 +18,7 @@ from litellm.integrations.otel.model.payloads import ( ServiceSpanData, SpanError, ) +from litellm.integrations.otel.plumbing.events import GenAIEventRecorder from litellm.integrations.otel.plumbing.providers import to_otel_span_kind from litellm.integrations.otel.model.semconv import Error, ExceptionEvent, LiteLLMError from litellm.integrations.otel.model.spans import ( @@ -71,15 +72,53 @@ 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, tracer: Tracer, config: OpenTelemetryV2Config, mappers: Sequence[AttributeMapper] | None = None, + event_recorder: GenAIEventRecorder | None = None, ) -> None: self._tracer = tracer self._config = config + self._event_recorder = event_recorder # The mapper chain is the sole source of span attributes. When not # passed in, resolve it from the config so there's one source of truth. self._mappers: list[AttributeMapper] = ( @@ -209,20 +248,17 @@ 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 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, + message=message, + stack_trace=error.stack_trace, + timestamp_ns=end_time_ns, + ) # On success leave the status UNSET (the semconv default) rather than # forcing OK — that matches the FastAPI server span and avoids implying a # span-level health signal litellm doesn't actually evaluate. Only a diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py index e258b239d93..778f5342e90 100644 --- a/litellm/integrations/otel/logger.py +++ b/litellm/integrations/otel/logger.py @@ -6,6 +6,7 @@ from datetime import datetime from typing import TYPE_CHECKING, Any, Callable, Iterator, Mapping, Sequence, cast from opentelemetry.context import Context, attach, get_current +from opentelemetry.sdk._logs import LoggerProvider from opentelemetry.sdk.trace import TracerProvider from opentelemetry.trace import Span, Tracer, get_current_span, use_span @@ -23,7 +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, @@ -40,14 +41,17 @@ from litellm.integrations.otel.model.payloads import ( is_mcp_list_tools, is_mcp_tool_call, ) +from litellm.integrations.otel.plumbing.events import GenAIEventRecorder from litellm.integrations.otel.plumbing.metrics import ( GenAIMetricRecorder, create_genai_metrics, ) from litellm.integrations.otel.plumbing.providers import ( build_tracer_provider, + get_event_logger, get_meter, get_tracer, + resolve_logger_provider, resolve_meter_provider, ) from litellm.integrations.otel.plumbing.routing import TenantTracerCache @@ -55,6 +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, @@ -62,6 +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 = ( @@ -104,7 +136,7 @@ class OpenTelemetryV2(CustomLogger): config: OpenTelemetryV2Config | None = None, callback_name: str | None = None, tracer_provider: TracerProvider | None = None, - logger_provider: Any | None = None, # reserved for OTel logs + logger_provider: LoggerProvider | None = None, meter_provider: Any | None = None, **kwargs: Any, ) -> None: @@ -117,7 +149,12 @@ class OpenTelemetryV2(CustomLogger): self.tracer: Tracer = get_tracer(self._tracer_provider, LITELLM_TRACER_NAME) self._metrics_recorder = self._init_metrics(meter_provider) self._metric_filter_error_logged = False - self._emitter = SpanEmitter(self.tracer, self.config, mappers=resolve_mappers(self.config.mapper_names)) + self._emitter = SpanEmitter( + self.tracer, + self.config, + mappers=resolve_mappers(self.config.mapper_names), + event_recorder=self._init_events(logger_provider), + ) self._tenant_tracers = TenantTracerCache(self.config, callback_name, LITELLM_TRACER_NAME) self._open_llm_calls: "OrderedDict[str, _LLMCallSpan]" = OrderedDict() self._init_otel_logger_on_litellm_proxy() @@ -136,6 +173,22 @@ class OpenTelemetryV2(CustomLogger): meter = get_meter(provider, LITELLM_TRACER_NAME) return GenAIMetricRecorder(create_genai_metrics(meter), self.callback_name) + def _init_events(self, logger_provider: LoggerProvider | None) -> "GenAIEventRecorder | None": + """Create the GenAI event recorder when events are enabled, else ``None``. + + ``logger_provider`` is an explicit override (tests inject one); otherwise the + provider is resolved from the OTel global so an operator-configured logs + pipeline receives the events, building and registering one only when no + global provider is set. A ``None`` resolution means the operator opted out + of the logs signal, so no recorder is built. + """ + if not self.config.enable_events: + return None + provider = resolve_logger_provider(self.config, logger_provider) + if provider is None: + return None + return GenAIEventRecorder(get_event_logger(provider, LITELLM_TRACER_NAME)) + # ====================================================================== # # Proxy global registration # ====================================================================== # @@ -533,7 +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, @@ -548,6 +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/integrations/otel/model/semconv.py b/litellm/integrations/otel/model/semconv.py index aab80c7e5c4..44b2f7e0488 100644 --- a/litellm/integrations/otel/model/semconv.py +++ b/litellm/integrations/otel/model/semconv.py @@ -177,6 +177,19 @@ class ExceptionEvent: NAME: Final = "exception" TYPE: Final = "exception.type" MESSAGE: Final = "exception.message" + STACKTRACE: Final = "exception.stacktrace" + + +class GenAIEvent: + """GenAI semconv event names, from the GenAI registry's *events* section. + + ``gen_ai.client.operation.exception`` is defined as a log-based event + (severity WARN) carrying the ``exception.*`` trio, correlated to the failed + span via the trace/span ids — the semconv-compliant home for GenAI failure + details, unlike the deprecated ``error.message`` span attribute. + """ + + OPERATION_EXCEPTION: Final = "gen_ai.client.operation.exception" class Server: diff --git a/litellm/integrations/otel/plumbing/events.py b/litellm/integrations/otel/plumbing/events.py new file mode 100644 index 00000000000..f674526d04f --- /dev/null +++ b/litellm/integrations/otel/plumbing/events.py @@ -0,0 +1,52 @@ +"""GenAI client events: the ``gen_ai.client.operation.exception`` log event. + +The GenAI semantic conventions define exception recording for client +operations as a log-based event (severity WARN) carrying the ``exception.*`` +attribute trio, correlated to the failed span through the trace/span ids — +not as a span attribute or span event. This module owns building and +emitting that event; the exporter pipeline it rides is built in +:mod:`litellm.integrations.otel.plumbing.providers`. +""" + +from dataclasses import dataclass + +from opentelemetry._events import Event, EventLogger +from opentelemetry._logs.severity import SeverityNumber +from opentelemetry.trace import SpanContext + +from litellm.integrations.otel.model.semconv import ExceptionEvent, GenAIEvent + + +@dataclass(frozen=True, slots=True) +class GenAIEventRecorder: + event_logger: EventLogger + + def record_operation_exception( + self, + span_context: SpanContext, + error_type: str, + message: str, + stack_trace: str | None, + timestamp_ns: int | None, + ) -> None: + # ``exception.type`` and ``exception.message`` are the semconv-required + # pair and always ride the event; only the recommended stacktrace is + # conditional on the payload carrying one. + stacktrace = ((ExceptionEvent.STACKTRACE, stack_trace),) if stack_trace else () + self.event_logger.emit( + Event( + name=GenAIEvent.OPERATION_EXCEPTION, + timestamp=timestamp_ns, + trace_id=span_context.trace_id, + span_id=span_context.span_id, + trace_flags=span_context.trace_flags, + severity_number=SeverityNumber.WARN, + attributes=dict( + ( + (ExceptionEvent.TYPE, error_type), + (ExceptionEvent.MESSAGE, message), + *stacktrace, + ) + ), + ) + ) diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py index ac971c6daa8..ced65aa1ec3 100644 --- a/litellm/integrations/otel/plumbing/providers.py +++ b/litellm/integrations/otel/plumbing/providers.py @@ -2,9 +2,20 @@ from typing import TYPE_CHECKING, Any, Callable, Iterable -from opentelemetry import baggage, metrics +from opentelemetry import _logs, baggage, metrics +from opentelemetry._events import EventLogger +from opentelemetry._logs import LoggerProvider, NoOpLoggerProvider from opentelemetry.context import Context from opentelemetry.metrics import MeterProvider, NoOpMeterProvider +from opentelemetry.sdk._events import EventLoggerProvider +from opentelemetry.sdk._logs import LoggerProvider as SDKLoggerProvider +from opentelemetry.sdk._logs.export import ( + BatchLogRecordProcessor, + ConsoleLogExporter, + InMemoryLogExporter, + LogExporter, + SimpleLogRecordProcessor, +) from opentelemetry.sdk.metrics import MeterProvider as SDKMeterProvider from opentelemetry.sdk.resources import Resource from opentelemetry.sdk.trace import ReadableSpan, SpanProcessor, TracerProvider @@ -224,6 +235,112 @@ def build_metric_reader(config: OpenTelemetryV2Config) -> "MetricReader": return PeriodicExportingMetricReader(exporter, export_interval_millis=5000) +def _otlp_logs_endpoint(endpoint: str | None) -> str | None: + """Point an OTLP/HTTP base endpoint at the ``/v1/logs`` signal path. + + The OTLP/HTTP exporter only appends ``/v1/logs`` when it reads + ``OTEL_EXPORTER_OTLP_ENDPOINT`` itself; an explicitly passed endpoint is used + verbatim, so a base URL would POST to the root. Mirror ``_otlp_traces_endpoint`` + for the logs signal (rewriting a sibling signal path when present). + """ + if not endpoint: + return endpoint + endpoint = endpoint.rstrip("/") + if endpoint.endswith("/v1/logs"): + return endpoint + for other_signal in ("/v1/traces", "/v1/metrics"): + if endpoint.endswith(other_signal): + return endpoint[: -len(other_signal)] + "/v1/logs" + return endpoint + "/v1/logs" + + +def build_log_exporter(config: OpenTelemetryV2Config) -> LogExporter: + """Build a log exporter mirroring the exporter selection of the other signals. + + ``console`` (and any unrecognized kind) exports to the console; ``otlp_http`` + and ``otlp_grpc`` export over OTLP with the configured endpoint/headers; + ``in_memory`` buffers for tests. Like GenAI metrics, events ride the + single-destination shorthand fields, not the multi-exporter ``exporters`` list. + """ + kind = (config.exporter or "console").lower() + if kind in ("in_memory", "inmemory", "memory"): + return InMemoryLogExporter() + if kind in ("otlp_http", "http", "http/protobuf", "http/json"): + from opentelemetry.exporter.otlp.proto.http._log_exporter import ( + OTLPLogExporter as HTTPLogExporter, + ) + + return HTTPLogExporter( + endpoint=_otlp_logs_endpoint(config.endpoint), + headers=parse_headers(config.headers), + ) + if kind in ("otlp_grpc", "grpc"): + try: + from opentelemetry.exporter.otlp.proto.grpc._log_exporter import ( + OTLPLogExporter as GRPCLogExporter, + ) + except ImportError as exc: + raise ImportError( + "OpenTelemetry OTLP gRPC log exporter is not available. Install " + "`opentelemetry-exporter-otlp` and `grpcio` (or `litellm[grpc]`)." + ) from exc + + return GRPCLogExporter(endpoint=config.endpoint, headers=parse_headers(config.headers)) + return ConsoleLogExporter() + + +def build_logger_provider( + config: OpenTelemetryV2Config, + log_exporter: LogExporter | None = None, +) -> SDKLoggerProvider: + """Build the :class:`LoggerProvider` GenAI events export through. + + ``log_exporter`` is an explicit override (tests inject an + ``InMemoryLogExporter``); otherwise the exporter is selected from the config's + exporter kind via :func:`build_log_exporter`. Console and in-memory exporters + get a Simple processor (synchronous export, which tests rely on), everything + else a Batch processor — the same split as span processing. + """ + exporter = log_exporter if log_exporter is not None else build_log_exporter(config) + provider = SDKLoggerProvider(resource=build_resource(config)) + use_simple = isinstance(exporter, (ConsoleLogExporter, InMemoryLogExporter)) + provider.add_log_record_processor( + SimpleLogRecordProcessor(exporter) if use_simple else BatchLogRecordProcessor(exporter) + ) + return provider + + +def resolve_logger_provider( + config: OpenTelemetryV2Config, + logger_provider: SDKLoggerProvider | None = None, +) -> SDKLoggerProvider | None: + """Resolve the :class:`LoggerProvider` GenAI events record through, or ``None`` + when the operator has opted out of the logs signal. + + Same resolution order as :func:`resolve_meter_provider`: an injected provider + wins (DI/tests); an operator-configured SDK global is reused so events ride + their pipeline; an explicit ``NoOpLoggerProvider`` global is an opt-out and + yields ``None``, so no event is ever built. Only the default placeholder + global makes V2 build a provider from the config and publish it as the global. + """ + if logger_provider is not None: + return logger_provider + + existing: LoggerProvider = _logs.get_logger_provider() + if isinstance(existing, SDKLoggerProvider): + return existing + if isinstance(existing, NoOpLoggerProvider): + return None + + provider = build_logger_provider(config) + _logs.set_logger_provider(provider) + return provider + + +def get_event_logger(provider: SDKLoggerProvider, name: str = "litellm") -> EventLogger: + return EventLoggerProvider(logger_provider=provider).get_event_logger(name, litellm_version) + + def build_meter_provider( config: OpenTelemetryV2Config, metric_reader: "MetricReader | None" = None, diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index 60fc021a6a8..64d4dd578b2 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -239,6 +239,18 @@ class PrometheusLogger(CustomLogger): labelnames=self.get_labels_for_metric("litellm_output_audio_tokens_metric"), ) + self.litellm_video_duration_seconds_metric = self._counter_factory( + "litellm_video_duration_seconds_metric", + "Seconds of video generated, from usage.duration_seconds on video generation calls", + labelnames=self.get_labels_for_metric("litellm_video_duration_seconds_metric"), + ) + + self.litellm_images_generated_metric = self._counter_factory( + "litellm_images_generated_metric", + "Number of images generated, from the image generation response", + labelnames=self.get_labels_for_metric("litellm_images_generated_metric"), + ) + # Remaining Budget for Team self.litellm_remaining_team_budget_metric = self._gauge_factory( "litellm_remaining_team_budget_metric", @@ -1336,6 +1348,12 @@ class PrometheusLogger(CustomLogger): label_context=label_context, ) + self._increment_media_generation_metrics( + standard_logging_payload=standard_logging_payload, + enum_values=enum_values, + label_context=label_context, + ) + # MCP tool call metrics self._increment_mcp_tool_call_metrics( standard_logging_payload=standard_logging_payload, @@ -1459,8 +1477,65 @@ class PrometheusLogger(CustomLogger): ), ] - for counter, metric_name, value in detail_metrics: - if not isinstance(value, (int, float)) or value <= 0: + PrometheusLogger._inc_sparse_usage_counters( + self, + detail_metrics, + enum_values=enum_values, + label_context=label_context, + ) + + def _increment_media_generation_metrics( + self, + standard_logging_payload: StandardLoggingPayload, + enum_values: UserAPIKeyLabelValues, + label_context: PrometheusLabelFactoryContext | None = None, + ) -> None: + """ + Increment video-seconds and images-generated counters from + ``standard_logging_payload["metadata"]["usage_object"]``. Video + providers report ``duration_seconds`` there; image generation calls + report ``output_image_count``. Both are sparse: only emitted when the + value is present and > 0, so token-only call types are unaffected. + """ + metadata = standard_logging_payload.get("metadata") or {} + usage_object = metadata.get("usage_object") if isinstance(metadata, dict) else None + if not isinstance(usage_object, dict): + return + + media_metrics: list[tuple[Any, DEFINED_PROMETHEUS_METRICS, Any]] = [ + ( + self.litellm_video_duration_seconds_metric, + "litellm_video_duration_seconds_metric", + usage_object.get("duration_seconds"), + ), + ( + self.litellm_images_generated_metric, + "litellm_images_generated_metric", + usage_object.get("output_image_count"), + ), + ] + + PrometheusLogger._inc_sparse_usage_counters( + self, + media_metrics, + enum_values=enum_values, + label_context=label_context, + ) + + def _inc_sparse_usage_counters( + self, + counters_with_values: list[tuple[Any, DEFINED_PROMETHEUS_METRICS, Any]], + enum_values: UserAPIKeyLabelValues, + label_context: PrometheusLabelFactoryContext | None = None, + ) -> None: + """ + Increment each ``(counter, metric_name, value)`` entry whose value is + a positive number. Non-numeric values (including booleans from + malformed provider usage dicts) and values <= 0 are skipped, keeping + scrape output sparse. + """ + for counter, metric_name, value in counters_with_values: + if isinstance(value, bool) or not isinstance(value, (int, float)) or value <= 0: continue PrometheusLogger._inc_labeled_counter( self, @@ -1618,6 +1693,14 @@ class PrometheusLogger(CustomLogger): user_id: Optional[str] = None, user_api_key_org_id: Optional[str] = None, ): + if ( + isinstance(self.litellm_remaining_team_budget_metric, NoOpMetric) + and isinstance(self.litellm_remaining_api_key_budget_metric, NoOpMetric) + and isinstance(self.litellm_remaining_user_budget_metric, NoOpMetric) + and isinstance(self.litellm_remaining_org_budget_metric, NoOpMetric) + ): + return + _metadata = litellm_params.get("metadata") or {} _team_spend = _metadata.get("user_api_key_team_spend", None) _team_max_budget = _metadata.get("user_api_key_team_max_budget", None) @@ -1708,6 +1791,35 @@ class PrometheusLogger(CustomLogger): amount=float(response_cost), ) + @staticmethod + def _get_remaining_from_v3_rate_limit_headers( + standard_logging_payload: StandardLoggingPayload | None, + rate_limit_type: Literal["requests", "tokens"], + ) -> int | None: + """ + Read the per-(key, model) remaining value emitted by the v3 rate + limiter (``parallel_request_limiter_v3.py``), which writes + ``x-ratelimit-model_per_key-remaining-{requests,tokens}`` into + ``standard_logging_object.hidden_params.additional_headers`` instead + of the ``litellm-key-remaining-*`` metadata keys the legacy limiter + sets. The header carries no model group; it always refers to this + request's model group, which is what the gauges are labeled with. + Values are written in-process as plain ints (never HTTP-serialized + strings), so anything else is rejected rather than coerced. + """ + if standard_logging_payload is None: + return None + hidden_params = standard_logging_payload.get("hidden_params") + if hidden_params is None: + return None + additional_headers = hidden_params.get("additional_headers") + if additional_headers is None: + return None + value = dict(additional_headers).get(f"x-ratelimit-model_per_key-remaining-{rate_limit_type}") + if isinstance(value, bool) or not isinstance(value, int): + return None + return value + def _set_virtual_key_rate_limit_metrics( self, user_api_key: Optional[str], @@ -1725,11 +1837,20 @@ class PrometheusLogger(CustomLogger): model_group = get_model_group_from_litellm_kwargs(kwargs) remaining_requests_variable_name = f"litellm-key-remaining-requests-{model_group}" remaining_tokens_variable_name = f"litellm-key-remaining-tokens-{model_group}" + standard_logging_payload: StandardLoggingPayload | None = kwargs.get("standard_logging_object") remaining_requests = metadata.get(remaining_requests_variable_name) + if remaining_requests is None: + remaining_requests = self._get_remaining_from_v3_rate_limit_headers( + standard_logging_payload=standard_logging_payload, rate_limit_type="requests" + ) if remaining_requests is None: remaining_requests = sys.maxsize remaining_tokens = metadata.get(remaining_tokens_variable_name) + if remaining_tokens is None: + remaining_tokens = self._get_remaining_from_v3_rate_limit_headers( + standard_logging_payload=standard_logging_payload, rate_limit_type="tokens" + ) if remaining_tokens is None: remaining_tokens = sys.maxsize @@ -3332,6 +3453,9 @@ class PrometheusLogger(CustomLogger): - looks up team info from db if not available in metadata - Set team budget metrics """ + if isinstance(self.litellm_remaining_team_budget_metric, NoOpMetric): + return + if user_api_team: team_object = await self._assemble_team_object( team_id=user_api_team, @@ -3453,6 +3577,9 @@ class PrometheusLogger(CustomLogger): - Fetches org info via cache (get_org_object) - Sets org budget metrics """ + if isinstance(self.litellm_remaining_org_budget_metric, NoOpMetric): + return + if not org_id: return @@ -3582,6 +3709,9 @@ class PrometheusLogger(CustomLogger): key_max_budget: Optional[float], key_spend: Optional[float], ): + if isinstance(self.litellm_remaining_api_key_budget_metric, NoOpMetric): + return + if user_api_key: user_api_key_dict = await self._assemble_key_object( user_api_key=user_api_key, @@ -3642,6 +3772,9 @@ class PrometheusLogger(CustomLogger): - looks up user info from db if not available in metadata - Set user budget metrics """ + if isinstance(self.litellm_remaining_user_budget_metric, NoOpMetric): + return + if user_id: user_object = await self._assemble_user_object( user_id=user_id, diff --git a/litellm/integrations/rubrik.py b/litellm/integrations/rubrik.py index 2b54a411ec7..11809ee6361 100644 --- a/litellm/integrations/rubrik.py +++ b/litellm/integrations/rubrik.py @@ -7,7 +7,7 @@ import time import urllib.parse import uuid from collections import Counter -from typing import TYPE_CHECKING, Any, Literal, Optional +from typing import TYPE_CHECKING, Any, List, Literal, Optional import httpx from litellm._logging import verbose_logger @@ -52,6 +52,10 @@ class _MalformedToolBlockingResponseError(Exception): class RubrikLogger(CustomGuardrail, CustomBatchLogger): + @classmethod + def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]: + return [GuardrailEventHooks.pre_call, GuardrailEventHooks.post_call] + def __init__( self, api_key: str | None = None, @@ -69,6 +73,7 @@ class RubrikLogger(CustomGuardrail, CustomBatchLogger): kwargs["event_hook"] = kwargs.get("event_hook") or GuardrailEventHooks.post_call if kwargs.get("default_on") is None: kwargs["default_on"] = True + kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks())) super().__init__( flush_lock=self.flush_lock, **kwargs, diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py index 53a982cd2c4..e8252d87572 100644 --- a/litellm/integrations/s3.py +++ b/litellm/integrations/s3.py @@ -161,8 +161,13 @@ def get_s3_object_key( start_time: datetime, s3_file_name: str, ) -> str: + sanitized_s3_file_name = s3_file_name.replace("/", "_") s3_object_key = ( - (s3_path.rstrip("/") + "/" if s3_path else "") + prefix + start_time.strftime("%Y-%m-%d") + "/" + s3_file_name + (s3_path.rstrip("/") + "/" if s3_path else "") + + prefix + + start_time.strftime("%Y-%m-%d") + + "/" + + sanitized_s3_file_name ) # we need the s3 key to include the time, so we log cache hits too s3_object_key += ".json" return s3_object_key diff --git a/litellm/integrations/websearch_interception/handler.py b/litellm/integrations/websearch_interception/handler.py index 00c67e9f0fb..21d990e8e60 100644 --- a/litellm/integrations/websearch_interception/handler.py +++ b/litellm/integrations/websearch_interception/handler.py @@ -19,9 +19,11 @@ from litellm.integrations.custom_logger import CustomLogger from litellm.integrations.websearch_interception.tools import ( get_litellm_web_search_tool, get_litellm_web_search_tool_openai, + get_litellm_web_search_tool_responses, is_anthropic_native_web_search_tool, is_web_search_tool, is_web_search_tool_chat_completion, + is_web_search_tool_responses, ) from litellm.integrations.websearch_interception.transformation import ( WebSearchTransformation, @@ -32,11 +34,12 @@ from litellm.types.integrations.websearch_interception import ( ) from litellm.types.integrations.custom_logger import ( CHAT_COMPLETION_AGENTIC_SURFACE, + RESPONSES_AGENTIC_SURFACE, AgenticLoopPlan, AgenticLoopRequestPatch, ) from litellm.types.llms.openai import AllMessageValues -from litellm.types.utils import LlmProviders +from litellm.types.utils import CallTypes, LlmProviders from litellm.utils import ProviderConfigManager # Key used to flag, on per-request kwargs, that the originating client sent @@ -251,6 +254,9 @@ class WebSearchInterceptionLogger(CustomLogger): if not tools: return None + if call_type in (CallTypes.responses, CallTypes.aresponses): + return self._convert_responses_tools(kwargs=kwargs, tools=tools) + # Check if any tool is a web search tool (native or already LiteLLM standard) has_websearch = any(is_web_search_tool(t) for t in tools) @@ -291,6 +297,26 @@ class WebSearchInterceptionLogger(CustomLogger): return kwargs + def _convert_responses_tools(self, kwargs: dict[str, Any], tools: list[dict[str, Any]]) -> dict | None: + """Convert Responses API web search tools to the LiteLLM standard function tool.""" + if not any(is_web_search_tool_responses(tool) for tool in tools): + return None + + verbose_logger.debug("WebSearchInterception: Converting Responses web_search tools to LiteLLM standard") + + converted_tools = [ + get_litellm_web_search_tool_responses() if is_web_search_tool_responses(tool) else tool for tool in tools + ] + + converted_kwargs = {**kwargs, "tools": converted_tools} + + if kwargs.get("stream"): + verbose_logger.debug("WebSearchInterception: deployment hook converting stream=True to stream=False") + converted_kwargs["stream"] = False + converted_kwargs["_websearch_interception_converted_stream"] = True + + return converted_kwargs + @classmethod def from_config_yaml(cls, config: WebSearchInterceptionConfig) -> "WebSearchInterceptionLogger": """ @@ -461,6 +487,17 @@ class WebSearchInterceptionLogger(CustomLogger): kwargs=kwargs, ) + if kwargs.get("_agentic_loop_api_surface") == RESPONSES_AGENTIC_SURFACE: + return await self.async_should_run_responses_agentic_loop( + response=response, + model=model, + messages=messages, + tools=tools, + stream=stream, + custom_llm_provider=custom_llm_provider, + kwargs=kwargs, + ) + verbose_logger.debug(f"WebSearchInterception: Hook called! provider={custom_llm_provider}, stream={stream}") verbose_logger.debug(f"WebSearchInterception: Response type: {type(response)}") @@ -597,6 +634,54 @@ class WebSearchInterceptionLogger(CustomLogger): } return True, tools_dict + async def async_should_run_responses_agentic_loop( + self, + response: Any, + model: str, + messages: list[dict], + tools: list[dict] | None, + stream: bool, + custom_llm_provider: str, + kwargs: dict, + ) -> tuple[bool, dict]: + """Check if WebSearch interception is needed for the Responses API.""" + verbose_logger.debug( + f"WebSearchInterception: Responses hook called! provider={custom_llm_provider}, stream={stream}" + ) + + if self.enabled_providers is not None and custom_llm_provider not in self.enabled_providers: + verbose_logger.debug( + f"WebSearchInterception: Skipping provider {custom_llm_provider} (not in enabled list: {self.enabled_providers})" + ) + return False, {} + + has_websearch_tool = any(is_web_search_tool_responses(t) for t in (tools or [])) + if not has_websearch_tool: + verbose_logger.debug("WebSearchInterception: No litellm_web_search tool in responses request") + return False, {} + + should_intercept, tool_calls = WebSearchTransformation.transform_request( + response=response, + stream=stream, + response_format="responses", + ) + + if not should_intercept: + verbose_logger.debug("WebSearchInterception: No WebSearch function_call detected in responses output") + return False, {} + + verbose_logger.debug( + f"WebSearchInterception: Detected {len(tool_calls)} WebSearch function_call(s), executing agentic loop" + ) + + tools_dict = { + "tool_calls": tool_calls, + "tool_type": "websearch", + "provider": custom_llm_provider, + "response_format": "responses", + } + return True, tools_dict + async def async_run_agentic_loop( self, tools: Dict, @@ -655,6 +740,18 @@ class WebSearchInterceptionLogger(CustomLogger): kwargs=kwargs, ) + if kwargs.get("_agentic_loop_api_surface") == RESPONSES_AGENTIC_SURFACE: + return await self.async_build_responses_agentic_loop_plan( + tools=tools, + model=model, + messages=messages, + response=response, + optional_params=anthropic_messages_optional_request_params, + logging_obj=logging_obj, + stream=stream, + kwargs=kwargs, + ) + tool_calls = tools["tool_calls"] thinking_blocks = tools.get("thinking_blocks", []) request_patch, structured_results = await self._build_anthropic_request_patch( @@ -809,6 +906,133 @@ class WebSearchInterceptionLogger(CustomLogger): metadata={"tool_type": "websearch", "response_format": response_format}, ) + async def async_build_responses_agentic_loop_plan( + self, + tools: dict, + model: str, + messages: list[dict], + response: Any, + optional_params: dict, + logging_obj: Any, + stream: bool, + kwargs: dict, + ) -> AgenticLoopPlan: + tool_calls = tools["tool_calls"] + request_patch = await self._build_responses_request_patch( + model=model, + messages=messages, + tool_calls=tool_calls, + optional_params=optional_params, + kwargs=kwargs, + ) + return AgenticLoopPlan( + run_agentic_loop=True, + request_patch=request_patch, + metadata={"tool_type": "websearch", "response_format": "responses"}, + ) + + async def _build_responses_request_patch( + self, + model: str, + messages: Union[str, list[dict]], + tool_calls: list[dict], + optional_params: dict, + kwargs: dict, + ) -> AgenticLoopRequestPatch: + """Execute litellm.asearch() and build a Responses API rerun patch.""" + search_tasks = [ + ( + self._execute_search(tool_call["input"]["query"], kwargs=kwargs) + if isinstance(tool_call.get("input"), dict) and tool_call["input"].get("query") + else self._create_empty_search_result() + ) + for tool_call in tool_calls + ] + + verbose_logger.debug(f"WebSearchInterception: Executing {len(search_tasks)} responses search(es) in parallel") + search_results = await asyncio.gather(*search_tasks, return_exceptions=True) + + search_texts = [self._extract_search_text(result) for result in search_results] + + followup_items = [ + item + for tool_call, search_text in zip(tool_calls, search_texts) + for item in ( + { + "type": "function_call", + "call_id": tool_call.get("call_id"), + "name": LITELLM_WEB_SEARCH_TOOL_NAME, + "arguments": tool_call.get("arguments", ""), + }, + { + "type": "function_call_output", + "call_id": tool_call.get("call_id"), + "output": search_text, + }, + ) + ] + + input_list = self._normalize_responses_input(messages) + followup_items + + tools_param = optional_params.get("tools") + optional_params_clean = { + k: v + for k, v in optional_params.items() + if k not in {"tools", "tool_choice", "stream", "model_alias_map", "stream_response", "custom_prompt_dict"} + } + + kwargs_for_followup = { + k: v + for k, v in kwargs.items() + if not k.startswith("_websearch_interception") + and k + not in { + "_agentic_loop_api_surface", + "litellm_logging_obj", + "acompletion", + "custom_llm_provider", + "model_alias_map", + } + } + + full_model_name = model + if "/" not in model and isinstance(kwargs.get("custom_llm_provider"), str): + full_model_name = f"{kwargs['custom_llm_provider']}/{model}" + + verbose_logger.debug( + "WebSearchInterception: Built responses request patch model=%s input_items=%d searches=%d", + full_model_name, + len(input_list), + len(search_texts), + ) + + return AgenticLoopRequestPatch( + model=full_model_name, + messages=input_list, + tools=tools_param if isinstance(tools_param, list) else None, + optional_params=optional_params_clean, + kwargs=kwargs_for_followup, + ) + + @staticmethod + def _normalize_responses_input(messages: Union[str, list[dict]]) -> list[dict]: + if isinstance(messages, str): + return [{"role": "user", "content": messages}] + if isinstance(messages, list): + return list(messages) + return [] + + @staticmethod + def _extract_search_text(result: Any) -> str: + if isinstance(result, Exception): + verbose_logger.error(f"WebSearchInterception: Responses search failed with error: {str(result)}") + return f"Search failed: {str(result)}" + if isinstance(result, tuple) and len(result) == 2: + text_value, _ = result + return text_value if isinstance(text_value, str) else str(text_value) + verbose_logger.debug(f"WebSearchInterception: Unexpected search result type {type(result)}") + return str(result) + @staticmethod def _resolve_max_tokens( optional_params: Dict, diff --git a/litellm/integrations/websearch_interception/tools.py b/litellm/integrations/websearch_interception/tools.py index b29372af9ed..14c8aea0908 100644 --- a/litellm/integrations/websearch_interception/tools.py +++ b/litellm/integrations/websearch_interception/tools.py @@ -82,6 +82,75 @@ def get_litellm_web_search_tool_openai() -> Dict[str, Any]: } +def get_litellm_web_search_tool_responses() -> dict[str, Any]: + """ + Get the standard LiteLLM web search tool definition in Responses API format. + + Used by async_pre_call_deployment_hook on the Responses API path, where a + function tool is a flat object (``type: "function"`` with a top-level + ``name`` and ``parameters``) rather than the nested ``function`` wrapper + used by Chat Completions. + + Returns: + Dict containing the Responses-style function tool definition. + """ + return { + "type": "function", + "name": LITELLM_WEB_SEARCH_TOOL_NAME, + "description": ( + "Search the web for information. Use this when you need current " + "information or answers to questions that require up-to-date data." + ), + "parameters": { + "type": "object", + "properties": { + "query": { + "type": "string", + "description": "The search query to execute", + } + }, + "required": ["query"], + }, + } + + +def is_web_search_tool_responses(tool: dict[str, Any]) -> bool: + """ + Check if a tool is a web search tool for the Responses API. + + Detects: + - OpenAI native Responses web search tools, whose ``type`` is one of + ``web_search``, ``web_search_2025_08_26``, ``web_search_preview``, + ``web_search_preview_2025_03_11`` (matched by the ``web_search`` prefix) + - The LiteLLM standard function tool in Responses shape: + ``{"type": "function", "name": "litellm_web_search"}`` + + Args: + tool: Tool dictionary to check + + Returns: + True if tool is a Responses-API web search tool + + Example: + >>> is_web_search_tool_responses({"type": "web_search"}) + True + >>> is_web_search_tool_responses({"type": "web_search_preview"}) + True + >>> is_web_search_tool_responses({"type": "function", "name": "litellm_web_search"}) + True + >>> is_web_search_tool_responses({"type": "function", "name": "get_weather"}) + False + """ + tool_type = tool.get("type", "") + if not isinstance(tool_type, str): + return False + + if tool_type == "function": + return tool.get("name") == LITELLM_WEB_SEARCH_TOOL_NAME + + return tool_type == "web_search" or tool_type.startswith("web_search_") + + def is_web_search_tool_chat_completion(tool: Dict[str, Any]) -> bool: """ Check if a tool is a web search tool for Chat Completions API (strict check). diff --git a/litellm/integrations/websearch_interception/transformation.py b/litellm/integrations/websearch_interception/transformation.py index 7bbcd7ebff6..282d75d3d4d 100644 --- a/litellm/integrations/websearch_interception/transformation.py +++ b/litellm/integrations/websearch_interception/transformation.py @@ -59,9 +59,73 @@ class WebSearchTransformation: # Parse non-streaming response based on format if response_format == "openai": return WebSearchTransformation._detect_from_openai_response(response) + elif response_format == "responses": + return WebSearchTransformation._detect_from_responses_response(response) else: return WebSearchTransformation._detect_from_non_streaming_response(response) + @staticmethod + def _detect_from_responses_response( + response: Any, + ) -> tuple[bool, list[dict]]: + """Parse a Responses API response for ``litellm_web_search`` function calls. + + After pre-request conversion the native web search tool is replaced by a + ``litellm_web_search`` function tool, so the model emits ``function_call`` + items in ``response.output`` instead of a native ``web_search_call``. + """ + if isinstance(response, dict): + output = response.get("output", []) + else: + output = getattr(response, "output", None) or [] + + if not isinstance(output, list): + return False, [] + + tool_calls: list[dict] = [] + for item in output: + if isinstance(item, dict): + item_type = item.get("type") + item_name = item.get("name") + call_id = item.get("call_id") + arguments = item.get("arguments", "") + else: + item_type = getattr(item, "type", None) + item_name = getattr(item, "name", None) + call_id = getattr(item, "call_id", None) + arguments = getattr(item, "arguments", "") + + if item_type != "function_call" or item_name != LITELLM_WEB_SEARCH_TOOL_NAME: + continue + + if isinstance(arguments, str): + try: + parsed_input = json.loads(arguments) if arguments else {} + except json.JSONDecodeError: + verbose_logger.warning( + f"WebSearchInterception: Failed to parse function_call arguments: {arguments}" + ) + parsed_input = {} + elif isinstance(arguments, dict): + parsed_input = arguments + else: + parsed_input = {} + + arguments_str = arguments if isinstance(arguments, str) else json.dumps(parsed_input) + tool_calls.append( + { + "id": call_id, + "call_id": call_id, + "type": "function_call", + "name": item_name, + "arguments": arguments_str, + "input": parsed_input, + } + ) + verbose_logger.debug(f"WebSearchInterception: Found {item_name} function_call with call_id={call_id}") + + return len(tool_calls) > 0, tool_calls + @staticmethod def _detect_from_non_streaming_response( response: Any, diff --git a/litellm/litellm_core_utils/cli_token_utils.py b/litellm/litellm_core_utils/cli_token_utils.py index eb01359cdc0..e730f60bc3b 100644 --- a/litellm/litellm_core_utils/cli_token_utils.py +++ b/litellm/litellm_core_utils/cli_token_utils.py @@ -7,6 +7,7 @@ This module has no dependencies on proxy code and can be safely imported at the import json import os +import time from pathlib import Path from typing import Optional @@ -68,3 +69,17 @@ def get_litellm_gateway_api_key( if stored_url != expected_base_url.rstrip("/"): return None return token_data["key"] + + +def is_cli_token_fresh(token_data: dict, buffer_hours: float = 0.1) -> bool: + """Check whether a cached CLI token (as stored in token.json) is still + within its expiration window. Used by `lite auth print-token` to fail + fast, without a network round trip, once the cached token is past + `LITELLM_CLI_JWT_EXPIRATION_HOURS`.""" + from litellm.constants import CLI_JWT_EXPIRATION_HOURS + + timestamp = token_data.get("timestamp") + if not isinstance(timestamp, (int, float)): + return False + age_hours = (time.time() - timestamp) / 3600 + return age_hours < (CLI_JWT_EXPIRATION_HOURS - buffer_hours) 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/dd_tracing.py b/litellm/litellm_core_utils/dd_tracing.py index ae4f46c38bd..3a1bd72e1a5 100644 --- a/litellm/litellm_core_utils/dd_tracing.py +++ b/litellm/litellm_core_utils/dd_tracing.py @@ -10,7 +10,7 @@ from typing import TYPE_CHECKING, Any, Optional, Union from litellm.secret_managers.main import get_secret_bool if TYPE_CHECKING: - from ddtrace.tracer import Tracer as DD_TRACER + from ddtrace.trace import Tracer as DD_TRACER else: DD_TRACER = Any 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/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py index 9dc202c4717..fdab3d5b9d4 100644 --- a/litellm/litellm_core_utils/exception_mapping_utils.py +++ b/litellm/litellm_core_utils/exception_mapping_utils.py @@ -95,6 +95,9 @@ class ExceptionCheckers: if "current length is" in _error_str_lowercase and "while limit is" in _error_str_lowercase: return True + if "maximum input length is" in _error_str_lowercase and "tokens" in _error_str_lowercase: + return True + return False @staticmethod diff --git a/litellm/litellm_core_utils/fallback_generalizations.py b/litellm/litellm_core_utils/fallback_generalizations.py index abc171f900a..410bb9623fe 100644 --- a/litellm/litellm_core_utils/fallback_generalizations.py +++ b/litellm/litellm_core_utils/fallback_generalizations.py @@ -3,52 +3,69 @@ Declarative fallback generalizations for unknown / newly-released models. The ``fallback_generalizations`` block in ``model_prices_and_context_window.json`` holds an ordered list of rules. Each rule pairs a single case-insensitive regex -with the metadata to apply when a model name has no exact entry in the cost map. -The metadata is a partial cost-map entry: ``litellm_provider`` drives provider -routing, and the remaining fields (``mode``, ``supports_*``, context window, -pricing, ...) drive ``get_model_info`` / ``supports_*``. +with a ``model_info`` dict, and the structure of ``model_info`` decides which of +two kinds the rule is. -Precedence: rules are evaluated in file order and the first match wins. They are -consulted only after exact and case-insensitive lookups miss, so an exact entry -always takes precedence over a rule. +A ROUTING rule carries exactly one ``model_info`` key, ``litellm_provider``. It is +consumed only by ``get_llm_provider`` bare-id inference: the first routing rule +whose regex matches decides the provider. Routing rules never contribute to model +info. + +A CAPABILITY rule carries any ``model_info`` keys except ``litellm_provider`` +(``mode``, ``supports_*``, context window, pricing, ...). It is consumed by +``get_model_info`` fallback resolution: the ``model_info`` of ALL capability rules +whose regex matches is unioned in file order, with later rules overriding earlier +ones on key conflicts, and the caller backfills ``litellm_provider`` with the +provider it requested. If no capability rule matches, model-info resolution misses +as if no rules existed. + +LEGACY-SCHEMA SHIM (temporary, until the new-schema JSON reaches main): released +proxies fetch this JSON remotely from main, whose block still ships the old schema +where a rule mixes ``litellm_provider`` with capability keys and may inherit a +parent's ``model_info`` via ``extends``. Such a legacy rule is tolerated rather +than skipped: ``extends`` is resolved once at install time (single level, against +raw parents), and the resolved rule acts as BOTH kinds, a routing rule (its +``litellm_provider`` participates in first-hit inference) and a capability rule +(its full ``model_info``, provider included, participates in the union). New-schema +rules never mix the two and never use ``extends``. A rule whose +``litellm_provider`` is not a string is invalid and is warned about and skipped +(a warning rather than a crash, for the same remote-fetch reason). + +Rules are only consulted after exact and case-insensitive lookups miss, so an +exact cost-map entry always takes precedence over any rule. Patterns are matched case-insensitively with ``re.search`` and are not implicitly -anchored: a rule must include ``^`` and ``$`` (as the shipped rules do) to bind to -the whole model name, otherwise it matches as a substring. Keeping anchoring in the -regex makes the rule the single, self-contained source of truth for what it matches. - -A rule may set ``extends`` to the ``name`` of another rule to inherit that rule's -``model_info``; the rule's own ``model_info`` overrides the inherited keys, so a -narrow rule (for example a version-gated capability flag) carries only its delta -instead of duplicating the parent's pricing block. Inheritance is resolved once, -at install time, against each rule's raw (unresolved) ``model_info``; it is a -single level (a parent that itself extends is not chained). +anchored: a rule must include ``^`` and ``$`` to bind to the whole model name, +otherwise it matches as a substring. Keeping anchoring in the regex makes the rule +the single, self-contained source of truth for what it matches. Any other keys on a rule (for example a free-text ``description`` documenting what the regex matches) are ignored by the engine and exist only for the reader. -The compiled-regex list is built once and cached. ``match_fallback_generalization`` -is O(number of rules); callers must only invoke it on a cache miss. +Rules are compiled and classified once, at install time. The match functions are +O(number of rules); callers must only invoke them on a cache miss. """ import re -from typing import Optional +from dataclasses import dataclass +from typing import Optional, Union from litellm._logging import verbose_logger NAME_FIELD = "name" PATTERN_FIELD = "pattern" MODEL_INFO_FIELD = "model_info" -EXTENDS_FIELD = "extends" +PROVIDER_KEY = "litellm_provider" +LEGACY_EXTENDS_FIELD = "extends" -def _resolve_extends(rules: list) -> list: - """Expand ``extends`` inheritance so each rule's ``model_info`` is self-contained. +def _resolve_legacy_extends(rules: list) -> list: + """Expand legacy ``extends`` inheritance so each rule's ``model_info`` is self-contained. - A rule with ``extends: `` is rewritten with ``model_info`` set to the parent's - ``model_info`` overlaid by its own. Resolution is single-level and uses each rule's - raw ``model_info`` as the parent source. Non-dict rules and dangling parents are - passed through unchanged. + Compatibility shim for the old remote schema: single level, resolved against each + parent's raw ``model_info``, with the child's own keys winning on conflict. Non-dict + rules and dangling parents pass through unchanged; new-schema rules carry no + ``extends`` and are untouched. """ base_by_name = { rule[NAME_FIELD]: rule[MODEL_INFO_FIELD] @@ -58,84 +75,138 @@ def _resolve_extends(rules: list) -> list: and isinstance(rule.get(MODEL_INFO_FIELD), dict) } - def resolved(rule: dict) -> dict: - parent_name = rule.get(EXTENDS_FIELD) + def resolved(rule: object) -> object: + if not isinstance(rule, dict): + return rule + parent_name = rule.get(LEGACY_EXTENDS_FIELD) own_info = rule.get(MODEL_INFO_FIELD) parent_info = base_by_name.get(parent_name) if isinstance(parent_name, str) else None if parent_info is None or not isinstance(own_info, dict): return rule return {**rule, MODEL_INFO_FIELD: {**parent_info, **own_info}} - return [resolved(rule) if isinstance(rule, dict) else rule for rule in rules] + return [resolved(rule) for rule in rules] + + +@dataclass(frozen=True, slots=True) +class _RoutingRule: + pattern: re.Pattern + provider: str + + +@dataclass(frozen=True, slots=True) +class _CapabilityRule: + pattern: re.Pattern + model_info: dict + + +_CompiledRule = Union[_RoutingRule, _CapabilityRule] + + +def _compile_rule(rule: object) -> tuple[_CompiledRule, ...]: + if not isinstance(rule, dict): + return () + pattern = rule.get(PATTERN_FIELD) + model_info = rule.get(MODEL_INFO_FIELD) + if not isinstance(pattern, str) or not isinstance(model_info, dict): + verbose_logger.warning( + "LiteLLM: skipping malformed fallback generalization rule %s (needs string '%s' and dict '%s').", + rule.get(NAME_FIELD, pattern), + PATTERN_FIELD, + MODEL_INFO_FIELD, + ) + return () + try: + compiled = re.compile(pattern, re.IGNORECASE) + except re.error as e: + verbose_logger.warning( + "LiteLLM: skipping fallback generalization rule with invalid regex %r: %s", + pattern, + e, + ) + return () + if PROVIDER_KEY not in model_info: + return (_CapabilityRule(pattern=compiled, model_info=model_info),) + provider = model_info[PROVIDER_KEY] + if not isinstance(provider, str): + verbose_logger.warning( + "LiteLLM: skipping invalid fallback generalization rule %s: '%s' in '%s' must be a string.", + rule.get(NAME_FIELD, pattern), + PROVIDER_KEY, + MODEL_INFO_FIELD, + ) + return () + if len(model_info) == 1: + return (_RoutingRule(pattern=compiled, provider=provider),) + return ( + _RoutingRule(pattern=compiled, provider=provider), + _CapabilityRule(pattern=compiled, model_info=model_info), + ) class _FallbackGeneralizations: - """Holds the active rule list and its lazily-compiled regex cache.""" + """Holds the raw rule list and its install-time-compiled routing and capability rules.""" def __init__(self) -> None: - self.rules: list[dict] = [] - self._compiled: Optional[list[tuple[re.Pattern, dict]]] = None + self.rules: list = [] + self.routing_rules: tuple = () + self.capability_rules: tuple = () - def set_rules(self, rules: Optional[list[dict]]) -> None: - self.rules = rules if isinstance(rules, list) else [] - self._compiled = None + def set_rules(self, rules: Optional[list]) -> None: + installed = rules if isinstance(rules, list) else [] + compiled = tuple(kind for rule in _resolve_legacy_extends(installed) for kind in _compile_rule(rule)) + self.rules = installed + self.routing_rules = tuple(rule for rule in compiled if isinstance(rule, _RoutingRule)) + self.capability_rules = tuple(rule for rule in compiled if isinstance(rule, _CapabilityRule)) - def _compile(self) -> list[tuple[re.Pattern, dict]]: - compiled: list[tuple[re.Pattern, dict]] = [] - for rule in self.rules: - if not isinstance(rule, dict): - continue - pattern = rule.get(PATTERN_FIELD) - model_info = rule.get(MODEL_INFO_FIELD) - if not isinstance(pattern, str) or not isinstance(model_info, dict): - verbose_logger.warning( - "LiteLLM: skipping malformed fallback generalization rule %s (needs string '%s' and dict '%s').", - rule.get("name", pattern), - PATTERN_FIELD, - MODEL_INFO_FIELD, - ) - continue - try: - compiled.append((re.compile(pattern, re.IGNORECASE), model_info)) - except re.error as e: - verbose_logger.warning( - "LiteLLM: skipping fallback generalization rule with invalid regex %r: %s", - pattern, - e, - ) - return compiled - - def match(self, model: str) -> Optional[dict]: + def match_routing(self, model: str) -> Optional[str]: if not model: return None - if self._compiled is None: - self._compiled = self._compile() - for pattern, model_info in self._compiled: - if pattern.search(model) is not None: - return dict(model_info) - return None + return next( + (rule.provider for rule in self.routing_rules if rule.pattern.search(model) is not None), + None, + ) + + def match_capabilities(self, model: str) -> Optional[dict]: + if not model: + return None + matched = tuple(rule.model_info for rule in self.capability_rules if rule.pattern.search(model) is not None) + if not matched: + return None + return {key: value for model_info in matched for key, value in model_info.items()} _registry = _FallbackGeneralizations() -def set_fallback_generalizations(rules: Optional[list[dict]]) -> None: - """Install the active rule list and invalidate the compiled-regex cache. +def set_fallback_generalizations(rules: Optional[list]) -> None: + """Install the active rule list, compiling and classifying each rule. - ``extends`` inheritance is resolved here, once, before the rules are stored. - Called once when the model cost map is loaded (and again on any reload). + Legacy ``extends`` inheritance is resolved here, once, before classification; + a legacy rule mixing ``litellm_provider`` with capability keys installs as both + kinds. Malformed and invalid-regex rules are warned about and skipped. Called + once when the model cost map is loaded (and again on any reload). """ - _registry.set_rules(_resolve_extends(rules) if isinstance(rules, list) else rules) + _registry.set_rules(rules) -def get_fallback_generalization_rules() -> list[dict]: +def get_fallback_generalization_rules() -> list: """Return the raw rule list (read-only view for callers/tests).""" return _registry.rules -def match_fallback_generalization(model: str) -> Optional[dict]: - """Return the ``model_info`` of the first rule whose regex matches ``model``. +def match_routing_generalization(model: str) -> Optional[str]: + """Return the provider of the first routing rule whose regex matches ``model``. O(number of rules). Only call this once exact lookups have missed. """ - return _registry.match(model) + return _registry.match_routing(model) + + +def match_capability_generalizations(model: str) -> Optional[dict]: + """Return the union of the ``model_info`` of every capability rule matching ``model``. + + Later rules override earlier ones on key conflicts. Returns ``None`` when no + capability rule matches. O(number of rules); only call once exact lookups have missed. + """ + return _registry.match_capabilities(model) diff --git a/litellm/litellm_core_utils/get_litellm_params.py b/litellm/litellm_core_utils/get_litellm_params.py index 352e55e9c23..b8ef9d8cca7 100644 --- a/litellm/litellm_core_utils/get_litellm_params.py +++ b/litellm/litellm_core_utils/get_litellm_params.py @@ -2,26 +2,8 @@ from typing import Optional from litellm.llms.openai.data_residency import infer_openai_data_residency -# Pre-define optional kwargs keys as frozenset for O(1) lookups -# These are extracted from kwargs only if present, avoiding unnecessary .get() calls -OPTIONAL_KWARGS_KEYS = frozenset( +AWS_CREDENTIAL_KWARGS_KEYS = frozenset( { - "azure_ad_token", - "tenant_id", - "client_id", - "client_secret", - "azure_username", - "azure_password", - "azure_scope", - "timeout", - "gcs_bucket_name", - "bucket_name", - "vertex_credentials", - "vertex_project", - "vertex_location", - "vertex_ai_project", - "vertex_ai_location", - "vertex_ai_credentials", "aws_region_name", "aws_access_key_id", "aws_secret_access_key", @@ -34,14 +16,40 @@ OPTIONAL_KWARGS_KEYS = frozenset( "aws_external_id", "aws_bedrock_runtime_endpoint", "aws_bedrock_project_id", - "tpm", - "rpm", - "itpm", - "otpm", - "use_xai_oauth", } ) +# Pre-define optional kwargs keys as frozenset for O(1) lookups +# These are extracted from kwargs only if present, avoiding unnecessary .get() calls +OPTIONAL_KWARGS_KEYS = ( + frozenset( + { + "azure_ad_token", + "tenant_id", + "client_id", + "client_secret", + "azure_username", + "azure_password", + "azure_scope", + "timeout", + "gcs_bucket_name", + "bucket_name", + "vertex_credentials", + "vertex_project", + "vertex_location", + "vertex_ai_project", + "vertex_ai_location", + "vertex_ai_credentials", + "tpm", + "rpm", + "itpm", + "otpm", + "use_xai_oauth", + } + ) + | AWS_CREDENTIAL_KWARGS_KEYS +) + # Backward-compatible alias for existing imports/tests. _OPTIONAL_KWARGS_KEYS = OPTIONAL_KWARGS_KEYS diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py index fa8ffe1ba1d..487a7b7e25f 100644 --- a/litellm/litellm_core_utils/get_llm_provider_logic.py +++ b/litellm/litellm_core_utils/get_llm_provider_logic.py @@ -4,7 +4,7 @@ from urllib.parse import urlparse import litellm from litellm.constants import REPLICATE_MODEL_NAME_WITH_ID_LENGTH from litellm.litellm_core_utils.fallback_generalizations import ( - match_fallback_generalization, + match_routing_generalization, ) from litellm.llms.openai_like.json_loader import JSONProviderRegistry from litellm.secret_managers.main import get_secret, get_secret_str @@ -474,12 +474,10 @@ def get_llm_provider( custom_llm_provider = "sap" # Last resort for an otherwise-unknown model: a declarative - # fallback-generalization rule (e.g. routes future claude-* to anthropic). + # fallback-generalization routing rule (e.g. routes future claude-* to anthropic). # Exact provider matches above always win; this only runs on a miss. if not custom_llm_provider: - generalization = match_fallback_generalization(model) - if generalization is not None: - custom_llm_provider = generalization.get("litellm_provider") or None + custom_llm_provider = match_routing_generalization(model) if not custom_llm_provider: if litellm.suppress_debug_info is False: diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index 936d79b22d6..3b3c6a6ce29 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -38,6 +38,7 @@ 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, ) @@ -73,6 +74,7 @@ from litellm.litellm_core_utils.model_param_helper import ModelParamHelper from litellm.litellm_core_utils.redact_messages import ( redact_message_input_output_from_custom_logger, redact_message_input_output_from_logging, + redact_streaming_responses_for_custom_logger, ) from litellm.llms.base_llm.ocr.transformation import OCRResponse from litellm.llms.base_llm.search.transformation import SearchResponse @@ -924,7 +926,6 @@ class Logging(LiteLLMLoggingBaseClass): def pre_call(self, input, api_key, model=None, additional_args={}): # Log the exact input to the LLM API - litellm.error_logs["PRE_CALL"] = locals() try: self._pre_call( input=input, @@ -1134,7 +1135,6 @@ class Logging(LiteLLMLoggingBaseClass): def post_call(self, original_response, input=None, api_key=None, additional_args={}): # Log the exact result from the LLM API, for streaming - log the type of response received - litellm.error_logs["POST_CALL"] = locals() if isinstance(original_response, dict): original_response = json.dumps(original_response, default=str) try: @@ -1453,6 +1453,9 @@ 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( @@ -1531,6 +1534,9 @@ 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: @@ -2576,6 +2582,9 @@ class Logging(LiteLLMLoggingBaseClass): model_call_details = callback.redact_standard_logging_payload_from_model_call_details( model_call_details=model_call_details ) + model_call_details = redact_streaming_responses_for_custom_logger( + model_call_details=model_call_details, custom_logger=callback + ) ################################## if self.stream is True: if "async_complete_streaming_response" in model_call_details: @@ -3070,7 +3079,7 @@ class Logging(LiteLLMLoggingBaseClass): def get_combined_callback_list(self, dynamic_success_callbacks: Optional[List], global_callbacks: List) -> List: if dynamic_success_callbacks is None: return list(global_callbacks) - return list(set(dynamic_success_callbacks + global_callbacks)) + return list(dict.fromkeys(dynamic_success_callbacks + global_callbacks)) def _remove_internal_litellm_callbacks(self, callbacks: List) -> List: """ @@ -4595,6 +4604,10 @@ 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, @@ -4941,6 +4954,7 @@ 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, @@ -4950,6 +4964,10 @@ 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 @@ -5208,10 +5226,15 @@ def get_standard_logging_object_payload( call_type = kwargs.get("call_type") cache_hit = kwargs.get("cache_hit", False) # Extract usage as a plain dict, avoiding Pydantic round-trip - usage_dict = StandardLoggingPayloadSetup.get_usage_as_dict( + raw_usage_dict = StandardLoggingPayloadSetup.get_usage_as_dict( response_obj=response_obj, combined_usage_object=cast(Optional[Usage], kwargs.get("combined_usage_object")), ) + usage_dict = ( + {**raw_usage_dict, "output_image_count": len(init_response_obj.data)} + if isinstance(init_response_obj, ImageResponse) and init_response_obj.data + else raw_usage_dict + ) id = response_obj.get("id", kwargs.get("litellm_call_id")) @@ -5421,6 +5444,10 @@ 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, @@ -5520,6 +5547,10 @@ 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/llm_cost_calc/tiered_pricing.py b/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py new file mode 100644 index 00000000000..836b02f2049 --- /dev/null +++ b/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py @@ -0,0 +1,139 @@ +""" +Provider-neutral graduated tiered pricing calculation. + +Shared by provider cost calculators (e.g. Dashscope) and the proxy budget +reservation logic so neither has to depend on the other. +""" + +from typing import List, Optional, Union + + +def _coerce_cost_per_token(value: Union[float, int, str, None]) -> float: + """ + Coerce a per-token cost into a float. + + Model cost values loaded from YAML config may arrive as strings (e.g. + scientific notation like "4e-07"), which would break arithmetic. + """ + if value is None: + return 0.0 + if isinstance(value, str): + try: + return float(value) + except ValueError: + return 0.0 + return float(value) + + +def calculate_tiered_cost( + tokens: int, + tiered_pricing: List[dict], + cost_key: str, + fallback_cost_key: Optional[str] = None, +) -> float: + """ + Calculate cost for a given number of tokens based on a true tiered pricing structure. + + This function iterates through sorted pricing tiers, calculates the cost for the + number of tokens that fall into each tier's range, and sums them up to get the total cost. + + Args: + tokens (int): The total number of tokens to calculate the cost for. + tiered_pricing (List[dict]): A list of dictionaries, where each dictionary + represents a pricing tier. + cost_key (str): The key in the tier dictionary that holds the per-token cost + (e.g., 'input_cost_per_token'). + fallback_cost_key (Optional[str], optional): A fallback key to use if the + primary `cost_key` is not found in a tier. Defaults to None. + + Returns: + float: The total calculated cost for the given tokens. + + Example: + >>> tiered_pricing = [ + ... {"range": [0, 100000], "input_cost_per_token": 0.0001}, + ... {"range": [100000, 500000], "input_cost_per_token": 0.00005}, + ... ] + + Calculating cost for 150,000 tokens: + (100,000 * 0.0001) + (50,000 * 0.00005) = $12.5 + """ + if not tiered_pricing or tokens <= 0: + return 0.0 + + total_cost = 0.0 + tokens_processed = 0 + + sorted_tiers = sorted(tiered_pricing, key=lambda x: x.get("range", [0, 0])[0]) + + for tier in sorted_tiers: + if tokens_processed >= tokens: + break + + tier_range = tier.get("range", []) + if len(tier_range) != 2: + continue + + range_start, range_end = tier_range + + if tokens <= range_start: + continue + + tier_start = max(range_start, tokens_processed) + tier_end = min(range_end, tokens) + + if tier_end > tier_start: + tokens_in_tier = tier_end - tier_start + cost_per_token = tier.get(cost_key) or tier.get(fallback_cost_key, 0) + total_cost += tokens_in_tier * _coerce_cost_per_token(cost_per_token) + tokens_processed = tier_end + + # After loop, check if any tokens remain (i.e., tokens > highest tier's end range) + # and charge them at the last tier's rate. + if tokens_processed < tokens and sorted_tiers: + last_tier = sorted_tiers[-1] + remaining_tokens = tokens - tokens_processed + cost_per_token = last_tier.get(cost_key) or last_tier.get(fallback_cost_key, 0) + total_cost += remaining_tokens * _coerce_cost_per_token(cost_per_token) + + return total_cost + + +def select_tier_for_input( + tiered_pricing: List[dict], + input_tokens: int, +) -> Optional[dict]: + """ + Select the pricing tier for a request based on its total input token count. + + Alibaba Model Studio (Dashscope) tiered pricing is all-or-nothing: the tier is + chosen by the total input tokens of a single request and every token in the + request (input and output) is billed at that one tier's rate, rather than + graduated income-tax-style slicing. A tier matches when + ``range_start < input_tokens <= range_end`` (so a request of exactly + ``range_end`` tokens stays in the lower tier, matching the official + ``0 < Token <= 32K`` phrasing). Requests above the highest declared range fall + back to the last (most expensive) tier. + """ + if not tiered_pricing or input_tokens <= 0: + return None + + sorted_tiers = sorted(tiered_pricing, key=lambda t: t.get("range", [0, 0])[0]) + valid_tiers = [tier for tier in sorted_tiers if len(tier.get("range", [])) == 2] + if not valid_tiers: + return None + + matching = [tier for tier in valid_tiers if tier["range"][0] < input_tokens <= tier["range"][1]] + if matching: + return matching[0] + return valid_tiers[-1] + + +def tier_rate( + tier: dict, + cost_key: str, + fallback_cost_key: Optional[str] = None, +) -> float: + """Read a per-token rate from a tier, coercing YAML string costs to float.""" + raw = tier.get(cost_key) or tier.get(fallback_cost_key, 0) + return _coerce_cost_per_token(raw) diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index c039f0f43ee..33bf546c239 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -445,6 +445,7 @@ class PromptTokensDetailsResult(TypedDict): text_tokens: int audio_tokens: int image_tokens: int + video_tokens: int character_count: int image_count: int video_length_seconds: float @@ -473,6 +474,7 @@ def _parse_prompt_tokens_details(usage: Usage) -> PromptTokensDetailsResult: ) audio_tokens = cast(Optional[int], getattr(usage.prompt_tokens_details, "audio_tokens", 0)) or 0 image_tokens = cast(Optional[int], getattr(usage.prompt_tokens_details, "image_tokens", 0)) or 0 + video_tokens = _coerce_token_count(getattr(usage.prompt_tokens_details, "video_tokens", 0)) character_count = ( cast( Optional[int], @@ -503,6 +505,7 @@ def _parse_prompt_tokens_details(usage: Usage) -> PromptTokensDetailsResult: text_tokens=text_tokens, audio_tokens=audio_tokens, image_tokens=image_tokens, + video_tokens=video_tokens, character_count=character_count, image_count=image_count, video_length_seconds=float(video_length_seconds), @@ -515,6 +518,7 @@ class CompletionTokensDetailsResult(TypedDict): text_tokens: int reasoning_tokens: int image_tokens: int + video_tokens: int def _parse_completion_tokens_details(usage: Usage) -> CompletionTokensDetailsResult: @@ -546,12 +550,14 @@ def _parse_completion_tokens_details(usage: Usage) -> CompletionTokensDetailsRes ) or 0 ) + video_tokens = _coerce_token_count(getattr(usage.completion_tokens_details, "video_tokens", 0)) return CompletionTokensDetailsResult( audio_tokens=audio_tokens, text_tokens=text_tokens, reasoning_tokens=reasoning_tokens, image_tokens=image_tokens, + video_tokens=video_tokens, ) @@ -586,6 +592,13 @@ def _calculate_input_cost( image_token_cost_key = "input_cost_per_token" prompt_cost += calculate_cost_component(model_info, image_token_cost_key, prompt_tokens_details["image_tokens"]) + ### VIDEO TOKEN COST + if prompt_tokens_details["video_tokens"]: + video_token_cost_key = "input_cost_per_video_token" + if model_info.get(video_token_cost_key) is None: + video_token_cost_key = "input_cost_per_token" + prompt_cost += calculate_cost_component(model_info, video_token_cost_key, prompt_tokens_details["video_tokens"]) + ### CACHE WRITING COST - Now uses tiered pricing if ( prompt_tokens_details["cache_creation_tokens"] @@ -698,6 +711,7 @@ def generic_cost_per_token( text_tokens=usage.prompt_tokens, audio_tokens=0, image_tokens=0, + video_tokens=0, character_count=0, image_count=0, video_length_seconds=0.0, @@ -716,13 +730,14 @@ def generic_cost_per_token( audio_tokens = prompt_tokens_details["audio_tokens"] cache_creation = prompt_tokens_details["cache_creation_tokens"] image_tokens = prompt_tokens_details["image_tokens"] + video_tokens = prompt_tokens_details["video_tokens"] # Check for double-counting: sum of details > prompt_tokens means overlap - total_details = text_tokens + cache_hit + audio_tokens + cache_creation + image_tokens + total_details = text_tokens + cache_hit + audio_tokens + cache_creation + image_tokens + video_tokens has_double_counting = cache_hit > 0 and total_details > usage.prompt_tokens if (text_tokens == 0 and prompt_tokens_details["image_count"] == 0) or has_double_counting: - text_tokens = usage.prompt_tokens - cache_hit - audio_tokens - cache_creation - image_tokens + text_tokens = usage.prompt_tokens - cache_hit - audio_tokens - cache_creation - image_tokens - video_tokens # Clamp to zero: inconsistent streaming usage if text_tokens < 0: text_tokens = 0 @@ -751,6 +766,7 @@ def generic_cost_per_token( audio_tokens = 0 reasoning_tokens = 0 image_tokens = 0 + video_tokens = 0 is_text_tokens_total = False if usage.completion_tokens_details is not None: completion_tokens_details = _parse_completion_tokens_details(usage) @@ -758,19 +774,20 @@ def generic_cost_per_token( text_tokens = completion_tokens_details["text_tokens"] reasoning_tokens = completion_tokens_details["reasoning_tokens"] image_tokens = completion_tokens_details["image_tokens"] + video_tokens = completion_tokens_details["video_tokens"] # Handle text_tokens calculation: # 1. If text_tokens is explicitly provided and > 0, use it - # 2. If there's a breakdown (reasoning/audio/image tokens), calculate text_tokens as the remainder + # 2. If there's a breakdown (reasoning/audio/image/video tokens), calculate text_tokens as the remainder # 3. If no breakdown at all, assume all completion_tokens are text_tokens - has_token_breakdown = image_tokens > 0 or audio_tokens > 0 or reasoning_tokens > 0 + has_token_breakdown = image_tokens > 0 or audio_tokens > 0 or reasoning_tokens > 0 or video_tokens > 0 if text_tokens == 0: if has_token_breakdown: # Calculate text tokens as remainder when we have a breakdown # This handles cases like OpenAI's reasoning models where text_tokens isn't provided text_tokens = max( 0, - usage.completion_tokens - reasoning_tokens - audio_tokens - image_tokens, + usage.completion_tokens - reasoning_tokens - audio_tokens - image_tokens - video_tokens, ) else: # No breakdown at all, all tokens are text tokens @@ -803,6 +820,14 @@ def generic_cost_per_token( ) completion_cost += float(image_tokens) * _output_cost_per_image_token + ## VIDEO COST + if not is_text_tokens_total and video_tokens and video_tokens > 0: + _output_cost_per_video_token = _get_cost_per_unit(model_info, "output_cost_per_video_token", None) + _output_cost_per_video_token = ( + _output_cost_per_video_token if _output_cost_per_video_token is not None else completion_base_cost + ) + completion_cost += float(video_tokens) * _output_cost_per_video_token + ## REGIONAL DATA-RESIDENCY UPLIFT # Applied as a flat multiplier across all token costs for the request # when the upstream is a regionalized OpenAI host (eu./us.api.openai.com). 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/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index 8bb0e12905e..f7ff4d6b16f 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -5494,3 +5494,56 @@ def has_tool_with_name(tools: Any, tool_name: str) -> bool: elif tool.get("name") == tool_name: return True return False + + +def resolve_structured_messages( + messages: list[dict[str, Any]] | None, + request_kwargs: dict[str, Any], +) -> list[dict[str, Any]] | None: + """ + Normalize a request's messages to OpenAI-spec chat-completions shape, + regardless of which API surface produced them (chat completions, + Anthropic /v1/messages, Responses API ``input``, etc). + + Returns ``messages`` unchanged if already present. Otherwise dispatches + through the guardrail translation handlers (the same per-surface + conversion logic guardrails use) to convert e.g. Responses API ``input`` + into a message list. Returns ``None`` if no messages could be resolved. + """ + if messages: + return messages + + from litellm.litellm_core_utils.api_route_to_call_types import ( + get_call_types_for_route, + ) + from litellm.llms import load_guardrail_translation_mappings + from litellm.types.utils import CallTypes + + mappings = load_guardrail_translation_mappings() + call_type: CallTypes | None = None + + # 1. Try route-based inference from proxy metadata + route = request_kwargs.get("litellm_metadata", {}).get("user_api_key_request_route") + if route: + call_types_list = get_call_types_for_route(route) + if call_types_list: + for ct in call_types_list: + if ct in mappings: + call_type = ct + break + + # 2. Fallback: try each mapped handler until one produces messages + handlers_to_try: list[Any] = [] + if call_type is not None and call_type in mappings: + handlers_to_try.append(mappings[call_type]()) + else: + handlers_to_try.extend(handler_cls() for handler_cls in mappings.values()) + + for handler in handlers_to_try: + structured = handler.get_structured_messages(request_kwargs) + if structured: + return [ + msg if isinstance(msg, dict) else msg.model_dump() # type: ignore + for msg in structured + ] + return None diff --git a/litellm/litellm_core_utils/redact_messages.py b/litellm/litellm_core_utils/redact_messages.py index cc9264e93f8..43181e7f5ff 100644 --- a/litellm/litellm_core_utils/redact_messages.py +++ b/litellm/litellm_core_utils/redact_messages.py @@ -38,10 +38,61 @@ def redact_message_input_output_from_custom_logger( litellm_logging_obj: LiteLLMLoggingObject, result, custom_logger: CustomLogger ): if hasattr(custom_logger, "message_logging") and custom_logger.message_logging is not True: - return perform_redaction(litellm_logging_obj.model_call_details, result) + return perform_redaction(litellm_logging_obj.model_call_details, result, redact_streaming_responses=False) return result +def redact_streaming_responses_for_custom_logger(model_call_details: dict, custom_logger: CustomLogger) -> dict: + """ + Returns a copy of model_call_details whose streaming response entries are redacted deepcopies + when the custom logger has opted out of message logging. The shared model_call_details is left + untouched so other callbacks still receive the unredacted response. + """ + if not (hasattr(custom_logger, "message_logging") and custom_logger.message_logging is not True): + return model_call_details + redacted_entries = { + streaming_key: _redacted_streaming_response_copy(model_call_details[streaming_key]) + for streaming_key in ("complete_streaming_response", "async_complete_streaming_response") + if model_call_details.get(streaming_key) is not None + } + if not redacted_entries: + return model_call_details + return {**model_call_details, **redacted_entries} + + +def _redacted_streaming_response_copy(streaming_response): + redacted_response = copy.deepcopy(streaming_response) + _redact_streaming_response(redacted_response) + return redacted_response + + +def _redact_streaming_response(streaming_response): + if hasattr(streaming_response, "choices"): + for choice in streaming_response.choices: + _redact_choice_content(choice) + redact_vertex_ai_metadata_from_logged_object(streaming_response) + elif hasattr(streaming_response, "output"): + _redact_responses_api_output(streaming_response.output) + if hasattr(streaming_response, "reasoning") and streaming_response.reasoning is not None: + streaming_response.reasoning = None + + +def _redact_tool_calls(tool_calls) -> None: + """Redact tool call arguments (assistant tool calls carry prompt-derived data).""" + if not tool_calls: + return + for tool_call in tool_calls: + function = getattr(tool_call, "function", None) + if function is not None and hasattr(function, "arguments"): + function.arguments = "redacted-by-litellm" + + +def _redact_function_call(function_call) -> None: + """Redact legacy assistant function_call arguments.""" + if function_call is not None and hasattr(function_call, "arguments"): + function_call.arguments = "redacted-by-litellm" + + def _redact_choice_content(choice): """Helper to redact content in a choice (message or delta).""" if isinstance(choice, litellm.Choices): @@ -50,12 +101,16 @@ def _redact_choice_content(choice): choice.message.reasoning_content = "redacted-by-litellm" if hasattr(choice.message, "thinking_blocks"): choice.message.thinking_blocks = None + _redact_tool_calls(getattr(choice.message, "tool_calls", None)) + _redact_function_call(getattr(choice.message, "function_call", None)) elif isinstance(choice, litellm.utils.StreamingChoices): choice.delta.content = "redacted-by-litellm" if hasattr(choice.delta, "reasoning_content"): choice.delta.reasoning_content = "redacted-by-litellm" if hasattr(choice.delta, "thinking_blocks"): choice.delta.thinking_blocks = None + _redact_tool_calls(getattr(choice.delta, "tool_calls", None)) + _redact_function_call(getattr(choice.delta, "function_call", None)) def _redact_responses_api_output(output_items): @@ -76,6 +131,9 @@ def _redact_responses_api_output(output_items): if hasattr(summary_item, "text"): summary_item.text = "redacted-by-litellm" + if hasattr(output_item, "type") and output_item.type == "function_call" and hasattr(output_item, "arguments"): + output_item.arguments = "redacted-by-litellm" + def _redact_responses_api_output_dict(output_items, redacted_str: str): """Helper to redact ResponsesAPIResponse output items in dict form.""" @@ -96,6 +154,9 @@ def _redact_responses_api_output_dict(output_items, redacted_str: str): if isinstance(summary_item, dict) and "text" in summary_item: summary_item["text"] = redacted_str + if output_item.get("type") == "function_call" and "arguments" in output_item: + output_item["arguments"] = redacted_str + def _redact_standard_logging_object(model_call_details: dict): """Redact messages and response inside standard_logging_object if present.""" @@ -127,6 +188,19 @@ def _redact_standard_logging_object(model_call_details: dict): standard_logging_object["response"] = {"text": redacted_str} +def _redact_tool_calls_dict(message: dict, redacted_str: str) -> None: + """Redact tool call / function_call arguments in a dict-form message or delta.""" + tool_calls = message.get("tool_calls") + if isinstance(tool_calls, list): + for tool_call in tool_calls: + if isinstance(tool_call, dict) and isinstance(tool_call.get("function"), dict): + tool_call["function"]["arguments"] = redacted_str + + function_call = message.get("function_call") + if isinstance(function_call, dict) and "arguments" in function_call: + function_call["arguments"] = redacted_str + + def _redact_model_response_dict_choices(choices, redacted_str: str): for choice in choices: if isinstance(choice, dict): @@ -138,6 +212,7 @@ def _redact_model_response_dict_choices(choices, redacted_str: str): choice["message"]["thinking_blocks"] = None if "audio" in choice["message"]: choice["message"]["audio"] = None + _redact_tool_calls_dict(choice["message"], redacted_str) elif "delta" in choice and isinstance(choice["delta"], dict): choice["delta"]["content"] = redacted_str if "reasoning_content" in choice["delta"]: @@ -146,13 +221,18 @@ def _redact_model_response_dict_choices(choices, redacted_str: str): choice["delta"]["thinking_blocks"] = None if "audio" in choice["delta"]: choice["delta"]["audio"] = None + _redact_tool_calls_dict(choice["delta"], redacted_str) else: _redact_choice_content(choice) -def perform_redaction(model_call_details: dict, result): +def perform_redaction(model_call_details: dict, result, redact_streaming_responses: bool = True): """ Performs the actual redaction on the logging object and result. + + redact_streaming_responses=False skips the in-place redaction of the shared streaming + response entries; per-callback redaction hands each opted-out callback its own redacted + copy via redact_streaming_responses_for_custom_logger instead. """ # Redact model_call_details model_call_details["messages"] = [{"role": "user", "content": "redacted-by-litellm"}] @@ -162,17 +242,9 @@ def perform_redaction(model_call_details: dict, result): redact_vertex_ai_metadata_from_litellm_params(model_call_details) # Redact streaming response - if model_call_details.get("stream", False) is True and "complete_streaming_response" in model_call_details: - _streaming_response = model_call_details["complete_streaming_response"] - if hasattr(_streaming_response, "choices"): - for choice in _streaming_response.choices: - _redact_choice_content(choice) - redact_vertex_ai_metadata_from_logged_object(_streaming_response) - elif hasattr(_streaming_response, "output"): - _redact_responses_api_output(_streaming_response.output) - # Redact reasoning field in ResponsesAPIResponse - if hasattr(_streaming_response, "reasoning") and _streaming_response.reasoning is not None: - _streaming_response.reasoning = None + if redact_streaming_responses and model_call_details.get("stream", False) is True: + for _streaming_key in ("complete_streaming_response", "async_complete_streaming_response"): + _redact_streaming_response(model_call_details.get(_streaming_key)) # Redact result if result is not None: diff --git a/litellm/litellm_core_utils/secret_redaction.py b/litellm/litellm_core_utils/secret_redaction.py index b526068589d..455d0f00c35 100644 --- a/litellm/litellm_core_utils/secret_redaction.py +++ b/litellm/litellm_core_utils/secret_redaction.py @@ -9,6 +9,8 @@ secrets from strings without depending on the logging-configuration module. import re from typing import List +from litellm.constants import MINIMUM_CUSTOM_KEY_LENGTH + _REDACTED = "REDACTED" @@ -30,7 +32,7 @@ def _build_secret_patterns() -> "re.Pattern[str]": # Basic auth headers r"Basic\s+[A-Za-z0-9+/]{10,}={0,2}", # OpenAI / Anthropic sk- prefixed keys - r"sk-[A-Za-z0-9\-_]{20,}", + rf"sk-[A-Za-z0-9\-_]{{{MINIMUM_CUSTOM_KEY_LENGTH - len('sk-')},}}", # Generic api_key / api-key / apikey (handles 'key': 'value' dict repr) r"(?:api[_-]?key)['\"]?\s*[:=]\s*['\"]?[^\s,'\"})\]{}>]{8,}", # x-api-key / api-key header values (handles 'key': 'value' dict repr) 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 9721b797584..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 ( @@ -227,6 +229,10 @@ DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING = ( "Sonnet 4.6+, and Mythos Preview." ) +DROP_UNSUPPORTED_ADAPTIVE_THINKING_WARNING = ( + "Dropping adaptive `thinking` for model=%s: max_tokens is too small to fit the minimum thinking budget." +) + DROP_UNSUPPORTED_SPEED_WARNING = ( "Dropping unsupported `speed` for model=%s (drop_params=True). Fast mode is only supported on select Opus models." ) @@ -266,6 +272,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): def custom_llm_provider(self) -> Optional[str]: return "anthropic" + @property + def _resolved_provider(self) -> str: + return self.custom_llm_provider or "anthropic" + @classmethod def get_config(cls, *, model: Optional[str] = None): config = super().get_config() @@ -335,23 +345,26 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): return any(v in model_lower for v in ("opus-4-7", "opus_4_7", "opus-4.7", "opus_4.7")) @staticmethod - def _supports_effort_level(model: str, level: str) -> bool: + def _supports_effort_level(model: str, level: str, custom_llm_provider: str) -> bool: """Check ``supports_{level}_reasoning_effort`` in the model map.""" - return AnthropicConfig._supports_model_capability(model, f"supports_{level}_reasoning_effort") + return AnthropicConfig._supports_model_capability( + model, f"supports_{level}_reasoning_effort", custom_llm_provider + ) @staticmethod - def _validate_effort_for_model(model: str, effort: Optional[str]) -> Optional[str]: + def _validate_effort_for_model(model: str, effort: Optional[str], custom_llm_provider: str) -> Optional[str]: """Return ``None`` if ``effort`` is allowed on ``model``, else an error message.""" if effort == "max" and not ( - AnthropicConfig._is_adaptive_thinking_model(model) or AnthropicConfig._supports_effort_level(model, "max") + AnthropicConfig._is_adaptive_thinking_model(model, custom_llm_provider) + or AnthropicConfig._supports_effort_level(model, "max", custom_llm_provider) ): return f"effort='max' is not supported by this model. Got model: {model}" - if effort == "xhigh" and not AnthropicConfig._supports_effort_level(model, "xhigh"): + if effort == "xhigh" and not AnthropicConfig._supports_effort_level(model, "xhigh", custom_llm_provider): return f"effort='xhigh' is not supported by this model. Got model: {model}" return None @staticmethod - def _model_supports_effort_param(model: str) -> bool: + def _model_supports_effort_param(model: str, custom_llm_provider: str) -> bool: """Whether the model accepts ``output_config.effort`` at all. A model qualifies if its map entry advertises ``supports_output_config`` @@ -359,10 +372,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): signals: e.g. Claude Opus 4.5 supports ``output_config`` without advertising a non-default (max/xhigh) effort level. """ - if AnthropicConfig._supports_model_capability(model, "supports_output_config"): + if AnthropicConfig._supports_model_capability(model, "supports_output_config", custom_llm_provider): return True return any( - AnthropicConfig._supports_effort_level(model, level) + AnthropicConfig._supports_effort_level(model, level, custom_llm_provider) for level in ("low", "minimal", "medium", "high", "xhigh", "max") ) @@ -451,7 +464,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): if ( "claude-3-7-sonnet" in model - or AnthropicConfig._is_adaptive_thinking_model(model) + or AnthropicConfig._is_adaptive_thinking_model(model, self._resolved_provider) or supports_reasoning( model=model, custom_llm_provider=self.custom_llm_provider, @@ -623,7 +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", @@ -631,28 +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"], @@ -1159,11 +1151,13 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): def _map_reasoning_effort( reasoning_effort: Optional[Union[REASONING_EFFORT, str]], model: str, + custom_llm_provider: str, llm_provider: str = "anthropic", ) -> Optional[AnthropicThinkingParam]: + """Capability probes read the cost map under ``custom_llm_provider``; ``llm_provider`` only tags raised exceptions.""" if reasoning_effort is None or reasoning_effort == "none": return None - if AnthropicConfig._is_adaptive_thinking_model(model): + if AnthropicConfig._is_adaptive_thinking_model(model, custom_llm_provider): return AnthropicThinkingParam( type="adaptive", ) @@ -1211,6 +1205,23 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): llm_provider=llm_provider, ) + @staticmethod + def _cap_thinking_budget_to_max_tokens( + thinking: AnthropicThinkingParam, max_tokens: Optional[int] + ) -> Optional[AnthropicThinkingParam]: + """Cap a legacy ``thinking.budget_tokens`` below ``max_tokens`` (Anthropic + requires ``max_tokens > budget_tokens``). Returns the (possibly capped) + thinking dict, or ``None`` when ``max_tokens`` is too small to fit even the + minimum thinking budget and thinking should be dropped.""" + budget = thinking.get("budget_tokens") + if max_tokens is None or not isinstance(budget, int): + return thinking + if max_tokens <= ANTHROPIC_MIN_THINKING_BUDGET_TOKENS: + return None + if budget < max_tokens: + return thinking + return AnthropicThinkingParam(type=thinking.get("type", "enabled"), budget_tokens=max_tokens - 1) + def _extract_json_schema_from_response_format(self, value: Optional[dict]) -> Optional[dict]: if value is None: return None @@ -1411,24 +1422,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): output_key=param, ) elif param == "response_format" and isinstance(value, dict): - if any( - substring in model - for substring in { - "sonnet-4.5", - "sonnet-4-5", - "opus-4.1", - "opus-4-1", - "opus-4.5", - "opus-4-5", - "opus-4.6", - "opus-4-6", - "opus-4.7", - "opus-4-7", - "sonnet-4.6", - "sonnet-4-6", - "sonnet_4.6", - "sonnet_4_6", - } + if AnthropicConfig._supports_model_capability( + model, + "supports_native_structured_output", + self._resolved_provider, ): _output_format = self.map_response_format_to_anthropic_output_format(value) if _output_format is not None: @@ -1454,7 +1451,38 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): ): optional_params["metadata"] = {"user_id": value} elif param == "thinking": - optional_params["thinking"] = value + if ( + isinstance(value, dict) + and value.get("type") == "adaptive" + and not AnthropicConfig._is_adaptive_thinking_model(model, self._resolved_provider) + ): + # Callers (e.g. Claude Code) send adaptive thinking + # unconditionally; translate it down to the legacy + # `thinking={type: enabled, budget_tokens}` interface a + # pre-4.6 model actually supports instead of forwarding a + # shape the model will reject. + max_tokens = non_default_params.get("max_completion_tokens") or non_default_params.get("max_tokens") + legacy_thinking = AnthropicConfig._map_reasoning_effort( + reasoning_effort="medium", + model=model, + custom_llm_provider=self._resolved_provider, + llm_provider=self._resolved_provider, + ) + capped_thinking = ( + AnthropicConfig._cap_thinking_budget_to_max_tokens(legacy_thinking, max_tokens) + if legacy_thinking is not None + else None + ) + if capped_thinking is not None: + optional_params["thinking"] = capped_thinking + else: + litellm.verbose_logger.warning( + DROP_UNSUPPORTED_ADAPTIVE_THINKING_WARNING, + model, + ) + optional_params.pop("thinking", None) + else: + optional_params["thinking"] = value elif param == "reasoning_effort": # Accept both string ("low") and dict ({"effort": "low", # "summary": "concise"}). The Responses->Chat parser keeps the @@ -1471,20 +1499,21 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): mapped_thinking = AnthropicConfig._map_reasoning_effort( reasoning_effort=effort_value, model=model, - llm_provider=self.custom_llm_provider or "anthropic", + custom_llm_provider=self._resolved_provider, + llm_provider=self._resolved_provider, ) if mapped_thinking is None: optional_params.pop("thinking", None) optional_params.pop("output_config", None) else: optional_params["thinking"] = mapped_thinking - if AnthropicConfig._is_adaptive_thinking_model(model): + if AnthropicConfig._is_adaptive_thinking_model(model, self._resolved_provider): mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(effort_value) if mapped_effort is None: AnthropicConfig._raise_invalid_reasoning_effort( model=model, value=effort_value, - llm_provider=self.custom_llm_provider or "anthropic", + llm_provider=self._resolved_provider, ) optional_params["output_config"] = {"effort": mapped_effort} elif param == "web_search_options" and isinstance(value, dict): @@ -1813,7 +1842,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): anthropic_messages = anthropic_messages_pt( model=model, messages=messages, - llm_provider=self.custom_llm_provider or "anthropic", + llm_provider=self._resolved_provider, ) except Exception as e: raise AnthropicError( @@ -1902,7 +1931,7 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): output_config = optional_params.get("output_config") if not output_config or not isinstance(output_config, dict): return - if litellm.drop_params is True and not self._model_supports_effort_param(model): + if litellm.drop_params is True and not self._model_supports_effort_param(model, self._resolved_provider): litellm.verbose_logger.warning( DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING, model, @@ -1916,14 +1945,14 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): raise litellm.exceptions.BadRequestError( message=(f"Invalid effort value: {effort!r}. Must be one of: 'high', 'medium', 'low', 'xhigh', 'max'"), model=model, - llm_provider=self.custom_llm_provider or "anthropic", + llm_provider=self._resolved_provider, ) - gate_error = self._validate_effort_for_model(model, effort) + gate_error = self._validate_effort_for_model(model, effort, self._resolved_provider) if gate_error is not None: raise litellm.exceptions.BadRequestError( message=gate_error, model=model, - llm_provider=self.custom_llm_provider or "anthropic", + llm_provider=self._resolved_provider, ) data["output_config"] = output_config diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py index db540e5441d..256fee6b166 100644 --- a/litellm/llms/anthropic/common_utils.py +++ b/litellm/llms/anthropic/common_utils.py @@ -289,6 +289,13 @@ class AnthropicModelInfo(BaseLLMModelInfo): status_code=400, ) + @staticmethod + def _strip_version_suffix(model: str) -> str: + at = model.rfind("@") + if at > 0: + return model[:at] + return model + @staticmethod def _model_map_lookup_candidates(model: str) -> List[str]: """Model-map keys to try for ``model``: the id itself, the same id with a @@ -324,6 +331,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): _DATED_RELEASE_SUFFIX_RE.sub("", cand), _DOTTED_VERSION_RE.sub(r"\1-\2", cand), _strip_bedrock_id_suffixes(cand), + AnthropicModelInfo._strip_version_suffix(cand), ) ) return list(dict.fromkeys((*primary, *normalized))) @@ -332,11 +340,15 @@ class AnthropicModelInfo(BaseLLMModelInfo): def _get_model_capability(model: str, key: str) -> Optional[bool]: """Read boolean capability ``key`` from the model map, or None when no entry declares it.""" + from litellm.utils import _get_bundled_model_cost_map + try: - for cand in AnthropicModelInfo._model_map_lookup_candidates(model): - value = litellm.model_cost.get(cand, {}).get(key) - if isinstance(value, bool): - return value + candidates = AnthropicModelInfo._model_map_lookup_candidates(model) + for model_cost in (litellm.model_cost, _get_bundled_model_cost_map()): + for cand in candidates: + value = model_cost.get(cand, {}).get(key) + if isinstance(value, bool): + return value except Exception: pass return None @@ -352,18 +364,43 @@ class AnthropicModelInfo(BaseLLMModelInfo): return value if isinstance(value, bool) else None @staticmethod - def _supports_model_capability(model: str, key: str) -> bool: - """Check a boolean capability ``key`` in the model map. + def _get_provider_resolved_capability(model: str, key: str, custom_llm_provider: str) -> Optional[bool]: + """Resolve boolean capability ``key`` for ``model`` under the caller's provider. - Strips bedrock/vertex prefixes so a provider-routed Claude still - resolves to the Anthropic model-map entry. + Returns the flag when the provider-aware lookup resolves ``model`` to an + entry (or fallback rule) that sets it explicitly, and ``None`` when the + model does not resolve under that provider or the resolved entry has no + opinion on ``key``. + """ + from litellm.utils import _get_model_info_helper + + try: + resolved_model, resolved_provider, _, _ = litellm.get_llm_provider( + model=model, custom_llm_provider=custom_llm_provider + ) + value = _get_model_info_helper(model=resolved_model, custom_llm_provider=resolved_provider).get(key) + except Exception: # noqa: BLE001 # _get_model_info_helper raises bare Exception for unmapped models + return None + return value if isinstance(value, bool) else None + + @staticmethod + def _supports_model_capability(model: str, key: str, custom_llm_provider: str) -> bool: + """Check a boolean capability ``key`` in the model map under the caller's provider. + + The provider-aware lookup is authoritative when it resolves an explicit flag, + so ``key: false`` on the provider-namespaced entry wins over every fallback. + Otherwise ``_supports_factory``'s provider-level fallbacks and the raw + model-map walk remain as backstops for alias forms the lookup misses. """ from litellm.utils import _supports_factory + resolved = AnthropicModelInfo._get_provider_resolved_capability(model, key, custom_llm_provider) + if resolved is not None: + return resolved try: if _supports_factory( model=model, - custom_llm_provider="anthropic", + custom_llm_provider=custom_llm_provider, key=key, ): return True @@ -372,17 +409,24 @@ class AnthropicModelInfo(BaseLLMModelInfo): return AnthropicModelInfo._get_model_capability(model, key) is True @staticmethod - def _is_adaptive_thinking_model(model: str) -> bool: + def _is_adaptive_thinking_model(model: str, custom_llm_provider: str) -> bool: """Whether ``model`` uses adaptive thinking (``output_config.effort``). The model cost map is authoritative: an explicit ``supports_adaptive_thinking`` - entry, or a ``fallback_generalizations`` rule for unknown Claude models. The - version gate (>= 4.6, including provider-prefixed Bedrock/Vertex ids that map to - no exact entry) lives entirely in that declarative rule, not here. + entry resolved under ``custom_llm_provider``, or a ``fallback_generalizations`` + rule for unknown Claude models. The version gate (>= 4.6, including + provider-prefixed Bedrock/Vertex ids that map to no exact entry) lives entirely + in that declarative rule, not here. """ - return AnthropicModelInfo._supports_model_capability(model, "supports_adaptive_thinking") + return AnthropicModelInfo._supports_model_capability(model, "supports_adaptive_thinking", custom_llm_provider) - def is_effort_used(self, optional_params: Optional[dict], model: Optional[str] = None) -> bool: + def is_effort_used( + self, + optional_params: Optional[dict], + model: Optional[str] = None, + *, + custom_llm_provider: str, + ) -> bool: """ Check if effort parameter is being used and requires a beta header. @@ -394,7 +438,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): return False # Claude 4.6+ models use output_config as a stable API feature — no beta header needed - if model and self._is_adaptive_thinking_model(model): + if model and self._is_adaptive_thinking_model(model, custom_llm_provider): return False # Check if reasoning_effort is provided for Claude Opus 4.5 @@ -475,6 +519,8 @@ class AnthropicModelInfo(BaseLLMModelInfo): prompt_caching_set: bool = False, file_id_used: bool = False, mcp_server_used: bool = False, + *, + custom_llm_provider: str, ) -> List[str]: """ Get list of common beta headers based on the features that are active. @@ -487,7 +533,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): betas = [] # Detect features - effort_used = self.is_effort_used(optional_params, model) + effort_used = self.is_effort_used(optional_params, model, custom_llm_provider=custom_llm_provider) if effort_used: betas.append(ANTHROPIC_EFFORT_BETA_HEADER) # effort-2025-11-24 @@ -643,7 +689,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): tool_search_used = self.is_tool_search_used(tools=tools) programmatic_tool_calling_used = self.is_programmatic_tool_calling_used(tools=tools) input_examples_used = self.is_input_examples_used(tools=tools) - effort_used = self.is_effort_used(optional_params=optional_params, model=model) + effort_used = self.is_effort_used(optional_params=optional_params, model=model, custom_llm_provider="anthropic") code_execution_tool_used = self.is_code_execution_tool_used(tools=tools) container_with_skills_used = self.is_container_with_skills_used(optional_params=optional_params) user_anthropic_beta_headers = self._get_user_anthropic_beta_headers( @@ -860,16 +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/adapters/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py index 44c367ee805..f02333c34c8 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py @@ -13,14 +13,18 @@ from typing import ( List, Literal, Optional, + get_args, ) +from typing_extensions import assert_never + from litellm._logging import verbose_logger from litellm._uuid import uuid from litellm.types.llms.anthropic import ( AppliedEdit, CompactionBlock, ContextManagementResponse, + StreamingContentBlockDeltaType, UsageDelta, UsageIteration, ) @@ -30,6 +34,23 @@ if TYPE_CHECKING: from litellm.types.utils import ModelResponseStream +_STREAMING_DELTA_TYPES = frozenset(get_args(StreamingContentBlockDeltaType)) + + +def _delta_payload_field(delta_type: StreamingContentBlockDeltaType) -> str: + match delta_type: + case "text_delta": + return "text" + case "input_json_delta": + return "partial_json" + case "thinking_delta": + return "thinking" + case "signature_delta": + return "signature" + case _: + assert_never(delta_type) + + class _CombinedChunkSplitter: """ Splits a streaming chunk that carries BOTH response content and a @@ -458,12 +479,15 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper): # 3. If the trigger chunk carries delta content, queue it # so the first delta of the new block is not silently dropped. - if self._trigger_delta_has_content(processed_chunk): + if self._delta_has_content(processed_chunk): self.chunk_queue.append(processed_chunk) self.sent_content_block_finish = False return self.chunk_queue.popleft() + if processed_chunk["type"] == "content_block_delta" and not self._delta_has_content(processed_chunk): + continue + if processed_chunk["type"] == "message_delta" and self.sent_content_block_finish is False: # Queue both the content_block_stop and the message_delta self.chunk_queue.append( @@ -670,13 +694,18 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper): # 3. If the trigger chunk carries delta content, queue it # so the first delta of the new block is not silently dropped. - if self._trigger_delta_has_content(processed_chunk): + if self._delta_has_content(processed_chunk): self.chunk_queue.append(processed_chunk) # Reset state for new block self.sent_content_block_finish = False return self.chunk_queue.popleft() + if processed_chunk["type"] == "content_block_delta" and not self._delta_has_content( + processed_chunk + ): + continue + if processed_chunk["type"] == "message_delta" and self.sent_content_block_finish is False: # Queue both the content_block_stop and the holding chunk self.chunk_queue.append( @@ -808,20 +837,33 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper): self.current_content_block_index += 1 @staticmethod - def _trigger_delta_has_content(processed_chunk: Dict[str, Any]) -> bool: - """Return True if a translated trigger chunk carries a non-empty - ``content_block_delta`` payload that must be re-emitted after a - block transition. + def _delta_has_content(processed_chunk: Dict[str, Any]) -> bool: + """Return True if a translated chunk carries a non-empty + ``content_block_delta`` payload. - When an upstream chunk both *triggers* a new content block (its type - differs from the active block) and *carries* delta content, that - content belongs to the new block. The synthesized - ``content_block_start`` only ever carries an empty body — see + Gates every ``content_block_delta`` emission. An empty delta carries + no information, and the translate fallback types empty deltas as + ``text_delta`` regardless of the active block's type — emitting one + into an open ``thinking`` block (e.g. Bedrock Converse sends an empty + reasoning delta mid-block) crashes strict Anthropic SDK clients with + "Content block is not a text block". + + Also gates re-emission after a block transition: when an upstream + chunk both *triggers* a new content block (its type differs from the + active block) and *carries* delta content, that content belongs to + the new block. The synthesized ``content_block_start`` only ever + carries an empty body — see ``_translate_streaming_openai_chunk_to_anthropic_content_block``, which returns an empty ``TextBlock``/``ToolUseBlock``/thinking block — so the trigger chunk's delta must be re-queued or the first token of the new block (the first non-empty text/thinking delta, or bundled tool arguments) is silently dropped. + + Delta types outside ``StreamingContentBlockDeltaType`` — the closed + set the translate layer can produce — are treated as empty. The + per-type payload lookup is exhaustively matched against that set in + ``_delta_payload_field``, so extending the translate layer with a new + delta type fails type-checking here until it is handled. """ if processed_chunk.get("type") != "content_block_delta": return False @@ -829,15 +871,9 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper): if not isinstance(delta, dict): return False delta_type = delta.get("type") - if delta_type == "text_delta": - return bool(delta.get("text")) - if delta_type == "input_json_delta": - return bool(delta.get("partial_json")) - if delta_type == "thinking_delta": - return bool(delta.get("thinking")) - if delta_type == "signature_delta": - return bool(delta.get("signature")) - return False + if delta_type not in _STREAMING_DELTA_TYPES: + return False + return bool(delta.get(_delta_payload_field(delta_type))) def _should_start_new_content_block(self, chunk: "ModelResponseStream") -> bool: """ diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py index 4c981dd36b3..4b6617fbeac 100644 --- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py @@ -104,6 +104,7 @@ from litellm.types.llms.anthropic import ( ContextManagementResponse, MessageBlockDelta, MessageDelta, + StreamingContentBlockDeltaType, UsageDelta, UsageIteration, ) @@ -1402,11 +1403,6 @@ class LiteLLMAnthropicMessagesAdapter: assert isinstance(thinking, str) assert isinstance(signature, str) - if thinking and signature: - raise ValueError( - "Both `thinking` and `signature` in a single streaming chunk isn't supported." - ) - return "thinking", ChatCompletionThinkingBlock( type="thinking", thinking=thinking, signature=signature ) @@ -1423,7 +1419,7 @@ class LiteLLMAnthropicMessagesAdapter: def _translate_streaming_openai_chunk_to_anthropic( self, choices: List[Union[OpenAIStreamingChoice, StreamingChoices]] ) -> Tuple[ - Literal["text_delta", "input_json_delta", "thinking_delta", "signature_delta"], + StreamingContentBlockDeltaType, Union[ ContentTextBlockDelta, ContentJsonBlockDelta, @@ -1462,17 +1458,14 @@ class LiteLLMAnthropicMessagesAdapter: if choice.delta.reasoning_content is not None: reasoning_content += choice.delta.reasoning_content - if reasoning_content and reasoning_signature: - raise ValueError("Both `reasoning` and `signature` in a single streaming chunk isn't supported.") - if partial_json is not None: return "input_json_delta", ContentJsonBlockDelta(type="input_json_delta", partial_json=partial_json) - elif reasoning_content: - return "thinking_delta", ContentThinkingBlockDelta(type="thinking_delta", thinking=reasoning_content) elif reasoning_signature: return "signature_delta", ContentThinkingSignatureBlockDelta( type="signature_delta", signature=reasoning_signature ) + elif reasoning_content: + return "thinking_delta", ContentThinkingBlockDelta(type="thinking_delta", thinking=reasoning_content) else: return "text_delta", ContentTextBlockDelta(type="text_delta", text=text) 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 e78802a1587..b2cef62cc50 100644 --- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py @@ -32,8 +32,22 @@ from ...common_utils import ( DEFAULT_ANTHROPIC_API_VERSION = "2023-06-01" +DROP_UNSUPPORTED_ADAPTIVE_EFFORT_WARNING = ( + "Dropping adaptive `thinking`/`output_config.effort` for model=%s: the model " + "does not support extended thinking, or max_tokens is too small to fit the " + "minimum thinking budget." +) + class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): + @property + def custom_llm_provider(self) -> Optional[str]: + return "anthropic" + + @property + def _resolved_provider(self) -> str: + return self.custom_llm_provider or "anthropic" + def get_supported_anthropic_messages_params(self, model: str) -> list: return [ "messages", @@ -130,6 +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], @@ -174,7 +258,7 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): return headers, api_base @staticmethod - def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict) -> None: + def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict, custom_llm_provider: str) -> None: """Map OpenAI-style ``reasoning_effort`` to native Anthropic params. Caller-supplied ``thinking`` / ``output_config`` win over the alias. @@ -191,7 +275,11 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): return try: - mapped_thinking = AnthropicConfig._map_reasoning_effort(reasoning_effort=reasoning_effort, model=model) + mapped_thinking = AnthropicConfig._map_reasoning_effort( + reasoning_effort=reasoning_effort, + model=model, + custom_llm_provider=custom_llm_provider, + ) except _BadRequestError as e: raise AnthropicError(message=str(e.message), status_code=400) @@ -201,7 +289,7 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): return optional_params.setdefault("thinking", mapped_thinking) - if AnthropicModelInfo._is_adaptive_thinking_model(model): + if AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider): mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(reasoning_effort) if mapped_effort is None: raise AnthropicError( @@ -212,7 +300,7 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): ), status_code=400, ) - gate_error = AnthropicConfig._validate_effort_for_model(model, mapped_effort) + gate_error = AnthropicConfig._validate_effort_for_model(model, mapped_effort, custom_llm_provider) if gate_error is not None: raise AnthropicError(message=gate_error, status_code=400) existing_output_config = optional_params.get("output_config") @@ -222,13 +310,15 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): optional_params["output_config"] = existing_output_config @staticmethod - def _translate_legacy_thinking_for_adaptive_model(model: str, optional_params: Dict) -> None: + def _translate_legacy_thinking_for_adaptive_model( + model: str, optional_params: Dict, custom_llm_provider: str + ) -> None: """Translate legacy ``thinking.type=enabled`` to adaptive for 4.6/4.7. Caller-provided ``output_config.effort`` is never overridden. """ from litellm.llms.anthropic.chat.transformation import AnthropicConfig - if not AnthropicModelInfo._is_adaptive_thinking_model(model): + if not AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider): return thinking = optional_params.get("thinking") if not isinstance(thinking, dict) or thinking.get("type") != "enabled": @@ -236,7 +326,7 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): budget = int(thinking.get("budget_tokens") or 0) if budget >= DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET and ( - AnthropicConfig._supports_effort_level(model, "xhigh") + AnthropicConfig._supports_effort_level(model, "xhigh", custom_llm_provider) ): effort = "xhigh" elif budget >= DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET: @@ -253,6 +343,138 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): existing_output_config.setdefault("effort", effort) optional_params["output_config"] = existing_output_config + @staticmethod + def _translate_adaptive_effort_for_non_adaptive_model( + model: str, optional_params: Dict, max_tokens: Optional[int], custom_llm_provider: str + ) -> None: + """Translate the 4.6+ adaptive-thinking interface (``thinking.type=adaptive`` + and/or ``output_config.effort``) down to what an older Anthropic model + supports. Clients like Claude Code send this interface unconditionally, so + without translation it reaches a pre-4.6 model and Anthropic rejects it with + "This model does not support the effort parameter". + + The reshape is silent, matching how the messages path already strips + unsupported ``output_config`` for older models (bedrock invoke, issue + #22797): the goal is to keep the request working, not to fail it. + + ``thinking.type=adaptive`` and ``output_config.effort`` are independent + capabilities. Adaptive thinking needs ``supports_adaptive_thinking`` (4.6+); + ``output_config.effort`` needs ``supports_output_config``, which some + non-adaptive models (e.g. Claude Opus 4.5) advertise on its own. So the two + are handled separately: + + - Adaptive-thinking models (4.6+): both are native, left untouched. + - ``supports_output_config`` but non-adaptive (Opus 4.5): keep + ``output_config.effort`` (native), only drop the unsupported adaptive + ``thinking`` block. When adaptive thinking is being dropped and the + effort level itself isn't supported by the model (e.g. ``xhigh``/``max`` + on Opus 4.5, which only accepts low/medium/high, while ``xhigh`` is + Claude Code's default), fall through to the legacy translation below + instead of forwarding a level Anthropic would reject. Effort-only + requests are always left untouched: provider subclasses own their level + normalization (bedrock clamps ``xhigh`` to the model's ceiling after + this base transform runs). + - Thinking-capable but neither (``supports_reasoning``, e.g. Haiku/Sonnet + 4.5): map effort to legacy ``thinking={type: enabled, budget_tokens}`` via + ``AnthropicConfig._map_reasoning_effort``, capped below ``max_tokens`` + (Anthropic requires ``max_tokens > budget_tokens``) and dropped when + ``max_tokens`` can't fit even the minimum budget. + - No reasoning support: ``thinking`` is dropped. + + For the last two, only the consumed ``effort`` key is removed from + ``output_config``; any residual (e.g. ``format``) is left for provider + subclasses to handle. + """ + from litellm.exceptions import BadRequestError as _BadRequestError + from litellm.llms.anthropic.chat.transformation import AnthropicConfig + + if AnthropicConfig._is_adaptive_thinking_model(model, custom_llm_provider): + return + + output_config = optional_params.get("output_config") + thinking = optional_params.get("thinking") + effort = output_config.get("effort") if isinstance(output_config, dict) else None + adaptive_thinking = isinstance(thinking, dict) and thinking.get("type") == "adaptive" + if effort is None and not adaptive_thinking: + return + + # Models that natively accept `output_config.effort` but are not adaptive (Claude Opus 4.5). + # Keep the native effort and only drop the adaptive `thinking` block, which these models + # reject. Effort-only requests pass through so provider subclasses (bedrock/vertex) keep + # owning level clamping; an adaptive request only stays here when its effort level is one + # the model supports, otherwise it falls through to the legacy budget translation below. + if AnthropicConfig._model_supports_effort_param(model, custom_llm_provider) and ( + not adaptive_thinking + or AnthropicConfig._validate_effort_for_model(model, effort, custom_llm_provider) is None + ): + if adaptive_thinking: + optional_params.pop("thinking", None) + return + + supports_thinking = AnthropicModelInfo._supports_model_capability( + model, "supports_reasoning", custom_llm_provider + ) + try: + legacy_thinking = ( + AnthropicConfig._map_reasoning_effort( + reasoning_effort=effort or "medium", + model=model, + custom_llm_provider=custom_llm_provider, + ) + if supports_thinking + else None + ) + except _BadRequestError as e: + raise AnthropicError(message=str(e.message), status_code=400) + capped_thinking = ( + AnthropicConfig._cap_thinking_budget_to_max_tokens(legacy_thinking, max_tokens) + if legacy_thinking is not None + else None + ) + + if capped_thinking is not None: + optional_params["thinking"] = capped_thinking + else: + verbose_logger.warning(DROP_UNSUPPORTED_ADAPTIVE_EFFORT_WARNING, model) + optional_params.pop("thinking", None) + + if isinstance(output_config, dict) and "effort" in output_config: + residual = {k: v for k, v in output_config.items() if k != "effort"} + if residual: + optional_params["output_config"] = residual + else: + optional_params.pop("output_config", None) + + @staticmethod + def _drop_incompatible_temperature_for_thinking( + model: str, optional_params: dict, custom_llm_provider: str + ) -> None: + """Anthropic rejects any ``temperature`` other than 1 while extended thinking + is enabled ("temperature may only be set to 1 when thinking is enabled"). + + Clients like Claude Code send ``thinking``/``output_config.effort`` together + with a pinned ``temperature`` (e.g. the safety classifier uses ``temperature=0`` + for determinism). When the request lands on a non-adaptive model, the effort + interface is reshaped above into legacy ``thinking={type: enabled}`` (or kept + as ``output_config.effort`` on Opus 4.5), and the leftover ``temperature`` would + 400. Preserving the thinking the caller asked for wins over an unhonorable + sampling value (Anthropic forces ``temperature=1`` under thinking regardless), + so drop it and let the API default apply. + + Adaptive models (4.6+) own this natively and are left untouched. + """ + if AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider): + return + temperature = optional_params.get("temperature") + if temperature is None or temperature == 1: + return + thinking = optional_params.get("thinking") + output_config = optional_params.get("output_config") + thinking_enabled = isinstance(thinking, dict) and thinking.get("type") == "enabled" + effort_enabled = isinstance(output_config, dict) and output_config.get("effort") is not None + if thinking_enabled or effort_enabled: + optional_params.pop("temperature", None) + def transform_anthropic_messages_request( self, model: str, @@ -277,11 +499,26 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): self._translate_reasoning_effort_to_anthropic( model=model, optional_params=anthropic_messages_optional_request_params, + custom_llm_provider=self._resolved_provider, ) self._translate_legacy_thinking_for_adaptive_model( model=model, optional_params=anthropic_messages_optional_request_params, + custom_llm_provider=self._resolved_provider, + ) + + self._translate_adaptive_effort_for_non_adaptive_model( + model=model, + optional_params=anthropic_messages_optional_request_params, + max_tokens=max_tokens, + custom_llm_provider=self._resolved_provider, + ) + + self._drop_incompatible_temperature_for_thinking( + model=model, + optional_params=anthropic_messages_optional_request_params, + custom_llm_provider=self._resolved_provider, ) system_param = anthropic_messages_optional_request_params.get("system") 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/anthropic/experimental_pass_through/responses_adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/transformation.py index 1a052f457c5..172e54de98e 100644 --- a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/transformation.py +++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/transformation.py @@ -198,14 +198,16 @@ class LiteLLMAnthropicToResponsesAPIAdapter: @staticmethod def translate_tool_choice_to_responses_api( tool_choice: AnthropicMessagesToolChoice, - ) -> Dict[str, Any]: + ) -> Union[str, dict[str, Any]]: """Convert Anthropic tool_choice to Responses API tool_choice.""" tc_type = tool_choice.get("type") if tc_type == "any": - return {"type": "required"} + return "required" elif tc_type == "tool": return {"type": "function", "name": tool_choice.get("name", "")} - return {"type": "auto"} + elif tc_type == "none": + return "none" + return "auto" @staticmethod def translate_context_management_to_responses_api( diff --git a/litellm/llms/azure_ai/anthropic/messages_transformation.py b/litellm/llms/azure_ai/anthropic/messages_transformation.py index 1de18701a2f..9b05e754b7f 100644 --- a/litellm/llms/azure_ai/anthropic/messages_transformation.py +++ b/litellm/llms/azure_ai/anthropic/messages_transformation.py @@ -21,6 +21,10 @@ class AzureAnthropicMessagesConfig(AnthropicMessagesConfig): and Azure endpoint format. """ + @property + def custom_llm_provider(self) -> Optional[str]: + return "azure_ai" + def should_strip_billing_metadata(self) -> bool: return True @@ -162,5 +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/base_llm/guardrail_translation/base_translation.py b/litellm/llms/base_llm/guardrail_translation/base_translation.py index 6c41b46cfa0..bed06832386 100644 --- a/litellm/llms/base_llm/guardrail_translation/base_translation.py +++ b/litellm/llms/base_llm/guardrail_translation/base_translation.py @@ -1,4 +1,5 @@ from abc import ABC, abstractmethod +from dataclasses import dataclass, field from typing import TYPE_CHECKING, Any, Dict, List, Optional if TYPE_CHECKING: @@ -11,10 +12,30 @@ if TYPE_CHECKING: from litellm.types.llms.openai import AllMessageValues +@dataclass(slots=True) +class StreamTransformSink: + """Out-parameter used by ``process_output_streaming_response`` to hand the + guardrailed streaming state back to the caller. + + The streaming text-transform path must not mutate ``responses_so_far`` (it is + the raw accumulator the guardrail re-reads every round), so the guardrailed + accumulated text per choice (``mutated_text_per_choice``, keyed by + ``StreamingChoices.index``) and the per-choice trailing holdback the guardrail + requested (``holdback_per_choice``, from ``stream_holdback_chars``) are + reported here instead of in place. Only the OpenAI chat handler populates this + today; the hook passes a fresh sink per round and reads it afterwards. A + mutable dataclass is deliberate: it is a write-once output parameter for a + single call, not shared state. + """ + + mutated_text_per_choice: dict[int, str] = field(default_factory=dict) + holdback_per_choice: dict[int, int] = field(default_factory=dict) + + class BaseTranslation(ABC): @staticmethod def transform_user_api_key_dict_to_metadata( - user_api_key_dict: Optional[Any], + user_api_key_dict: Any | None, ) -> Dict[str, Any]: """ Transform user_api_key_dict to a metadata dict with prefixed keys. @@ -73,7 +94,7 @@ class BaseTranslation(ABC): guardrail_to_apply: "CustomGuardrail", litellm_logging_obj: Optional["LiteLLMLoggingObj"] = None, user_api_key_dict: Optional["UserAPIKeyAuth"] = None, - request_data: Optional[dict] = None, + request_data: dict | None = None, ) -> Any: """ Process output response with guardrails. @@ -92,12 +113,15 @@ class BaseTranslation(ABC): guardrail_to_apply: "CustomGuardrail", litellm_logging_obj: Optional["LiteLLMLoggingObj"] = None, user_api_key_dict: Optional["UserAPIKeyAuth"] = None, - request_data: Optional[dict] = None, + request_data: dict | None = None, + stream_transform_sink: StreamTransformSink | None = None, ) -> Any: """ Process output streaming response with guardrails. - Optional to override in subclasses. + Optional to override in subclasses. ``stream_transform_sink`` is the + out-parameter used by handlers that support streaming text + transformations (see ``StreamTransformSink``); base handlers ignore it. """ return responses_so_far @@ -105,8 +129,8 @@ class BaseTranslation(ABC): self, exc: "ModifyResponseException", stream_started: bool = False, - responses_so_far: Optional[list[Any]] = None, - ) -> Optional[list[bytes]]: + responses_so_far: list[Any] | None = None, + ) -> list[bytes] | None: """ Build the streaming chunks that deliver a guardrail block message and cleanly terminate the stream in this provider's wire format. @@ -125,7 +149,7 @@ class BaseTranslation(ABC): """ return None - def get_structured_messages(self, data: dict) -> Optional[List["AllMessageValues"]]: + def get_structured_messages(self, data: dict) -> List["AllMessageValues"] | None: """ Convert request data to OpenAI-spec structured messages. 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/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py index f449851b76f..df811f8d262 100644 --- a/litellm/llms/bedrock/base_aws_llm.py +++ b/litellm/llms/bedrock/base_aws_llm.py @@ -877,6 +877,15 @@ class BaseAWSLLM: "Resource": "*", "Condition": {"Bool": {"aws:SecureTransport": "true"}}, }, + { + "Sid": "BedrockMantleLiteLLM", + "Effect": "Allow", + "Action": [ + "bedrock-mantle:CreateInference", + ], + "Resource": "*", + "Condition": {"Bool": {"aws:SecureTransport": "true"}}, + }, ], } assume_role_params = { diff --git a/litellm/llms/bedrock/batches/transformation.py b/litellm/llms/bedrock/batches/transformation.py index b0e28b6ba90..a4ff1c78467 100644 --- a/litellm/llms/bedrock/batches/transformation.py +++ b/litellm/llms/bedrock/batches/transformation.py @@ -4,7 +4,11 @@ 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, +) from litellm.litellm_core_utils.safe_json_dumps import safe_dumps from litellm.llms.base_llm.batches.transformation import BaseBatchesConfig from litellm.llms.base_llm.chat.transformation import BaseLLMException @@ -16,6 +20,7 @@ from litellm.types.llms.bedrock import ( BedrockOutputDataConfig, BedrockS3InputDataConfig, BedrockS3OutputDataConfig, + BedrockTag, ) from litellm.types.llms.openai import ( AllMessageValues, @@ -26,6 +31,27 @@ from litellm.types.utils import LiteLLMBatch, LlmProviders from ..base_aws_llm import BaseAWSLLM from ..common_utils import CommonBatchFilesUtils +# Bedrock batch input files are uploaded as +# s3://bucket/litellm-bedrock-files-{model, ":" -> "-"}-{uuid4}.jsonl (see +# BedrockFilesTransformation._get_s3_object_name). A uuid4 is always 36 hex/dash +# characters, so it can be stripped off the end unambiguously even though the +# model name itself may contain dashes. +_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): """ @@ -40,6 +66,41 @@ class BedrockBatchesConfig(BaseAWSLLM, BaseBatchesConfig): def custom_llm_provider(self) -> LlmProviders: return LlmProviders.BEDROCK + @classmethod + def _get_bare_model_name_from_s3_key(cls, object_key: str) -> Optional[str]: + if not object_key.startswith(BEDROCK_MANAGED_S3_BATCH_PREFIX): + return None + model_part = object_key[len(BEDROCK_MANAGED_S3_BATCH_PREFIX) :] + match = _S3_BATCH_FILE_UUID_SUFFIX_PATTERN.search(model_part) + if not match or match.start() == 0: + return None + return model_part[: match.start()] + + @classmethod + def is_unmanaged_s3_batch_input_file_id(cls, input_file_id: Optional[str]) -> bool: + """ + Returns True if `input_file_id` is a raw s3:// Bedrock batch input file (i.e. not a + LiteLLM-managed unified file id) whose object key embeds the model name in the + `litellm-bedrock-files-{model}-{uuid}.jsonl` layout. + """ + if input_file_id is None or not input_file_id.startswith("s3://"): + return False + object_key = input_file_id.rsplit("/", 1)[-1] + return cls._get_bare_model_name_from_s3_key(object_key) is not None + + @classmethod + def get_bare_model_name_from_s3_file(cls, input_file_id: str) -> str: + """ + Extracts the bare model name (e.g. "us.anthropic.claude-sonnet-4-20250514-v1-0") from + an unmanaged batch's s3:// input file id. Note any ":" in the original model id was + replaced with "-" at upload time, so callers must fuzzy-match against configured + deployments rather than expect an exact string match. + """ + object_key = input_file_id.rsplit("/", 1)[-1] + bare_model_name = cls._get_bare_model_name_from_s3_key(object_key) + assert bare_model_name is not None # narrowed by is_unmanaged_s3_batch_input_file_id + return bare_model_name + def validate_environment( self, headers: dict, @@ -154,6 +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/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index 5a8ada45651..c38b3593465 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -33,6 +33,7 @@ from litellm.litellm_core_utils.prompt_templates.factory import ( make_valid_bedrock_tool_name, ) from litellm.llms.anthropic.chat.transformation import ( + DROP_UNSUPPORTED_ADAPTIVE_THINKING_WARNING, DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING, REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT, AnthropicConfig, @@ -423,6 +424,7 @@ class AmazonConverseConfig(BaseConfig): mapped_thinking = AnthropicConfig._map_reasoning_effort( reasoning_effort=reasoning_effort, model=model, + custom_llm_provider="bedrock", llm_provider="bedrock_converse", ) if mapped_thinking is None: @@ -430,7 +432,7 @@ class AmazonConverseConfig(BaseConfig): optional_params.pop("output_config", None) else: optional_params["thinking"] = mapped_thinking - if AnthropicConfig._is_adaptive_thinking_model(model): + if AnthropicConfig._is_adaptive_thinking_model(model, "bedrock"): mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(reasoning_effort) if mapped_effort is None: AnthropicConfig._raise_invalid_reasoning_effort( @@ -465,7 +467,7 @@ class AmazonConverseConfig(BaseConfig): model=model, llm_provider="bedrock_converse", ) - error = AnthropicConfig._validate_effort_for_model(model=model, effort=effort) + error = AnthropicConfig._validate_effort_for_model(model=model, effort=effort, custom_llm_provider="bedrock") if error is not None: raise litellm.exceptions.BadRequestError( message=error, @@ -898,7 +900,28 @@ class AmazonConverseConfig(BaseConfig): "tool_choice": {"disable_parallel_tool_use": disable_parallel} } if param == "thinking": - optional_params["thinking"] = value + if ( + isinstance(value, dict) + and value.get("type") == "adaptive" + and not AnthropicConfig._is_adaptive_thinking_model(model, "bedrock") + ): + max_tokens = non_default_params.get("max_completion_tokens") or non_default_params.get("max_tokens") + legacy_thinking = AnthropicConfig._map_reasoning_effort( + reasoning_effort="medium", + model=model, + custom_llm_provider="bedrock", + ) + capped = ( + AnthropicConfig._cap_thinking_budget_to_max_tokens(legacy_thinking, max_tokens) + if legacy_thinking is not None + else None + ) + if capped is not None: + optional_params["thinking"] = capped + else: + litellm.verbose_logger.warning(DROP_UNSUPPORTED_ADAPTIVE_THINKING_WARNING, model) + else: + optional_params["thinking"] = value elif param == "reasoning_effort" and isinstance(value, str): self._handle_reasoning_effort_parameter( model=model, reasoning_effort=value, optional_params=optional_params @@ -1279,7 +1302,7 @@ class AmazonConverseConfig(BaseConfig): if anthropic_output_config is not None and isinstance(anthropic_output_config, dict): if base_model.startswith("anthropic"): - if litellm.drop_params is True and not AnthropicConfig._model_supports_effort_param(model): + if litellm.drop_params is True and not AnthropicConfig._model_supports_effort_param(model, "bedrock"): litellm.verbose_logger.warning( DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING, model, @@ -1422,7 +1445,7 @@ class AmazonConverseConfig(BaseConfig): if ( isinstance(output_config, dict) and output_config.get("effort") is not None - and not AnthropicConfig._is_adaptive_thinking_model(model) + and not AnthropicConfig._is_adaptive_thinking_model(model, "bedrock") ): from litellm.types.llms.anthropic import ( ANTHROPIC_EFFORT_BETA_HEADER, diff --git a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py index 60d532eb8c5..6b5cb304bec 100644 --- a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py +++ b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py @@ -115,7 +115,7 @@ class AmazonAnthropicClaudeConfig(AmazonInvokeConfig, AnthropicConfig): keeps working. Non-adaptive models and models without a ceiling are left untouched. """ - if not AnthropicConfig._is_adaptive_thinking_model(model): + if not AnthropicConfig._is_adaptive_thinking_model(model, "bedrock"): return effort = params.get("reasoning_effort") if not isinstance(effort, str): @@ -228,7 +228,7 @@ class AmazonAnthropicClaudeConfig(AmazonInvokeConfig, AnthropicConfig): custom_llm_provider="bedrock", key="supports_output_config", ) - or AnthropicConfig._model_supports_effort_param(model) + or AnthropicConfig._model_supports_effort_param(model, "bedrock") ): if anthropic_request.pop("output_config", None) is not None: verbose_logger.warning( @@ -269,6 +269,7 @@ class AmazonAnthropicClaudeConfig(AmazonInvokeConfig, AnthropicConfig): prompt_caching_set=False, file_id_used=self.is_file_id_used(messages), mcp_server_used=self.is_mcp_server_used(optional_params.get("mcp_servers")), + custom_llm_provider="bedrock", ) beta_set.update(auto_betas) diff --git a/litellm/llms/bedrock/claude_platform/transformation.py b/litellm/llms/bedrock/claude_platform/transformation.py index 0868d9bddfe..6f5ccececc7 100644 --- a/litellm/llms/bedrock/claude_platform/transformation.py +++ b/litellm/llms/bedrock/claude_platform/transformation.py @@ -54,7 +54,9 @@ class BedrockClaudePlatformConfig(BedrockClaudePlatformMixin, AnthropicConfig): tool_search_used=self.is_tool_search_used(tools=optional_params.get("tools")), programmatic_tool_calling_used=self.is_programmatic_tool_calling_used(tools=optional_params.get("tools")), input_examples_used=self.is_input_examples_used(tools=optional_params.get("tools")), - effort_used=self.is_effort_used(optional_params=optional_params, model=model), + effort_used=self.is_effort_used( + optional_params=optional_params, model=model, custom_llm_provider="anthropic" + ), user_anthropic_beta_headers=self._get_user_anthropic_beta_headers( anthropic_beta_header=headers.get("anthropic-beta") ), 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 daee3369a3c..08c13448d8c 100644 --- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py +++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py @@ -77,51 +77,16 @@ class AmazonAnthropicClaudeMessagesConfig( DEFAULT_BEDROCK_ANTHROPIC_API_VERSION = "bedrock-2023-05-31" + @property + def custom_llm_provider(self) -> Optional[str]: + return "bedrock" + BEDROCK_INVOKE_ALLOWED_TOP_LEVEL_FIELDS = frozenset(BedrockInvokeAnthropicMessagesRequest.__annotations__.keys()) def __init__(self, **kwargs): 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] - - def _normalize_system_role_messages_for_bedrock(self, anthropic_messages_request: dict) -> None: - """Bedrock Invoke rejects ``role: "system"`` entries inside ``messages`` on - some Claude aliases; Anthropic Messages carries that content in the - top-level ``system`` field. Move any such entries into ``system`` before - the Invoke request is built.""" - messages = anthropic_messages_request.get("messages") - if not isinstance(messages, list): - return - system_role_messages = [m for m in messages if isinstance(m, dict) and m.get("role") == "system"] - if not system_role_messages: - return - - anthropic_messages_request["messages"] = [ - m for m in messages if not (isinstance(m, dict) and m.get("role") == "system") - ] - system_content = [ - block - for source in ( - anthropic_messages_request.get("system"), - *(m.get("content") for m in system_role_messages), - ) - 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, @@ -247,7 +212,7 @@ class AmazonAnthropicClaudeMessagesConfig( Returns: True if the model supports extended thinking on Bedrock """ - if AnthropicModelInfo._is_adaptive_thinking_model(model): + if AnthropicModelInfo._is_adaptive_thinking_model(model, "bedrock"): return True model_lower = model.lower() @@ -297,7 +262,7 @@ class AmazonAnthropicClaudeMessagesConfig( if not self._supports_extended_thinking_on_bedrock(model): return False - is_adaptive_thinking_model = AnthropicModelInfo._is_adaptive_thinking_model(model) + is_adaptive_thinking_model = AnthropicModelInfo._is_adaptive_thinking_model(model, "bedrock") thinking = anthropic_messages_request.get("thinking") if isinstance(thinking, dict): @@ -574,6 +539,7 @@ class AmazonAnthropicClaudeMessagesConfig( mcp_server_used=anthropic_model_info.is_mcp_server_used( anthropic_messages_optional_request_params.get("mcp_servers") ), + custom_llm_provider="bedrock", ) beta_set.update(auto_betas) @@ -640,7 +606,7 @@ class AmazonAnthropicClaudeMessagesConfig( path degrades ``xhigh`` -> ``max`` rather than 400-ing. Non-adaptive models and models without a ceiling are left untouched. """ - if not AnthropicModelInfo._is_adaptive_thinking_model(model): + if not AnthropicModelInfo._is_adaptive_thinking_model(model, "bedrock"): return effort = optional_params.get("reasoning_effort") if not isinstance(effort, str): @@ -669,7 +635,7 @@ class AmazonAnthropicClaudeMessagesConfig( litellm_params=litellm_params, headers=headers, ) - self._normalize_system_role_messages_for_bedrock(anthropic_messages_request) + self._normalize_system_role_messages(anthropic_messages_request, model=model) ######################################################### ############## BEDROCK Invoke SPECIFIC TRANSFORMATION ### ######################################################### @@ -728,7 +694,7 @@ class AmazonAnthropicClaudeMessagesConfig( custom_llm_provider="bedrock", key="supports_output_config", ) - or AnthropicConfig._model_supports_effort_param(model) + or AnthropicConfig._model_supports_effort_param(model, "bedrock") ): if anthropic_messages_request.pop("output_config", None) is not None: verbose_logger.warning( @@ -765,7 +731,7 @@ class AmazonAnthropicClaudeMessagesConfig( if ( litellm.drop_params is True and "output_config" in anthropic_messages_request - and not AnthropicConfig._model_supports_effort_param(model) + and not AnthropicConfig._model_supports_effort_param(model, "bedrock") ): verbose_logger.warning( DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING, 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 c426714a1bd..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, @@ -1879,6 +1892,7 @@ class BaseLLMHTTPHandler: litellm_params: GenericLiteLLMParams, api_key: Optional[str], model: str, + timeout: Optional[Union[float, httpx.Timeout]] = None, ) -> httpx.Response: max_attempts = max(provider_config.max_retry_on_anthropic_messages_http_error, 1) litellm_params_dict = dict(litellm_params) @@ -1891,6 +1905,7 @@ class BaseLLMHTTPHandler: data=signed_json_body or json.dumps(request_body), stream=stream or False, logging_obj=logging_obj, + timeout=timeout, ) response.raise_for_status() return response @@ -1925,6 +1940,32 @@ class BaseLLMHTTPHandler: raise RuntimeError("unreachable: anthropic messages HTTP retry loop exited without return") + @staticmethod + def _resolve_anthropic_messages_timeout( + litellm_params: GenericLiteLLMParams, + stream: bool, + custom_llm_provider: str, + ) -> Optional[Union[float, httpx.Timeout]]: + from litellm.litellm_core_utils.completion_timeout import CompletionTimeout + from litellm.litellm_core_utils.request_timeout_resolver import ( + get_configured_request_timeout, + ) + from litellm.utils import supports_httpx_timeout + + stream_timeout = litellm_params.get("stream_timeout") if stream else None + model_timeout = stream_timeout if stream_timeout is not None else litellm_params.get("timeout") + request_timeout = litellm_params.get("request_timeout") + global_timeout = get_configured_request_timeout() + if model_timeout is None and request_timeout is None and global_timeout is None: + return None + return CompletionTimeout.resolve( + model_timeout, + {"request_timeout": request_timeout}, + custom_llm_provider, + global_timeout=global_timeout, + supports_httpx_timeout=supports_httpx_timeout, + ) + async def async_anthropic_messages_handler( self, model: str, @@ -2063,6 +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, @@ -2075,6 +2147,11 @@ class BaseLLMHTTPHandler: litellm_params=litellm_params, api_key=api_key, model=model, + timeout=self._resolve_anthropic_messages_timeout( + litellm_params=litellm_params, + stream=stream or False, + custom_llm_provider=custom_llm_provider, + ), ) # used for logging + cost tracking @@ -2132,6 +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. @@ -2155,6 +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, @@ -2657,9 +2829,10 @@ class BaseLLMHTTPHandler: ) result = final_response if final_response is not None else initial_response - if litellm_params.get("_code_interpreter_interception_converted_stream") and not litellm_params.get( - "_agentic_loop_depth" - ): + interception_converted_stream = litellm_params.get( + "_code_interpreter_interception_converted_stream" + ) or litellm_params.get("_websearch_interception_converted_stream") + if interception_converted_stream and not litellm_params.get("_agentic_loop_depth"): return self._wrap_responses_response_as_fake_stream( result=result, model=model, @@ -5224,6 +5397,8 @@ class BaseLLMHTTPHandler: tools = anthropic_messages_optional_request_params.get("tools", []) depth, max_loops, fingerprints = self._get_agentic_loop_settings(kwargs=kwargs) + hook_kwargs = {**kwargs, "_agentic_loop_api_surface": api_surface} + for callback in callbacks: if not isinstance(callback, CustomLogger): continue @@ -5244,7 +5419,7 @@ class BaseLLMHTTPHandler: tools=tools, stream=stream, custom_llm_provider=custom_llm_provider, - kwargs=kwargs, + kwargs=hook_kwargs, ) except Exception as e: _call_id = getattr(logging_obj, "litellm_call_id", "unknown") @@ -5270,7 +5445,7 @@ class BaseLLMHTTPHandler: ) try: - kwargs_with_provider = kwargs.copy() if kwargs else {} + kwargs_with_provider = hook_kwargs.copy() kwargs_with_provider["custom_llm_provider"] = custom_llm_provider build_plan_overridden = ( callback.__class__.async_build_agentic_loop_plan is not CustomLogger.async_build_agentic_loop_plan @@ -6055,12 +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/dashscope/cost_calculator.py b/litellm/llms/dashscope/cost_calculator.py index 2f710d78126..2732b97cd35 100644 --- a/litellm/llms/dashscope/cost_calculator.py +++ b/litellm/llms/dashscope/cost_calculator.py @@ -7,6 +7,7 @@ Handles tiered pricing and prompt caching scenarios. from dataclasses import dataclass from typing import List, Optional, Tuple +from litellm.litellm_core_utils.llm_cost_calc.tiered_pricing import calculate_tiered_cost from litellm.types.utils import ModelInfo, Usage from litellm.utils import get_model_info @@ -42,80 +43,6 @@ def _extract_token_breakdown(usage: Usage) -> TokenBreakdown: return TokenBreakdown(text_tokens, cached_tokens, completion_tokens, reasoning_tokens) -def _calculate_tiered_cost( - tokens: int, - tiered_pricing: List[dict], - cost_key: str, - fallback_cost_key: Optional[str] = None, -) -> float: - """ - Calculate cost for a given number of tokens based on a true tiered pricing structure. - - This function iterates through sorted pricing tiers, calculates the cost for the - number of tokens that fall into each tier's range, and sums them up to get the total cost. - - Args: - tokens (int): The total number of tokens to calculate the cost for. - tiered_pricing (List[dict]): A list of dictionaries, where each dictionary - represents a pricing tier. - cost_key (str): The key in the tier dictionary that holds the per-token cost - (e.g., 'input_cost_per_token'). - fallback_cost_key (Optional[str], optional): A fallback key to use if the - primary `cost_key` is not found in a tier. Defaults to None. - - Returns: - float: The total calculated cost for the given tokens. - - Example: - >>> tiered_pricing = [ - ... {"range": [0, 100000], "input_cost_per_token": 0.0001}, - ... {"range": [100000, 500000], "input_cost_per_token": 0.00005}, - ... ] - - Calculating cost for 150,000 tokens: - (100,000 * 0.0001) + (50,000 * 0.00005) = $12.5 - """ - if not tiered_pricing or tokens <= 0: - return 0.0 - - total_cost = 0.0 - tokens_processed = 0 - - sorted_tiers = sorted(tiered_pricing, key=lambda x: x.get("range", [0, 0])[0]) - - for tier in sorted_tiers: - if tokens_processed >= tokens: - break - - tier_range = tier.get("range", []) - if len(tier_range) != 2: - continue - - range_start, range_end = tier_range - - if tokens <= range_start: - continue - - tier_start = max(range_start, tokens_processed) - tier_end = min(range_end, tokens) - - if tier_end > tier_start: - tokens_in_tier = tier_end - tier_start - cost_per_token = tier.get(cost_key) or tier.get(fallback_cost_key, 0) - total_cost += tokens_in_tier * cost_per_token - tokens_processed = tier_end - - # After loop, check if any tokens remain (i.e., tokens > highest tier's end range) - # and charge them at the last tier's rate. - if tokens_processed < tokens and sorted_tiers: - last_tier = sorted_tiers[-1] - remaining_tokens = tokens - tokens_processed - cost_per_token = last_tier.get(cost_key) or last_tier.get(fallback_cost_key, 0) - total_cost += remaining_tokens * cost_per_token - - return total_cost - - def _calculate_prompt_cost( breakdown: TokenBreakdown, model_info: ModelInfo, @@ -123,12 +50,12 @@ def _calculate_prompt_cost( ) -> float: """Calculate total prompt cost including cached tokens.""" if tiered_pricing: - text_cost = _calculate_tiered_cost( + text_cost = calculate_tiered_cost( tokens=breakdown.text_tokens, tiered_pricing=tiered_pricing, cost_key="input_cost_per_token", ) - cache_cost = _calculate_tiered_cost( + cache_cost = calculate_tiered_cost( tokens=breakdown.cached_tokens, tiered_pricing=tiered_pricing, cost_key="cache_read_input_token_cost", @@ -155,12 +82,12 @@ def _calculate_completion_cost( ) -> float: """Calculate total completion cost including reasoning tokens.""" if tiered_pricing: - completion_cost = _calculate_tiered_cost( + completion_cost = calculate_tiered_cost( tokens=breakdown.completion_tokens, tiered_pricing=tiered_pricing, cost_key="output_cost_per_token", ) - reasoning_cost = _calculate_tiered_cost( + reasoning_cost = calculate_tiered_cost( tokens=breakdown.reasoning_tokens, tiered_pricing=tiered_pricing, cost_key="output_cost_per_reasoning_token", diff --git a/litellm/llms/databricks/chat/transformation.py b/litellm/llms/databricks/chat/transformation.py index ba8c312ea51..9c05899c719 100644 --- a/litellm/llms/databricks/chat/transformation.py +++ b/litellm/llms/databricks/chat/transformation.py @@ -181,6 +181,10 @@ class DatabricksConfig(DatabricksBase, OpenAILikeChatConfig, AnthropicConfig): if key != "self" and value is not None: setattr(self.__class__, key, value) + @property + def custom_llm_provider(self) -> Optional[str]: + return "databricks" + @classmethod def get_config(cls): return super().get_config() @@ -372,6 +376,7 @@ class DatabricksConfig(DatabricksBase, OpenAILikeChatConfig, AnthropicConfig): mapped_thinking = AnthropicConfig._map_reasoning_effort( reasoning_effort=reasoning_effort_value, model=model, + custom_llm_provider="databricks", llm_provider="databricks", ) if mapped_thinking is None: @@ -379,7 +384,7 @@ class DatabricksConfig(DatabricksBase, OpenAILikeChatConfig, AnthropicConfig): optional_params.pop("output_config", None) else: optional_params["thinking"] = mapped_thinking - if AnthropicConfig._is_adaptive_thinking_model(model): + if AnthropicConfig._is_adaptive_thinking_model(model, "databricks"): mapped_effort: Optional[str] = None if isinstance(reasoning_effort_value, str): mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(reasoning_effort_value) 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/github_copilot/messages/transformation.py b/litellm/llms/github_copilot/messages/transformation.py index fb3f0a4e159..4d7b003c48f 100644 --- a/litellm/llms/github_copilot/messages/transformation.py +++ b/litellm/llms/github_copilot/messages/transformation.py @@ -25,6 +25,10 @@ class GithubCopilotAnthropicMessagesConfig(AnthropicMessagesConfig): super().__init__() self.authenticator = Authenticator() + @property + def custom_llm_provider(self) -> Optional[str]: + return "github_copilot" + def handles_web_search_natively(self) -> bool: """ Copilot's /v1/messages endpoint does not execute ``web_search`` tools, so diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py index a6b6a6267c3..fd2c9339248 100644 --- a/litellm/llms/openai/chat/guardrail_translation/handler.py +++ b/litellm/llms/openai/chat/guardrail_translation/handler.py @@ -14,11 +14,14 @@ Pattern Overview: This pattern can be replicated for other message formats (e.g., Anthropic). """ -from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union, cast +from typing import TYPE_CHECKING, Any, Dict, List, Tuple, Union, cast import litellm from litellm._logging import verbose_proxy_logger -from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation +from litellm.llms.base_llm.guardrail_translation.base_translation import ( + BaseTranslation, + StreamTransformSink, +) from litellm.llms.base_llm.guardrail_translation.utils import ( effective_skip_system_message_for_guardrail, effective_skip_tool_message_for_guardrail, @@ -27,6 +30,9 @@ from litellm.llms.base_llm.guardrail_translation.utils import ( ) from litellm.main import stream_chunk_builder from litellm.types.llms.openai import AllMessageValues, ChatCompletionToolParam +from litellm.types.proxy.guardrails.guardrail_hooks.generic_guardrail_api import ( + coerce_stream_holdback_value, +) from litellm.types.utils import ( Choices, GenericGuardrailAPIInputs, @@ -50,7 +56,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): Methods can be overridden to customize behavior for different message formats. """ - def get_structured_messages(self, data: dict) -> Optional[List[AllMessageValues]]: + def get_structured_messages(self, data: dict) -> List[AllMessageValues] | None: """ Convert chat completions request data to OpenAI-spec structured messages. @@ -65,7 +71,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): self, data: dict, guardrail_to_apply: "CustomGuardrail", - litellm_logging_obj: Optional[Any] = None, + litellm_logging_obj: Any | None = None, ) -> Any: """ Process input messages by applying guardrails to text content. @@ -80,7 +86,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): texts_to_check: List[str] = [] images_to_check: List[str] = [] tool_calls_to_check: List[ChatCompletionToolParam] = [] - text_task_mappings: List[Tuple[int, Optional[int]]] = [] + text_task_mappings: List[Tuple[int, int | None]] = [] tool_call_task_mappings: List[Tuple[int, int]] = [] # Step 1: Extract all text content, images, and tool calls @@ -184,7 +190,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): texts_to_check: List[str], images_to_check: List[str], tool_calls_to_check: List[ChatCompletionToolParam], - text_task_mappings: List[Tuple[int, Optional[int]]], + text_task_mappings: List[Tuple[int, int | None]], tool_call_task_mappings: List[Tuple[int, int]], skip_system_message: bool = False, skip_tool_message: bool = False, @@ -239,7 +245,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): self, messages: List[Dict[str, Any]], responses: List[str], - task_mappings: List[Tuple[int, Optional[int]]], + task_mappings: List[Tuple[int, int | None]], ) -> None: """ Apply guardrail responses back to input message text content. @@ -249,7 +255,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): for task_idx, guardrail_response in enumerate(responses): mapping = task_mappings[task_idx] msg_idx = cast(int, mapping[0]) - content_idx_optional = cast(Optional[int], mapping[1]) + content_idx_optional = cast(int | None, mapping[1]) # Handle content content = messages[msg_idx].get("content", None) @@ -291,9 +297,9 @@ class OpenAIChatCompletionsHandler(BaseTranslation): self, response: "ModelResponse", guardrail_to_apply: "CustomGuardrail", - litellm_logging_obj: Optional[Any] = None, - user_api_key_dict: Optional[Any] = None, - request_data: Optional[dict] = None, + litellm_logging_obj: Any | None = None, + user_api_key_dict: Any | None = None, + request_data: dict | None = None, ) -> Any: """ Process output response by applying guardrails to text content. @@ -320,7 +326,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): texts_to_check: List[str] = [] images_to_check: List[str] = [] tool_calls_to_check: List[Dict[str, Any]] = [] - text_task_mappings: List[Tuple[int, Optional[int]]] = [] + text_task_mappings: List[Tuple[int, int | None]] = [] tool_call_task_mappings: List[Tuple[int, int]] = [] # text_task_mappings: Track (choice_index, content_index) for each text # content_index is None for string content, int for list content @@ -402,9 +408,10 @@ class OpenAIChatCompletionsHandler(BaseTranslation): self, responses_so_far: List["ModelResponseStream"], guardrail_to_apply: "CustomGuardrail", - litellm_logging_obj: Optional[Any] = None, - user_api_key_dict: Optional[Any] = None, - request_data: Optional[dict] = None, + litellm_logging_obj: Any | None = None, + user_api_key_dict: Any | None = None, + request_data: dict | None = None, + stream_transform_sink: StreamTransformSink | None = None, ) -> List["ModelResponseStream"]: """ Process output streaming responses by applying guardrails to text content. @@ -414,14 +421,50 @@ class OpenAIChatCompletionsHandler(BaseTranslation): guardrail_to_apply: The guardrail instance to apply litellm_logging_obj: Optional logging object user_api_key_dict: User API key metadata to pass to guardrails + stream_transform_sink: Optional out-parameter for the streaming text + transformation path. When provided, the guardrail runs over the raw + accumulated text (``responses_so_far`` is left untouched so it stays + a correct raw accumulator across rounds) and the guardrailed text + plus requested holdback are reported per choice on the sink. Returns: - Modified list of responses with guardrail applied to content + The (unmodified) list of responses. Response Format Support: - String content: choice.message.content = "text here" - List content: choice.message.content = [{"type": "text", "text": "text here"}, ...] """ + if stream_transform_sink is not None: + await self._process_streaming_transform( + responses_so_far=responses_so_far, + guardrail_to_apply=guardrail_to_apply, + litellm_logging_obj=litellm_logging_obj, + user_api_key_dict=user_api_key_dict, + request_data=request_data, + sink=stream_transform_sink, + ) + return responses_so_far + + return await self._process_streaming_block_only( + responses_so_far=responses_so_far, + guardrail_to_apply=guardrail_to_apply, + litellm_logging_obj=litellm_logging_obj, + user_api_key_dict=user_api_key_dict, + request_data=request_data, + ) + + async def _process_streaming_block_only( + self, + *, + responses_so_far: list["ModelResponseStream"], + guardrail_to_apply: "CustomGuardrail", + litellm_logging_obj: Any | None, + user_api_key_dict: Any | None, + request_data: dict | None, + ) -> list["ModelResponseStream"]: + """Block-only streaming path: run the guardrail so an in-flight BLOCK can + terminate the stream. Text rewrites are not propagated to the client here + (see ``_process_streaming_transform`` for the incremental_diff path).""" # check if the stream has ended has_stream_ended = False for chunk in responses_so_far: @@ -467,7 +510,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): # Step 2: Create lists for guardrail processing texts_to_check: List[str] = [] images_to_check: List[str] = [] - task_mappings: List[Tuple[int, Optional[int]]] = [] + task_mappings: List[Tuple[int, int | None]] = [] # Track (choice_index, content_index) for each combined text for (map_choice_idx, map_content_idx), combined_text in combined_texts.items(): @@ -520,9 +563,109 @@ class OpenAIChatCompletionsHandler(BaseTranslation): return responses_so_far + @staticmethod + def _accumulate_string_content_by_choice_index( + responses_so_far: list["ModelResponseStream"], + ) -> dict[int, str]: + """Accumulate raw string ``delta.content`` per choice, keyed by + ``StreamingChoices.index`` (not enumerate position, which collapses to 0 + when each chunk carries a single non-zero-indexed choice for ``n > 1``). + + Only string content participates; list-of-blocks content is out of scope + for the incremental transform path. Reads ``responses_so_far`` without + mutating it so it stays a correct raw accumulator across rounds. + """ + accumulated: dict[int, str] = {} + for response in responses_so_far: + for choice in response.choices: + if isinstance(choice, litellm.StreamingChoices): + content = choice.delta.content + elif isinstance(choice, litellm.Choices): + content = choice.message.content + else: + continue + if isinstance(content, str) and content: + idx = getattr(choice, "index", 0) or 0 + accumulated[idx] = accumulated.get(idx, "") + content + return accumulated + + async def _process_streaming_transform( + self, + *, + responses_so_far: list["ModelResponseStream"], + guardrail_to_apply: "CustomGuardrail", + litellm_logging_obj: Any | None, + user_api_key_dict: Any | None, + request_data: dict | None, + sink: StreamTransformSink, + ) -> None: + """Run the guardrail over the raw accumulated text and report the + guardrailed text plus requested holdback per choice on ``sink``. + + Unlike the block-only path this never mutates ``responses_so_far``: it + re-derives the raw accumulated text every round (so a rewrite guardrail + always sees consistent input) and hands the result back out of band. + """ + raw_by_index = self._accumulate_string_content_by_choice_index(responses_so_far) + if not raw_by_index: + sink.mutated_text_per_choice = {} + sink.holdback_per_choice = {} + return + + # Fix #2 — sort by StreamingChoices.index so an n>1 stream that emits + # choice 1 before choice 0 still hands the guardrail texts in a + # deterministic index order. Without this, the guardrail's returned + # texts (aligned to the input order it received) would map back to the + # wrong choice indices when we rebuild the sink dicts by + # ``enumerate(indices)``. + indices = sorted(raw_by_index.keys()) + texts_to_check = [raw_by_index[i] for i in indices] + + if request_data is None: + request_data = {"responses": responses_so_far} + elif "responses" not in request_data: + request_data["responses"] = responses_so_far + if "litellm_metadata" not in request_data: + user_metadata = self.transform_user_api_key_dict_to_metadata(user_api_key_dict) + if user_metadata: + request_data["litellm_metadata"] = user_metadata + + inputs = GenericGuardrailAPIInputs(texts=texts_to_check) + if responses_so_far and getattr(responses_so_far[0], "model", None): + inputs["model"] = responses_so_far[0].model + guardrailed_inputs = await guardrail_to_apply.apply_guardrail( + inputs=inputs, + request_data=request_data, + input_type="response", + logging_obj=litellm_logging_obj, + ) + + returned_texts = guardrailed_inputs.get("texts") + # No "texts" key means the guardrail made no change (action NONE): the raw + # accumulated text is the guardrailed text. A present-but-shorter list is a + # guardrail contract violation; those choices are omitted below (withheld, + # not emitted raw) so a malformed response fails closed instead of leaking. + if returned_texts is None: + returned_texts = texts_to_check + elif len(returned_texts) < len(texts_to_check): + verbose_proxy_logger.warning( + "OpenAI Chat Completions: guardrail returned %s transformed texts for %s inputs on the " + "streaming transform path; withholding the unmatched choices to fail closed.", + len(returned_texts), + len(texts_to_check), + ) + + holdback = guardrailed_inputs.get("stream_holdback_chars") or [] + sink.mutated_text_per_choice = { + idx: returned_texts[i] for i, idx in enumerate(indices) if i < len(returned_texts) + } + sink.holdback_per_choice = { + indices[i]: coerce_stream_holdback_value(holdback[i]) for i in range(len(indices)) if i < len(holdback) + } + def _combine_streaming_texts( self, responses_so_far: List["ModelResponseStream"] - ) -> Dict[Tuple[int, Optional[int]], str]: + ) -> Dict[Tuple[int, int | None], str]: """ Combine all streaming chunks into complete text per choice. @@ -534,7 +677,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): Returns: Dict mapping (choice_idx, content_idx) to combined text string """ - combined_texts: Dict[Tuple[int, Optional[int]], str] = {} + combined_texts: Dict[Tuple[int, int | None], str] = {} for response_idx, response in enumerate(responses_so_far): for choice_idx, choice in enumerate(response.choices): @@ -550,7 +693,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): if isinstance(content, str): # String content - accumulate for this choice - str_key: Tuple[int, Optional[int]] = (choice_idx, None) + str_key: Tuple[int, int | None] = (choice_idx, None) if str_key not in combined_texts: combined_texts[str_key] = "" combined_texts[str_key] += content @@ -560,7 +703,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): for content_idx, content_item in enumerate(content): text_str = content_item.get("text") if text_str: - list_key: Tuple[int, Optional[int]] = ( + list_key: Tuple[int, int | None] = ( choice_idx, content_idx, ) @@ -607,7 +750,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): texts_to_check: List[str], images_to_check: List[str], tool_calls_to_check: List[Dict[str, Any]], - text_task_mappings: List[Tuple[int, Optional[int]]], + text_task_mappings: List[Tuple[int, int | None]], tool_call_task_mappings: List[Tuple[int, int]], ) -> None: """ @@ -619,7 +762,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): # Determine content source and tool calls based on choice type content = None - tool_calls: Optional[List[Any]] = None + tool_calls: List[Any] | None = None if isinstance(choice, litellm.Choices): content = choice.message.content tool_calls = choice.message.tool_calls @@ -662,7 +805,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): tool_calls_to_check.append(tool_call_dict) tool_call_task_mappings.append((choice_idx, int(tool_call_idx))) - def _convert_tool_call_to_dict(self, tool_call: Union[Dict[str, Any], Any]) -> Optional[Dict[str, Any]]: + def _convert_tool_call_to_dict(self, tool_call: Union[Dict[str, Any], Any]) -> Dict[str, Any] | None: """ Convert a tool call object to dictionary format. @@ -691,7 +834,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): self, response: "ModelResponse", responses: List[str], - task_mappings: List[Tuple[int, Optional[int]]], + task_mappings: List[Tuple[int, int | None]], ) -> None: """ Apply guardrail text responses back to output response. @@ -701,7 +844,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): for task_idx, guardrail_response in enumerate(responses): mapping = task_mappings[task_idx] choice_idx = cast(int, mapping[0]) - content_idx_optional = cast(Optional[int], mapping[1]) + content_idx_optional = cast(int | None, mapping[1]) choice = cast(Choices, response.choices[choice_idx]) @@ -755,7 +898,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): self, responses: List["ModelResponseStream"], guardrailed_texts: List[str], - task_mappings: List[Tuple[int, Optional[int]]], + task_mappings: List[Tuple[int, int | None]], ) -> None: """ Apply guardrail responses back to output streaming responses. @@ -771,16 +914,16 @@ class OpenAIChatCompletionsHandler(BaseTranslation): Override this method to customize how responses are applied to streaming responses. """ # Build a mapping of what guardrailed text to use for each (choice_idx, content_idx) - guardrail_map: Dict[Tuple[int, Optional[int]], str] = {} + guardrail_map: Dict[Tuple[int, int | None], str] = {} for task_idx, guardrail_response in enumerate(guardrailed_texts): mapping = task_mappings[task_idx] choice_idx = cast(int, mapping[0]) - content_idx_optional = cast(Optional[int], mapping[1]) + content_idx_optional = cast(int | None, mapping[1]) guardrail_map[(choice_idx, content_idx_optional)] = guardrail_response # Track which choices we've already set the guardrailed text for # Key: (choice_idx, content_idx), Value: boolean (True if already set) - already_set: Dict[Tuple[int, Optional[int]], bool] = {} + already_set: Dict[Tuple[int, int | None], bool] = {} # Iterate through all responses and update content for response_idx, response in enumerate(responses): @@ -797,7 +940,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): if isinstance(content, str): # String content - str_key: Tuple[int, Optional[int]] = (choice_idx_in_response, None) + str_key: Tuple[int, int | None] = (choice_idx_in_response, None) if str_key in guardrail_map: if str_key not in already_set: # First chunk - set the complete guardrailed text @@ -817,7 +960,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation): # List content - handle each content item for content_idx, content_item in enumerate(content): if "text" in content_item: - list_key: Tuple[int, Optional[int]] = ( + list_key: Tuple[int, int | None] = ( choice_idx_in_response, content_idx, ) diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py index 093dffccac0..d90703d1544 100644 --- a/litellm/llms/openai/responses/guardrail_translation/handler.py +++ b/litellm/llms/openai/responses/guardrail_translation/handler.py @@ -247,6 +247,8 @@ class OpenAIResponsesHandler(BaseTranslation): """ Merge remapped guardrailed tools with original tools that were not sent to the guardrail (e.g. web_search, web_search_preview), preserving order. + Tools a guardrail appended (``remapped`` longer than ``original_tools``) + have no original slot and are kept so an injected tool is not dropped. """ if not original_tools: return remapped @@ -262,6 +264,8 @@ class OpenAIResponsesHandler(BaseTranslation): if j < len(remapped): result.append(remapped[j]) j += 1 + # Keep guardrail-appended tools that matched no original slot above. + result.extend(remapped[j:]) return result def _apply_guardrailed_tools_to_data( diff --git a/litellm/llms/openai/responses/transformation.py b/litellm/llms/openai/responses/transformation.py index d107ca7a0d7..3c2ae238a0b 100644 --- a/litellm/llms/openai/responses/transformation.py +++ b/litellm/llms/openai/responses/transformation.py @@ -20,6 +20,8 @@ from litellm.types.utils import LlmProviders from ..common_utils import OpenAIError +OPENAI_RESPONSES_API_MIN_MAX_OUTPUT_TOKENS = 16 + if TYPE_CHECKING: from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj @@ -59,6 +61,19 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig): key="supports_none_reasoning_effort", ) + @staticmethod + def _enforce_min_max_output_tokens(max_output_tokens: "int | None") -> "int | None": + """Raise sub-minimum max_output_tokens up to the OpenAI Responses API minimum. + + OpenAI's Responses API rejects max_output_tokens below 16 for every model + (not gpt-5 specific), so a client like Claude Code that sends a max_tokens=1 + warmup probe on model switch would otherwise 400. Values that are None or + already at/above the minimum are returned unchanged. + """ + if isinstance(max_output_tokens, int) and max_output_tokens < OPENAI_RESPONSES_API_MIN_MAX_OUTPUT_TOKENS: + return OPENAI_RESPONSES_API_MIN_MAX_OUTPUT_TOKENS + return max_output_tokens + def get_supported_openai_params(self, model: str) -> list: """ All OpenAI Responses API params are supported @@ -92,6 +107,9 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig): """ params = dict(response_api_optional_params) + if "max_output_tokens" in params: + params["max_output_tokens"] = self._enforce_min_max_output_tokens(params.get("max_output_tokens")) + if self._is_gpt_5_model(model=model): temperature = params.get("temperature") if temperature is not None and temperature != 1: diff --git a/litellm/llms/openai_like/messages/transformation.py b/litellm/llms/openai_like/messages/transformation.py index 4963bcca9ac..0d593d8d0f4 100644 --- a/litellm/llms/openai_like/messages/transformation.py +++ b/litellm/llms/openai_like/messages/transformation.py @@ -85,6 +85,10 @@ class JSONProviderAnthropicMessagesConfig(OpenAILikeAnthropicMessagesConfig): super().__init__() self._provider = provider + @property + def custom_llm_provider(self) -> Optional[str]: + return self._provider.slug + def should_strip_billing_metadata(self) -> bool: return True 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 f9ed8cea9b5..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 @@ -998,6 +998,8 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): response_modalities.append("IMAGE") elif modality == "audio": response_modalities.append("AUDIO") + elif modality == "video": + response_modalities.append("VIDEO") else: response_modalities.append("MODALITY_UNSPECIFIED") return response_modalities @@ -1729,18 +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( @@ -1886,12 +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) @@ -1899,7 +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 8566496bf9c..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 @@ -17,6 +17,10 @@ from ..output_params_utils import sanitize_vertex_anthropic_output_params class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, VertexBase): + @property + def custom_llm_provider(self) -> Optional[str]: + return "vertex_ai" + def should_strip_billing_metadata(self) -> bool: return True @@ -138,6 +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/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py index 280cc1c888a..b87d05ab1fd 100644 --- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py +++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py @@ -26,7 +26,7 @@ def _model_accepts_output_config_effort(model: str) -> bool: """ from litellm.llms.anthropic.chat.transformation import AnthropicConfig - return AnthropicConfig._model_supports_effort_param(model) + return AnthropicConfig._model_supports_effort_param(model, "vertex_ai") def sanitize_vertex_anthropic_output_params(data: dict, model: str) -> None: diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py index c8d91be359b..8fcefb04b34 100644 --- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py +++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py @@ -112,6 +112,7 @@ class VertexAIAnthropicConfig(AnthropicConfig): prompt_caching_set=self.is_cache_control_set(messages), file_id_used=self.is_file_id_used(messages), mcp_server_used=self.is_mcp_server_used(optional_params.get("mcp_servers")), + custom_llm_provider="vertex_ai", ) beta_set = set(auto_betas) diff --git a/litellm/main.py b/litellm/main.py index 7d457d9cdd1..fb05a375111 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -27,7 +27,6 @@ from typing import ( TYPE_CHECKING, Any, AsyncIterator, - Callable, Coroutine, Dict, Iterable, @@ -81,19 +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.get_litellm_params import OPTIONAL_KWARGS_KEYS +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.get_provider_specific_headers import ( ProviderSpecificHeaderUtils, ) @@ -109,6 +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, @@ -210,7 +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 @@ -219,24 +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 @@ -507,6 +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), @@ -5052,6 +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 @@ -5322,7 +5351,7 @@ def completion( # type: ignore tpm=kwargs.get("tpm"), rpm=kwargs.get("rpm"), use_xai_oauth=kwargs.get("use_xai_oauth", False), - aws_bedrock_project_id=kwargs.get("aws_bedrock_project_id"), + **{key: kwargs[key] for key in AWS_CREDENTIAL_KWARGS_KEYS if key in kwargs}, ) cast(LiteLLMLoggingObj, logging).update_environment_variables( model=model, @@ -7692,6 +7721,32 @@ 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 2a269d693ec..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, @@ -1359,6 +1375,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1374,7 +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, @@ -1393,6 +1411,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1408,7 +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, @@ -1427,6 +1447,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1442,7 +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, @@ -1461,6 +1483,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1476,11 +1499,13 @@ "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, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 6.25e-06, "cache_creation_input_token_cost_above_1hr": 1e-05, "cache_read_input_token_cost": 5e-07, @@ -1511,11 +1536,13 @@ "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, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 6.25e-06, "cache_creation_input_token_cost_above_1hr": 1e-05, "cache_read_input_token_cost": 5e-07, @@ -1546,11 +1573,13 @@ "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, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 6.875e-06, "cache_creation_input_token_cost_above_1hr": 1.1e-05, "cache_read_input_token_cost": 5.5e-07, @@ -1581,11 +1610,13 @@ "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, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 6.875e-06, "cache_creation_input_token_cost_above_1hr": 1.1e-05, "cache_read_input_token_cost": 5.5e-07, @@ -1616,11 +1647,13 @@ "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, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "cache_creation_input_token_cost": 6.875e-06, "cache_creation_input_token_cost_above_1hr": 1.1e-05, "cache_read_input_token_cost": 5.5e-07, @@ -1651,7 +1684,45 @@ "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, + "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, + "cache_creation_input_token_cost": 6.875e-06, + "cache_creation_input_token_cost_above_1hr": 1.1e-05, + "cache_read_input_token_cost": 5.5e-07, + "input_cost_per_token": 5.5e-06, + "litellm_provider": "bedrock_converse", + "max_input_tokens": 1000000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "output_cost_per_token": 2.75e-05, + "search_context_cost_per_query": { + "search_context_size_high": 0.01, + "search_context_size_low": 0.01, + "search_context_size_medium": 0.01 + }, + "supports_assistant_prefill": false, + "supports_computer_use": true, + "supports_function_calling": true, + "supports_pdf_input": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_sampling_params": false, + "supports_tool_choice": true, + "supports_vision": true, + "supports_xhigh_reasoning_effort": true, + "supports_native_structured_output": true, + "supports_max_reasoning_effort": true, + "supports_output_config": true, + "bedrock_output_config_effort_ceiling": "xhigh", + "supports_parallel_tool_use_config": true, + "prompt_cache_min_tokens": 1024 }, "jp.anthropic.claude-opus-4-7": { "bedrock_converse_supports_strict_tools": false, @@ -1684,7 +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, @@ -1703,6 +1775,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1718,7 +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, @@ -1737,6 +1811,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1752,7 +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, @@ -1771,6 +1847,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1786,7 +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, @@ -1805,6 +1883,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1820,7 +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, @@ -1839,6 +1919,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1854,7 +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, @@ -1873,6 +1955,7 @@ "search_context_size_medium": 0.01 }, "supports_adaptive_thinking": true, + "supports_mid_conversation_system": true, "supports_assistant_prefill": false, "supports_computer_use": true, "supports_function_calling": true, @@ -1888,7 +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, @@ -1919,7 +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, @@ -1950,7 +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, @@ -1981,7 +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, @@ -2012,7 +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, @@ -2043,7 +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, @@ -2074,7 +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, @@ -2104,7 +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, @@ -2137,7 +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, @@ -2388,7 +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, @@ -2434,7 +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, @@ -2479,7 +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, @@ -2631,6 +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", @@ -2661,6 +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, @@ -2733,6 +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, @@ -3356,7 +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, @@ -3375,7 +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, @@ -3394,7 +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": [ @@ -4592,7 +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, @@ -4612,7 +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": [ @@ -4644,7 +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": [ @@ -4676,7 +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": [ @@ -4737,7 +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, @@ -4755,7 +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": [ @@ -7827,7 +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, @@ -7846,7 +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, @@ -7865,7 +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": [ @@ -10439,7 +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, @@ -10462,7 +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, @@ -10616,7 +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, @@ -10639,7 +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, @@ -10889,7 +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", @@ -11109,7 +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, @@ -11130,7 +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, @@ -11220,7 +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, @@ -11250,7 +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, @@ -11280,8 +11387,10 @@ "supports_prompt_caching": true, "supports_reasoning": true, "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, @@ -11311,9 +11420,11 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "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, @@ -11347,7 +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, @@ -11373,10 +11485,12 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_native_structured_output": true, "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, @@ -11403,7 +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, @@ -11428,8 +11543,10 @@ "supports_prompt_caching": true, "supports_reasoning": true, "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, @@ -11455,8 +11572,10 @@ "supports_prompt_caching": true, "supports_reasoning": true, "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, @@ -11483,7 +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, @@ -11508,9 +11628,11 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "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, @@ -11535,9 +11657,11 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "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, @@ -11563,6 +11687,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_native_structured_output": true, "supports_tool_choice": true, "supports_vision": true, "provider_specific_entry": { @@ -11571,7 +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, @@ -11597,6 +11723,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_native_structured_output": true, "supports_tool_choice": true, "supports_vision": true, "provider_specific_entry": { @@ -11605,7 +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, @@ -11631,6 +11759,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_native_structured_output": true, "supports_sampling_params": false, "supports_tool_choice": true, "supports_vision": true, @@ -11641,7 +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, @@ -11667,6 +11797,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_native_structured_output": true, "supports_sampling_params": false, "supports_tool_choice": true, "supports_vision": true, @@ -11677,7 +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, @@ -11711,7 +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, @@ -11737,6 +11870,7 @@ "supports_prompt_caching": true, "supports_reasoning": true, "supports_response_schema": true, + "supports_native_structured_output": true, "supports_sampling_params": false, "supports_tool_choice": true, "supports_vision": true, @@ -11747,7 +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", @@ -11778,7 +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, @@ -15451,7 +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, @@ -15476,7 +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, @@ -15603,7 +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, @@ -15628,7 +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, @@ -15658,7 +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, @@ -15691,7 +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, @@ -16133,7 +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, @@ -16547,7 +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, @@ -18696,6 +18838,49 @@ }, "supports_image_size": false }, + "gemini/gemini-3-pro-image": { + "input_cost_per_image": 0.0011, + "input_cost_per_token": 2e-06, + "input_cost_per_token_batches": 1e-06, + "litellm_provider": "gemini", + "max_input_tokens": 65536, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "image_generation", + "output_cost_per_image": 0.134, + "output_cost_per_image_token": 0.00012, + "output_cost_per_token": 1.2e-05, + "rpm": 1000, + "tpm": 4000000, + "output_cost_per_token_batches": 6e-06, + "source": "https://ai.google.dev/gemini-api/docs/pricing#gemini-3-pro-image", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text", + "image" + ], + "supports_function_calling": false, + "supports_prompt_caching": true, + "supports_reasoning": false, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_vision": true, + "supports_web_search": true, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query" + }, "gemini/gemini-3-pro-image-preview": { "input_cost_per_image": 0.0011, "input_cost_per_token": 2e-06, @@ -18727,6 +18912,49 @@ ], "supports_function_calling": false, "supports_prompt_caching": true, + "supports_reasoning": false, + "supports_response_schema": true, + "supports_system_messages": true, + "supports_vision": true, + "supports_web_search": true, + "search_context_cost_per_query": { + "search_context_size_low": 0.014, + "search_context_size_medium": 0.014, + "search_context_size_high": 0.014 + }, + "web_search_billing_unit": "per_query" + }, + "gemini/gemini-3.1-flash-image": { + "input_cost_per_token": 2.5e-07, + "input_cost_per_token_batches": 1.25e-07, + "litellm_provider": "gemini", + "max_input_tokens": 65536, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "image_generation", + "output_cost_per_image": 0.045, + "output_cost_per_image_token": 6e-05, + "output_cost_per_token": 1.5e-06, + "output_cost_per_token_batches": 7.5e-07, + "rpm": 1000, + "tpm": 4000000, + "source": "https://ai.google.dev/gemini-api/docs/pricing#gemini-3.1-flash-image", + "supported_endpoints": [ + "/v1/chat/completions", + "/v1/completions", + "/v1/batch" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text", + "image" + ], + "supports_function_calling": false, + "supports_prompt_caching": true, + "supports_reasoning": false, "supports_response_schema": true, "supports_system_messages": true, "supports_vision": true, @@ -18768,6 +18996,7 @@ ], "supports_function_calling": false, "supports_prompt_caching": true, + "supports_reasoning": false, "supports_response_schema": true, "supports_system_messages": true, "supports_vision": true, @@ -19462,6 +19691,39 @@ }, "web_search_billing_unit": "per_query" }, + "gemini/gemini-omni-flash-preview": { + "input_cost_per_audio_token": 1.5e-06, + "input_cost_per_token": 1.5e-06, + "litellm_provider": "gemini", + "max_input_tokens": 1048576, + "max_output_tokens": 65535, + "max_tokens": 65535, + "mode": "chat", + "output_cost_per_reasoning_token": 9e-06, + "output_cost_per_token": 9e-06, + "output_cost_per_video_token": 1.75e-05, + "rpm": 2000, + "source": "https://ai.google.dev/gemini-api/docs/pricing", + "supported_endpoints": [ + "/v1/chat/completions" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text", + "video" + ], + "supports_audio_input": true, + "supports_reasoning": true, + "supports_system_messages": true, + "supports_video_input": true, + "supports_vision": true, + "tpm": 800000 + }, "gemini/gemini-3.1-pro-preview": { "cache_read_input_token_cost": 2e-07, "cache_read_input_token_cost_above_200k_tokens": 4e-07, @@ -19626,6 +19888,37 @@ }, "web_search_billing_unit": "per_query" }, + "gemini-omni-flash-preview": { + "input_cost_per_audio_token": 1.5e-06, + "input_cost_per_token": 1.5e-06, + "litellm_provider": "vertex_ai-language-models", + "max_input_tokens": 1048576, + "max_output_tokens": 65535, + "max_tokens": 65535, + "mode": "chat", + "output_cost_per_reasoning_token": 9e-06, + "output_cost_per_token": 9e-06, + "output_cost_per_video_token": 1.75e-05, + "source": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/gemini/omni-flash-preview", + "supported_endpoints": [ + "/v1/chat/completions" + ], + "supported_modalities": [ + "text", + "image", + "audio", + "video" + ], + "supported_output_modalities": [ + "text", + "video" + ], + "supports_audio_input": true, + "supports_reasoning": true, + "supports_system_messages": true, + "supports_video_input": true, + "supports_vision": true + }, "gemini-3.5-flash": { "cache_read_input_token_cost": 1.5e-07, "input_cost_per_audio_token": 1e-06, @@ -20891,7 +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, @@ -20921,7 +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, @@ -20945,7 +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, @@ -21801,7 +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, @@ -21820,7 +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, @@ -21914,7 +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, @@ -21932,7 +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, @@ -21950,7 +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, @@ -24145,7 +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": [ @@ -24177,7 +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": [ @@ -24209,7 +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": [ @@ -24242,7 +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, @@ -24277,7 +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, @@ -24310,7 +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": [ @@ -24342,7 +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": [ @@ -25297,7 +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, @@ -25321,7 +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, @@ -33949,7 +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, @@ -33973,7 +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, @@ -34100,7 +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, @@ -34133,7 +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, @@ -34161,7 +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, @@ -34184,7 +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, @@ -34209,7 +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, @@ -34239,7 +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, @@ -34269,7 +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, @@ -34298,7 +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, @@ -34328,7 +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, @@ -35850,7 +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, @@ -35872,7 +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, @@ -36027,7 +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, @@ -36090,7 +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, @@ -36118,7 +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, @@ -36147,7 +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, @@ -36176,7 +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, @@ -36206,7 +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, @@ -36236,9 +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, @@ -36269,6 +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, @@ -36299,6 +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, @@ -36326,9 +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, @@ -36356,7 +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, @@ -36383,9 +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, @@ -36413,7 +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, @@ -36442,7 +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, @@ -36470,7 +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, @@ -36496,7 +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, @@ -36526,7 +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, @@ -36556,7 +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, @@ -36726,6 +37058,7 @@ "supports_parallel_function_calling": true, "supports_pdf_input": true, "supports_prompt_caching": true, + "supports_reasoning": false, "supports_response_schema": true, "supports_system_messages": true, "supports_tool_choice": true, @@ -36735,6 +37068,22 @@ "tpm": 8000000, "supports_image_size": false }, + "vertex_ai/gemini-3-pro-image": { + "input_cost_per_image": 0.0011, + "input_cost_per_token": 2e-06, + "input_cost_per_token_batches": 1e-06, + "litellm_provider": "vertex_ai-language-models", + "max_input_tokens": 65536, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "image_generation", + "output_cost_per_image": 0.134, + "output_cost_per_image_token": 0.00012, + "output_cost_per_token": 1.2e-05, + "output_cost_per_token_batches": 6e-06, + "supports_reasoning": false, + "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image" + }, "vertex_ai/gemini-3-pro-image-preview": { "input_cost_per_image": 0.0011, "input_cost_per_token": 2e-06, @@ -36748,8 +37097,23 @@ "output_cost_per_image_token": 0.00012, "output_cost_per_token": 1.2e-05, "output_cost_per_token_batches": 6e-06, + "supports_reasoning": false, "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image" }, + "vertex_ai/gemini-3.1-flash-image": { + "input_cost_per_image": 0.00056, + "input_cost_per_token": 5e-07, + "litellm_provider": "vertex_ai-language-models", + "max_input_tokens": 65536, + "max_output_tokens": 32768, + "max_tokens": 32768, + "mode": "image_generation", + "output_cost_per_image": 0.0672, + "output_cost_per_image_token": 6e-05, + "output_cost_per_token": 3e-06, + "supports_reasoning": false, + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models" + }, "vertex_ai/gemini-3.1-flash-image-preview": { "input_cost_per_image": 0.00056, "input_cost_per_token": 5e-07, @@ -36761,6 +37125,7 @@ "output_cost_per_image": 0.0672, "output_cost_per_image_token": 6e-05, "output_cost_per_token": 3e-06, + "supports_reasoning": false, "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models" }, "vertex_ai/gemini-3.1-flash-lite-preview": { @@ -43216,7 +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": [ @@ -43249,7 +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": [ @@ -43880,6 +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, @@ -43907,7 +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, @@ -43936,7 +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", @@ -44014,6 +44382,90 @@ "supports_response_schema": true, "supports_tool_choice": true }, + "bedrock_mantle/openai.gpt-5.6-sol": { + "input_cost_per_token": 5.5e-06, + "cache_creation_input_token_cost": 6.875e-06, + "cache_read_input_token_cost": 5.5e-07, + "output_cost_per_token": 3.3e-05, + "litellm_provider": "bedrock_mantle", + "max_input_tokens": 272000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "use_openai_responses_path": true, + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, + "bedrock_mantle/openai.gpt-5.6-terra": { + "input_cost_per_token": 2.75e-06, + "cache_creation_input_token_cost": 3.4375e-06, + "cache_read_input_token_cost": 2.75e-07, + "output_cost_per_token": 1.65e-05, + "litellm_provider": "bedrock_mantle", + "max_input_tokens": 272000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "use_openai_responses_path": true, + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, + "bedrock_mantle/openai.gpt-5.6-luna": { + "input_cost_per_token": 1.1e-06, + "cache_creation_input_token_cost": 1.375e-06, + "cache_read_input_token_cost": 1.1e-07, + "output_cost_per_token": 6.6e-06, + "litellm_provider": "bedrock_mantle", + "max_input_tokens": 272000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "responses", + "use_openai_responses_path": true, + "supported_endpoints": [ + "/v1/responses" + ], + "supported_modalities": [ + "text", + "image" + ], + "supported_output_modalities": [ + "text" + ], + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true + }, "bedrock_mantle/openai.gpt-5.5": { "input_cost_per_token": 5.5e-06, "cache_read_input_token_cost": 5.5e-07, @@ -44126,6 +44578,7 @@ "supports_vision": true }, "bedrock_mantle/xai.grok-4.3": { + "use_openai_responses_path": true, "input_cost_per_token": 1.25e-06, "output_cost_per_token": 2.5e-06, "cache_read_input_token_cost": 2e-07, @@ -44347,7 +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, @@ -44371,7 +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, @@ -44999,20 +45454,26 @@ "fallback_generalizations": { "rules": [ { - "name": "anthropic-claude-adaptive-thinking", - "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))", - "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new families with no code change.", - "extends": "anthropic-claude", + "name": "bedrock-claude-ids", + "pattern": "^(?:[a-z-]+\\.)?anthropic\\.claude-", + "description": "A Bedrock-syntax Claude id, for every version: anthropic.claude- at the start of the name, optionally behind a single dotted geo segment (us./eu./au./jp./apac./global./us-gov.). Anchored to the start because routing rules see the raw request string and provider inference feeds the proxy's provider/* wildcard access checks: an id under an unrecognized namespace such as bedrockz/anthropic.claude-... must stay unroutable rather than resolve to bedrock and slip through a bedrock/* key. Routes to bedrock before the bare-id Anthropic rule is consulted.", "model_info": { - "supports_adaptive_thinking": true + "litellm_provider": "bedrock" } }, { - "name": "anthropic-claude", - "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$", - "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Version-neutral fallback that gives an unmapped Claude provider routing and baseline capabilities; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.", + "name": "anthropic-claude-ids", + "pattern": "^claude-[a-z]+-\\d+(?:[-.]\\d+)?(?:-\\d{8})?$", + "description": "A bare Claude family-major id with an optional minor and an optional 8-digit date suffix, anchored to the whole name, so claude-newfamily-5 routes like claude-newfamily-5-1 does. Routes an unmapped Claude id that carries no provider namespace to the Anthropic API.", + "model_info": { + "litellm_provider": "anthropic" + } + }, + { + "name": "claude-family-baseline", + "pattern": "claude-[a-z]+-\\d+(?:[-.]\\d+)?(?:-\\d{8})?", + "description": "Any Claude family-major id with an optional minor and an optional 8-digit date suffix, under any provider namespace (bare, bedrock-dotted, vertex, databricks, ...), so bare majors like claude-newfamily-5 get the same baseline as claude-newfamily-5-1. Carries the model-family facts every Claude shares; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.", "model_info": { - "litellm_provider": "anthropic", "mode": "chat", "max_input_tokens": 200000, "max_output_tokens": 64000, @@ -45028,6 +45489,22 @@ "supports_pdf_input": true, "supports_system_messages": true } + }, + { + "name": "claude-adaptive-thinking", + "pattern": "claude-[a-z]+-(?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)", + "description": "Claude at version 4.6 or higher, in any id shape that contains claude--: minors 4.6 through 4.99, any later major-minor, and bare 5+ majors so a new family shaped like claude-fable-5 matches. Requiring the claude- prefix keeps non-Claude names such as team-sonnet-5-1 out. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions and new families with no code change.", + "model_info": { + "supports_adaptive_thinking": true + } + }, + { + "name": "claude-mid-conversation-system", + "pattern": "claude-[a-z]+-(?:4[-._](?:[89]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)", + "description": "Claude at version 4.8 or higher, in any id shape that contains claude--: minors 4.8 through 4.99, any later major-minor, and bare 5+ majors so a new family like claude-fable-5 matches. Anthropic introduced mid-conversation system messages with Opus 4.8 and every newer Claude keeps them; 4.7 and below reject the system role inside messages.", + "model_info": { + "supports_mid_conversation_system": true + } } ] } diff --git a/litellm/models/mcp_server.py b/litellm/models/mcp_server.py index d9757cf80f4..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 @@ -96,6 +97,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase): available_on_public_internet: bool = True delegate_auth_to_upstream: bool = False oauth_passthrough: bool = False + dcr_bridge: Optional[bool] = None is_byok: bool = False byok_description: List[str] = Field(default_factory=list) byok_api_key_help_url: Optional[str] = None diff --git a/litellm/models/verification_token.py b/litellm/models/verification_token.py index d67726be584..519066b8266 100644 --- a/litellm/models/verification_token.py +++ b/litellm/models/verification_token.py @@ -36,6 +36,7 @@ class LiteLLM_VerificationToken(LiteLLMPydanticObjectBase): budget_reset_at: Optional[datetime] = None allowed_cache_controls: Optional[list] = [] allowed_routes: Optional[list] = [] + key_type: str | None = None permissions: Dict = {} model_spend: Dict = {} model_max_budget: Dict = {} 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 e7ffef0e4e3..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 @@ -1,12 +1,30 @@ import re +from datetime import datetime, timezone from typing import Dict, List, Optional, Set, Tuple, cast from fastapi import HTTPException from starlette.datastructures import Headers from starlette.requests import Request from starlette.types import Scope +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, + NotBridgeEnvelope, + envelope_keys_from_master_key, + is_bridge_envelope_shaped, + resolve_bridge_envelope, +) +from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import ( + EnvelopeIdentity, +) from litellm.proxy._types import ( UI_TEAM_ID, LiteLLM_TeamTable, @@ -17,12 +35,17 @@ from litellm.proxy._types import ( UserAPIKeyAuth, ) from litellm.proxy.auth.ip_address_utils import IPAddressUtils -from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.proxy.auth.user_api_key_auth import ( + _run_centralized_common_checks, + user_api_key_auth, +) +from litellm.proxy.common_utils.http_parsing_utils import _read_request_body from litellm.proxy.common_utils.user_api_key_cache import get_management_object_ttl from litellm.repositories.table_repositories import ( AgentsRepository, MCPServerRepository, ) +from litellm.types.mcp_server.mcp_server_manager import MCPServer def _parse_mcp_server_names_from_path(path: str, mcp_servers_header: Optional[List[str]] = None) -> Optional[List[str]]: @@ -101,6 +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: @@ -226,59 +339,58 @@ class MCPRequestHandler: client_ip=IPAddressUtils.get_mcp_client_ip(request), ): validated_user_api_key_auth = UserAPIKeyAuth() + elif ( + ( + bridge_delegate_target := MCPRequestHandler._single_dcr_bridge_delegate_target( + path=request_route, + mcp_servers=mcp_servers, + client_ip=IPAddressUtils.get_mcp_client_ip(request), + ) + ) + is not None + and oauth2_headers + and is_bridge_envelope_shaped(oauth2_headers["Authorization"]) + ): + # A single DCR-bridge oauth_delegate target carrying an envelope-shaped + # Authorization: open the envelope, admit under its recovered identity, and + # inject the inner upstream token for egress. A non-envelope bearer on the same + # server is NOT admitted here — it falls through to the oauth2 arm, which 401s. + validated_user_api_key_auth, mcp_server_auth_headers = await MCPRequestHandler._admit_dcr_bridge_delegate( + server=bridge_delegate_target, + authorization_value=oauth2_headers["Authorization"], + mcp_server_auth_headers=mcp_server_auth_headers, + request=request, + route=request_route, + ) 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, @@ -432,6 +544,334 @@ class MCPRequestHandler: return False return True + @staticmethod + def _single_dcr_bridge_delegate_target( + path: str, mcp_servers: Optional[List[str]], client_ip: Optional[str] + ) -> Optional[MCPServer]: + """The one DCR-bridge ``oauth_delegate`` server this request targets, or ``None``. + + Returns the server only when EXACTLY ONE target resolves and it is both + ``is_oauth_delegate`` and ``is_dcr_bridge``. Fails closed (``None``) on a + multi-target request, an unresolved target, or a non-matching server, so the + envelope admission arm never fires for an aggregate scope or a server that did not + opt into the bridge. Mirrors :meth:`_target_servers_are_true_passthrough`. + """ + from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( + global_mcp_server_manager, + ) + + target_names = MCPRequestHandler._resolve_target_server_names(path=path, mcp_servers_header=mcp_servers) + if len(target_names) != 1: + return None + server = global_mcp_server_manager.get_mcp_server_by_name(target_names[0], client_ip=client_ip) + if server is None or not server.is_oauth_delegate or not server.is_dcr_bridge: + return None + # Egress resolves the injected per-server token only by alias / server_name; a server with + # neither cannot receive the forwarded token, so fail closed rather than admit-and-drop. + if not (server.server_name or server.alias): + return None + return server + + @staticmethod + async def _admit_dcr_bridge_delegate( + server: MCPServer, + authorization_value: str, + mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]], + request: Request, + route: str, + ) -> Tuple[UserAPIKeyAuth, Optional[Dict[str, Dict[str, str]]]]: + """Open the bridge envelope and admit the caller under the live key it references. + + The envelope's signature proves the user authenticated when it was minted, but + authorization is resolved fresh here rather than trusted from the envelope: the + sealed ``key_hash`` reloads the current ``UserAPIKeyAuth`` record, and the admitted + identity then runs through the standard pipeline's centralized policy gate, so the + key's present restrictions and revocation state gate the request instead of a + snapshot frozen at mint time. The inner upstream token is injected under the + server's per-server auth-header key so egress forwards it via the + ``PassthroughConfig`` override; the envelope ``Authorization`` the leak-defense + strips never reaches the upstream. A new headers dict is returned rather than + mutating the input. Fails closed with a 401 on an invalid or expired envelope, or + when the referenced key is missing, blocked, or expired, its owner is + SCIM-deactivated, or the centralized policy gate rejects it (blocked team or + project, org or budget limits). + + The sealed token is keyed alias-first, matching the order egress resolves + (``lookup_mcp_server_auth_in_headers`` tries ``alias`` before ``server_name``). Keying + under ``server_name`` would leave a caller-supplied ``x-mcp-{alias}-authorization`` at the + higher-priority alias slot, pairing the admitted identity with an attacker's upstream + credential; the alias-keyed injection overwrites any such caller value. + """ + from litellm.proxy.proxy_server import master_key + + if not master_key: + raise HTTPException(status_code=500, detail="Server misconfigured: master_key is not set") + + await MCPRequestHandler._run_pre_db_read_auth_checks(request=request, route=route) + + keys = envelope_keys_from_master_key(master_key) + result = resolve_bridge_envelope(authorization_value, keys, datetime.now(timezone.utc), server.server_id) + match result: + case BridgeEnvelopeAdmitted(): + header_key = server.alias or server.server_name + if header_key is None: + raise HTTPException(status_code=500, detail="Server misconfigured: MCP server has no routable name") + admitted = await MCPRequestHandler._reload_admitted_principal(result.identity) + await MCPRequestHandler._enforce_admitted_live_policy(admitted=admitted, request=request, route=route) + injected = {header_key: {"Authorization": result.upstream_authorization.get_secret_value()}} + new_headers = {**(mcp_server_auth_headers or {}), **injected} + return admitted, new_headers + case BridgeEnvelopeInvalid() | NotBridgeEnvelope(): + raise HTTPException(status_code=401, detail="Invalid or expired credential") + case _: + assert_never(result) + + @staticmethod + async def _run_pre_db_read_auth_checks(request: Request, route: str) -> None: + """Run the proxy-wide gates ``user_api_key_auth`` applies before any key lookup: the + request-size and body-safety limits, the IP allowlist, and the ``general_settings`` + route allowlist. The envelope arm bypasses ``user_api_key_auth`` (it opens the envelope + and reloads the identity itself), so without this a caller blocked by IP or hitting a + proxy route the allowlist forbids would be admitted through an envelope where the same + principal presented on the normal MCP admission path would be rejected. Runs before the + envelope crypto so a disallowed caller is turned away before any work, mirroring the + standard pipeline's pre-DB ordering. Violations raise the gate's own status (an IP or + route block is a 403, an oversized body its own limit error).""" + from litellm.proxy.auth.auth_utils import pre_db_read_auth_checks + + await pre_db_read_auth_checks( + request=request, + request_data=await _read_request_body(request=request), + route=route, + ) + + @staticmethod + async def _reload_admitted_principal(identity: EnvelopeIdentity) -> UserAPIKeyAuth: + """Reload the live litellm record the envelope's subject references. + + Dispatches on the sealed subject type: a ``key_hash`` reloads the virtual key that + minted the envelope (the scripted two-header client that presents a litellm key at the + token endpoint), a ``user_id`` reloads the user that authenticated interactively (the + DCR client, whose SSO login at the bridged authorize yields a user, not a key). Both + return a ``UserAPIKeyAuth`` the caller runs through the centralized policy gate, so + team/project/org/budget/SCIM enforcement is identical to the principal presenting + itself directly.""" + match identity.subject_type: + case "key_hash": + return await MCPRequestHandler._reload_admitted_key(identity.subject) + case "user_id": + return await MCPRequestHandler._reload_admitted_user(identity.subject) + case _: + assert_never(identity.subject_type) + + @staticmethod + async def _reload_admitted_user(user_id: str) -> UserAPIKeyAuth: + """Reload the live user an interactively-minted envelope references and admit them as + themselves. + + The DCR client authenticates via SSO at the bridged authorize, which yields a user + subject rather than a virtual key, so the envelope admits under the user's own + identity: the reloaded ``user_id`` and the user's own MCP object permission ride on the + returned ``UserAPIKeyAuth``, and the SAME ``get_allowed_mcp_servers`` the key path uses then + computes which servers the user may reach, so the user's litellm MCP grants and access groups + gate the request exactly as a key's do. Only the user's OWN object permission is bound: a + ``UserAPIKeyAuth`` carries a single ``team_id`` while a user may belong to many teams, so + team-inherited MCP grants for a user are a follow-up (they need a many-teams union + ``get_allowed_mcp_servers`` does not do off one auth object). The caller's centralized policy + gate enforces the user's live budget and org state, and a SCIM-deactivated owner fails closed. + + Error handling mirrors the key path's retryable-503 contract, but ``get_user_object`` defeats a + type-based check: where ``get_key_object`` raises a typed ``ProxyException`` for a missing key + and lets a DB outage propagate raw, ``get_user_object`` catches every DB failure and re-raises a + bare ``ValueError``, so a missing user and a real outage look identical and the original error + survives only as ``__context__``. ``_raise_503_if_db_unavailable`` therefore walks the cause + chain: a transient DB outage still surfaces as a retryable 503, while a missing user, or any + other non-outage resolution failure, fails closed as a 401 rather than an opaque 500. The + object-permission load shares this one boundary, so an outage there is classified the same + way (``get_object_permission`` itself swallows a failed load to ``None``, matching how + ``get_key_object`` best-effort-loads a key's object permission).""" + from litellm.proxy.auth.auth_checks import get_object_permission, get_user_object + from litellm.proxy.proxy_server import prisma_client, user_api_key_cache + + if prisma_client is None: + raise HTTPException(status_code=500, detail="Server misconfigured: no database connection") + try: + user_object = await get_user_object( + user_id=user_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + user_id_upsert=False, + ) + # Resolve the user's own MCP object permission (get_user_object does not load it) so the shared + # get_allowed_mcp_servers can grant the user their litellm-granted servers. Reuses the same + # get_object_permission resolver the key and team paths use; no permission logic is duplicated. + object_permission = user_object.object_permission if user_object is not None else None + if user_object is not None and object_permission is None and user_object.object_permission_id: + object_permission = await get_object_permission( + object_permission_id=user_object.object_permission_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + ) + except (ProxyException, HTTPException): + raise HTTPException(status_code=401, detail="Invalid or expired credential") from None + except Exception as e: # noqa: BLE001 # a DB outage anywhere in the resolution is a retryable 503, not an opaque 500; anything else fails closed as 401 + MCPRequestHandler._raise_503_if_db_unavailable(e) + raise HTTPException(status_code=401, detail="Invalid or expired credential") from None + if user_object is None: + raise HTTPException(status_code=401, detail="Invalid or expired credential") + if isinstance(user_object.metadata, dict) and user_object.metadata.get("scim_active") is False: + raise HTTPException(status_code=401, detail="Invalid or expired credential") + return UserAPIKeyAuth( + user_id=user_object.user_id, + user_role=user_object.user_role, + object_permission=object_permission, + object_permission_id=user_object.object_permission_id, + ) + + @staticmethod + async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth: + """Reload the live key record an admitted envelope references and re-check live policy. + + Resolving the current ``UserAPIKeyAuth`` (cache first, then DB) is what stops the + envelope from carrying frozen authority: the key's present team/org/object-permission + restrictions ride on the returned object, and a key that has since been deleted, + blocked, or expired fails closed with a 401 here rather than being admitted as an + unrestricted identity. ``get_key_object`` raises for a hash with no key row; a + blocked or expired row is rejected explicitly because ``get_key_object`` resolves a + row without applying those checks (the main ``user_api_key_auth`` pipeline enforces + them downstream, which this admission path bypasses). The owner's SCIM state is the + other builder-inline check mirrored here, so IdP offboarding revokes every envelope + minted under the user's keys rather than leaving them live until expiry. Team, + project, org, and budget state are NOT re-checked here; the caller runs the admitted + identity through ``_enforce_admitted_live_policy`` for those. + """ + from litellm.proxy.auth.auth_checks import get_key_object + from litellm.proxy.proxy_server import prisma_client, user_api_key_cache + + if prisma_client is None: + raise HTTPException(status_code=500, detail="Server misconfigured: no database connection") + try: + key_object = await get_key_object( + hashed_token=key_hash, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + ) + except (ProxyException, HTTPException): + raise HTTPException(status_code=401, detail="Invalid or expired credential") from None + except Exception as e: # noqa: BLE001 # a DB outage during reload is a retryable 503, not an opaque 500 + MCPRequestHandler._raise_503_if_db_unavailable(e) + raise + if not MCPRequestHandler._admitted_key_is_active(key_object): + raise HTTPException(status_code=401, detail="Invalid or expired credential") + await MCPRequestHandler._reject_if_admitted_owner_scim_deactivated(key_object) + return key_object + + @staticmethod + def _raise_503_if_db_unavailable(e: Exception) -> None: + """Raise a retryable 503 when ``e`` means the auth database is unreachable, else return so the + caller applies its own fail-closed mapping. A DB outage must not masquerade as an auth failure + (401) or surface as an opaque 500; the caller retries. Mirrors ``UserAPIKeyAuthExceptionHandler``, + which renders a service-unavailable database error as 503 on the standard pipeline. + + Classifies across the ``__cause__``/``__context__`` chain, not just ``e`` itself: ``get_user_object`` + re-raises every DB failure as a bare ``ValueError``, so a type-based check on the top exception + would miss a real outage wrapped inside it.""" + from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler + + if PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(e): + raise HTTPException( + status_code=503, + detail="Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly.", + ) from None + + @staticmethod + async def _reject_if_admitted_owner_scim_deactivated(key_object: UserAPIKeyAuth) -> None: + """Fail closed with a 401 when the key's owning user was deactivated via SCIM. + + The standard pipeline enforces this inline in ``_user_api_key_auth_builder`` rather + than in ``common_checks``, so the centralized policy gate does not cover it; without + this mirror, IdP offboarding would leave the user's already-minted envelopes live + until expiry. A failed user lookup skips the gate (fail-open), matching the builder: + this is the one deliberately fail-open check in an otherwise fail-closed arm, so a + transient DB outage during this lookup admits the request rather than rejecting it, + keeping parity with how the standard pipeline treats the same lookup failure.""" + if key_object.user_id is None: + return + from litellm.proxy.auth.auth_checks import get_user_object + from litellm.proxy.proxy_server import prisma_client, user_api_key_cache + + try: + user_object = await get_user_object( + user_id=key_object.user_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + user_id_upsert=False, + ) + except Exception as e: # noqa: BLE001 # mirror the builder's fail-open user lookup; DB errors are of any type + verbose_logger.debug(f"bridge admission: user lookup failed, skipping SCIM gate: {e}") + user_object = None + if user_object is None or not isinstance(user_object.metadata, dict): + return + if user_object.metadata.get("scim_active") is False: + raise HTTPException(status_code=401, detail="Invalid or expired credential") + + @staticmethod + async def _enforce_admitted_live_policy(admitted: UserAPIKeyAuth, request: Request, route: str) -> None: + """Run the standard pipeline's authorization checks over the admitted identity. + + Mirrors the ``user_api_key_auth`` wrapper between the builder and its return: clear the + request-scoped ``budget_reservation`` on the reloaded identity, run the route gate + (``RouteChecks.should_call_route``) to enforce the identity's ``allowed_routes`` and any + disabled/admin-only route, then run ``_run_centralized_common_checks`` (the same gate every + builder path funnels through) for team-block, project-block, org, and budget. The route gate + closes a bypass: a key barred from MCP routes could otherwise mint an envelope at the token + endpoint (not itself an MCP route) and replay it against MCP, because the centralized checks + treat MCP as an inference route and never re-check ``allowed_routes``. + + Failures surface with the status the standard pipeline would give them, mirroring + ``UserAPIKeyAuthExceptionHandler``: a disallowed route is the route gate's own 403, an + over-budget identity is a 429, a sub-check that raised its own ``HTTPException``/ + ``ProxyException`` keeps that status, a transient database outage is a retryable 503, and + only a genuinely unresolvable failure (a blocked team/project raises a bare ``Exception``, + same as the standard pipeline's fallback) becomes the fail-closed 401. Collapsing every + failure to 401 was misleading: it told an over-budget but validly-authenticated caller their + credential was invalid, which on a DCR client reads as broken auth and can trigger a + pointless re-authorize loop that cannot fix a budget problem, and it masked a DB outage as an + auth error.""" + from litellm.proxy.auth.route_checks import RouteChecks + + admitted.budget_reservation = None + try: + RouteChecks.should_call_route(route=route, valid_token=admitted, request=request) + await _run_centralized_common_checks( + user_api_key_auth_obj=admitted, + request=request, + request_data=await _read_request_body(request=request), + route=route, + ) + except (HTTPException, ProxyException): + raise + except litellm.BudgetExceededError as e: + raise HTTPException(status_code=getattr(e, "status_code", 429), detail=str(e)) from None + except Exception as e: # noqa: BLE001 # untyped gate failure: retryable 503 for a DB outage, else fail closed 401 + MCPRequestHandler._raise_503_if_db_unavailable(e) + raise HTTPException(status_code=401, detail="Invalid or expired credential") from None + + @staticmethod + def _admitted_key_is_active(key_object: UserAPIKeyAuth) -> bool: + """False when the referenced key is blocked or past its expiry, so a revoked key + cannot be admitted through its still-unexpired envelope. Mirrors the active-key gate + the bridge token endpoint applies at mint time.""" + if key_object.blocked is True: + return False + expires = key_object.expires + if expires is None: + return True + expiry = expires if isinstance(expires, datetime) else datetime.fromisoformat(expires) + if expiry.tzinfo is None or expiry.tzinfo.utcoffset(expiry) is None: + expiry = expiry.replace(tzinfo=timezone.utc) + return expiry >= datetime.now(timezone.utc) + @staticmethod def _resolve_target_server_names(path: str, mcp_servers_header: Optional[List[str]]) -> List[str]: """ @@ -850,11 +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 @@ -1060,8 +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/bridge_token_flow.py b/litellm/proxy/_experimental/mcp_server/bridge_token_flow.py new file mode 100644 index 00000000000..19048e2eb7c --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/bridge_token_flow.py @@ -0,0 +1,694 @@ +"""Bridge token flow: litellm identity resolution and the DCR-bridge oauth_delegate mint/refresh pipeline.""" + +import math +from dataclasses import dataclass +from datetime import datetime, timezone +from typing import TYPE_CHECKING, Literal, Optional + +from fastapi import HTTPException, Request +from fastapi.responses import JSONResponse +from pydantic import SecretStr +from typing_extensions import assert_never + +from litellm._logging import verbose_logger +from litellm.proxy._experimental.mcp_server.oauth_utils import TOKEN_NO_CACHE_HEADERS +from litellm.types.mcp_server.mcp_server_manager import MCPServer + +if TYPE_CHECKING: + from litellm.proxy._experimental.mcp_server.discoverable_endpoints import _BridgeAuthorizationCode + from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import ( + EnvelopeIdentity, + EnvelopeKeys, + RefreshCredential, + UpstreamTokenGrant, + ) + from litellm.proxy._types import UserAPIKeyAuth + + +def _litellm_key_from_request(request: Request) -> Optional[str]: + """Return the LiteLLM API key presented on the request, or ``None``. + + Accepts the key from ``x-litellm-api-key`` (what MCP clients such as Claude Desktop/Code + send) as well as ``Authorization``; either may carry a bare token or ``Bearer ``. + ``x-litellm-api-key`` wins when both are present, since ``Authorization`` may instead carry + an OAuth/upstream bearer. + """ + for header_value in ( + request.headers.get("x-litellm-api-key"), + request.headers.get("Authorization") or request.headers.get("authorization"), + ): + if not header_value: + continue + value = header_value.strip() + if value.lower().startswith("bearer "): + value = value[7:].strip() + if value: + return value + return None + + +def _key_is_active(key_obj: "UserAPIKeyAuth") -> bool: + """``True`` when the presented key is neither blocked nor past its expiry. + + The OAuth token endpoint is unauthenticated, so the presented key is validated here before it is + trusted; a revoked or expired key must not mint a bridge envelope or write a stored credential. + ``get_key_object`` resolves a row without these checks (the main ``user_api_key_auth`` pipeline + enforces them downstream, which this endpoint bypasses), so they are applied here. Deleted keys + are already rejected upstream, where ``get_key_object`` raises on a row that no longer exists. + + This is an active-state gate only; it deliberately does not require a ``user_id``. A valid + team-scoped or service-account key has no ``user_id`` yet is a legitimate credential, so gating + on ``user_id`` presence would wrongly reject it. Callers that need the user (the per-user token + store) derive it separately via :func:`_active_key_user_id`. + + Total by design: ``expires`` is typed ``str | datetime``, and an unparseable string would make + ``datetime.fromisoformat`` raise. Since the callers run this outside their key-resolution + ``try``, an uncaught parse error would surface as a 500 instead of the endpoint's fail-closed + behavior, so a malformed expiry is treated as inactive (return ``False``) rather than raising. + """ + if key_obj.blocked is True: + return False + expires = key_obj.expires + if expires is not None: + if isinstance(expires, datetime): + expiry = expires + else: + try: + expiry = datetime.fromisoformat(expires) + except (ValueError, TypeError): + return False + if expiry.tzinfo is None or expiry.tzinfo.utcoffset(expiry) is None: + expiry = expiry.replace(tzinfo=timezone.utc) + if expiry < datetime.now(timezone.utc): + return False + return True + + +def _active_key_user_id(key_obj: "UserAPIKeyAuth") -> str | None: + """The active key's ``user_id``, or ``None`` when the key is blocked/expired or simply has no + ``user_id`` (a team-scoped or service-account key). Used only by the per-user token store, which + needs a user to key the stored credential; the bridge mint uses the key hash and does not.""" + return key_obj.user_id if _key_is_active(key_obj) else None + + +@dataclass(frozen=True, slots=True) +class _ResolvedKey: + """An active litellm key resolved from the token request: its hash (the value ``get_key_object`` + and the cache/DB layer key the record by) and the live record.""" + + key_hash: str + key: "UserAPIKeyAuth" + + +_KeyResolutionFailure = Literal["no_active_key", "unavailable", "unresolvable"] +"""Why a token request yielded no active litellm key, kept distinct so a caller statuses each truthfully +instead of blaming the client for a gateway problem: +- ``no_active_key``: none was presented, or the presented key is unknown / blocked / expired (the + caller's request is at fault) +- ``unavailable``: the auth database was transiently unreachable while resolving (retryable) +- ``unresolvable``: the gateway cannot resolve identity right now (no DB connection, or an unexpected + error) -- a gateway fault, not the caller's +The classification mirrors admission's ``_reload_admitted_key`` so the mint (ingress) and admission +(egress) never disagree on the status of the same outage.""" + + +async def _resolve_active_litellm_key(request: Request) -> "_ResolvedKey | _KeyResolutionFailure": + """Resolve the presented litellm key to an active key record, or say precisely why not. + + Single resolution path the OAuth token endpoint reuses, resolving authoritatively via + ``get_key_object`` (cache first, then DB). The failure is a value, not a bare ``None``, so a caller + can tell "the client sent no usable credential" (a request error) apart from "the gateway could not + check" (an infrastructure error) and status each truthfully; collapsing both to ``None`` is what let + a DB outage read as a 400. A resolved key is still gated by ``_key_is_active``, so a blocked or + expired key is ``no_active_key`` while a valid team-scoped or service-account key (no ``user_id``) + resolves. Classification mirrors admission's ``_reload_admitted_key``: no DB connection is a gateway + fault, a ``ProxyException`` / ``HTTPException`` from ``get_key_object`` is an unknown or invalid key, + a database-service-unavailable error is a retryable outage, and anything else is an unexpected + gateway fault.""" + token = _litellm_key_from_request(request) + if not token: + return "no_active_key" + from litellm.proxy._types import hash_token # noqa: PLC0415 # inline import avoids a module-load circular import + + return await _reload_active_key_by_hash(hash_token(token)) + + +async def _reload_active_key_by_hash(key_hash: str) -> "_ResolvedKey | _KeyResolutionFailure": + """Reload the live key record for ``key_hash`` (cache first, then DB) and gate it on active state, + returning the resolved key or a precise failure. Shared by the token request's presented-key + resolution (:func:`_resolve_active_litellm_key`, which hashes the presented key) and the refresh + path (which already holds the hash sealed in the refresh envelope), so both re-validate identity + through one active-key gate and one failure classification. Classification mirrors admission's + ``_reload_admitted_key``: no DB connection is a gateway fault, a ``ProxyException`` / ``HTTPException`` + from ``get_key_object`` is an unknown or invalid key, a database-service-unavailable error is a + retryable outage, and anything else is an unexpected gateway fault. A blocked or expired key is + ``no_active_key``, so a revoked key can neither mint nor refresh a bridge envelope.""" + from litellm.proxy._types import ( + ProxyException, # noqa: PLC0415 # inline import avoids a module-load circular import + ) + from litellm.proxy.auth.auth_checks import ( # noqa: PLC0415 # inline import avoids a module-load circular import + get_key_object, + ) + from litellm.proxy.db.exception_handler import ( # noqa: PLC0415 # inline import avoids a module-load circular import + PrismaDBExceptionHandler, + ) + from litellm.proxy.proxy_server import ( # noqa: PLC0415 # inline import avoids a module-load circular import + prisma_client, + user_api_key_cache, + ) + + if prisma_client is None: + return "unresolvable" + try: + key_obj = await get_key_object( + hashed_token=key_hash, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + ) + except (ProxyException, HTTPException): + return "no_active_key" + except Exception as exc: # noqa: BLE001 # classify: a DB outage is retryable, anything else is an opaque gateway fault + if PrismaDBExceptionHandler.is_database_service_unavailable_error(exc): + return "unavailable" + verbose_logger.debug( + "_reload_active_key_by_hash: unexpected key-resolution error (%s)", + type(exc).__name__, + ) + return "unresolvable" + if not _key_is_active(key_obj): + return "no_active_key" + return _ResolvedKey(key_hash=key_hash, key=key_obj) + + +async def _reload_active_user_by_id(user_id: str) -> "_KeyResolutionFailure | None": + """Re-validate a live litellm user by id, returning ``None`` when the user is active or a precise + failure otherwise. The interactive DCR client authenticates via SSO, so its refresh envelope seals a + user subject; renewing it must re-check the user is still live (present and not SCIM-deactivated) so a + deactivated user cannot keep refreshing, mirroring how admission re-validates the same user subject on + the egress side. No DB connection is a gateway fault (``unresolvable``) and a + database-service-unavailable error is a retryable outage (``unavailable``). Everything else fails + closed as ``no_active_key`` (the caller maps it to invalid_grant): a ``ProxyException`` / + ``HTTPException``, a SCIM-deactivated user, and, unlike the key path, a missing user. ``get_user_object`` + catches every DB failure and re-raises a bare ``ValueError`` (a deleted user and a real outage look + identical, the original error surviving only as ``__context__``), so the outage check walks the cause + chain, and a missing user falls through to ``no_active_key`` rather than an opaque gateway fault.""" + from litellm.proxy._types import ( + ProxyException, # noqa: PLC0415 # inline import avoids a module-load circular import + ) + from litellm.proxy.auth.auth_checks import ( # noqa: PLC0415 # inline import avoids a module-load circular import + get_user_object, + ) + from litellm.proxy.db.exception_handler import ( # noqa: PLC0415 # inline import avoids a module-load circular import + PrismaDBExceptionHandler, + ) + from litellm.proxy.proxy_server import ( # noqa: PLC0415 # inline import avoids a module-load circular import + prisma_client, + user_api_key_cache, + ) + + if prisma_client is None: + return "unresolvable" + try: + user_object = await get_user_object( + user_id=user_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + user_id_upsert=False, + ) + except (ProxyException, HTTPException): + return "no_active_key" + except Exception as exc: # noqa: BLE001 # a DB outage is retryable; a missing user (get_user_object's wrapped ValueError) or any other resolution failure fails closed as no_active_key, never a 500 + if PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(exc): + return "unavailable" + verbose_logger.debug("_reload_active_user_by_id: user-resolution error (%s)", type(exc).__name__) + return "no_active_key" + if user_object is None: + return "no_active_key" + if isinstance(user_object.metadata, dict) and user_object.metadata.get("scim_active") is False: + return "no_active_key" + return None + + +async def _key_owner_scim_deactivated(key: "UserAPIKeyAuth") -> bool: + """True only when the key's owning user was explicitly SCIM-deactivated, so a refresh revokes an + offboarded owner's key exactly as admission does via ``_reject_if_admitted_owner_scim_deactivated``. + A key with no owner, a missing owner record, or a failed lookup fails OPEN (returns ``False``), + matching admission and the standard builder: a key may outlive its owner record, and a transient DB + blip must not revoke a live key. Only an explicit ``scim_active`` of ``False`` gates renewal.""" + if key.user_id is None: + return False + from litellm.proxy.auth.auth_checks import ( # noqa: PLC0415 # inline import avoids a module-load circular import + get_user_object, + ) + from litellm.proxy.proxy_server import ( # noqa: PLC0415 # inline import avoids a module-load circular import + prisma_client, + user_api_key_cache, + ) + + if prisma_client is None: + return False + try: + owner = await get_user_object( + user_id=key.user_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + user_id_upsert=False, + ) + except Exception as exc: # noqa: BLE001 # fail open: a missing owner (get_user_object's wrapped ValueError) or a DB blip must not revoke a live key + verbose_logger.debug("refresh: key-owner SCIM lookup failed, not revoking (%s)", type(exc).__name__) + return False + return owner is not None and isinstance(owner.metadata, dict) and owner.metadata.get("scim_active") is False + + +async def _revalidate_active_subject(identity: "EnvelopeIdentity") -> "_KeyResolutionFailure | None": + """Re-validate that the subject sealed in a refresh envelope is still live, dispatching on its type: + a key_hash reloads the virtual key, a user_id reloads the user. Returns ``None`` when the subject is + active or a precise failure otherwise, so revocation gates renewal for either identity source the same + way admission gates the egress: a blocked or expired key, a SCIM-deactivated key owner (mirroring + admission's owner check, so an offboarded user cannot keep renewing a still-active key), and a + deactivated or deleted user all fail closed to ``no_active_key``.""" + match identity.subject_type: + case "key_hash": + reloaded = await _reload_active_key_by_hash(identity.subject) + if not isinstance(reloaded, _ResolvedKey): + return reloaded + if await _key_owner_scim_deactivated(reloaded.key): + return "no_active_key" + return None + case "user_id": + return await _reload_active_user_by_id(identity.subject) + case _: + assert_never(identity.subject_type) + + +async def _extract_user_id_from_request(request: Request) -> str | None: + """The litellm ``user_id`` for the token request, so a per-user token is stored under the same + identity the egress later reads it by. Storage is best-effort, so every non-resolved outcome + (including a transient DB outage) collapses to ``None`` here and the caller simply skips the store; + the bridge mint, which must status those outcomes differently, consumes + :func:`_resolve_active_litellm_key` directly.""" + resolved = await _resolve_active_litellm_key(request) + if not isinstance(resolved, _ResolvedKey): + return None + return _active_key_user_id(resolved.key) + + +_UpstreamGrantRejection = Literal["no_access_token", "expired_lifetime"] +"""Why an upstream token response cannot back a bridge envelope: +- ``no_access_token``: the response carries no usable ``access_token`` +- ``expired_lifetime``: the response reports a parseable, non-positive ``expires_in``, i.e. an upstream + token that is already dead, so sealing it would forward a bearer the edge cannot use +An absent or unparseable ``expires_in`` is NOT a rejection; the lifetime is merely unknown and the +envelope caps it, the by-design behaviour for an upstream that omits the field.""" + + +def _classify_upstream_lifetime(raw_expires_in: object) -> "int | Literal['unspecified', 'expired']": + """Classify an upstream ``expires_in`` into a positive number of seconds, ``"unspecified"`` (absent + or unparseable, so the envelope caps it), or ``"expired"`` (a non-positive value the upstream reports + as already elapsed). Telling "we do not know the lifetime" apart from "the upstream says it is + already dead" is what stops an explicitly-expired token from silently receiving the envelope's 1h + cap. The expired decision is made on the parsed numeric value, not on ``int(...)`` of it, so a + positive sub-second lifetime in ``(0, 1)`` is not truncated to ``0`` and misread as elapsed; the + envelope works in whole seconds, so such a lifetime clamps up to its 1s floor. ``bool`` is excluded + (an ``int`` subclass but never a real lifetime), and the conversions can raise on ``NaN`` / + ``Infinity`` / oversized input, which reads as unparseable rather than surfacing as a 500.""" + if raw_expires_in is None or isinstance(raw_expires_in, bool) or not isinstance(raw_expires_in, (int, float, str)): + return "unspecified" + try: + numeric = float(raw_expires_in) + seconds = int(numeric) + except (ValueError, TypeError, OverflowError): + return "unspecified" + if numeric <= 0: + return "expired" + return max(1, seconds) + + +def _bridge_grant_from_token_response(token_response: object) -> "UpstreamTokenGrant | _UpstreamGrantRejection": + """Validate an upstream OAuth token response into a typed grant, or say why it cannot back an + envelope. Each field is isinstance-checked so nothing untyped from ``response.json()`` reaches the + grant. ``expires_in`` is read three ways (see :func:`_classify_upstream_lifetime`): an unknown + lifetime leaves the grant ``expires_in`` ``None`` for the envelope to cap, a positive value is + honoured, and an explicit already-elapsed value is a rejection rather than a silent fall-through to + the cap.""" + from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import ( # noqa: PLC0415 # inline import avoids a module-load circular import + UpstreamTokenGrant, + ) + + if not isinstance(token_response, dict): + return "no_access_token" + access = token_response.get("access_token") + if not isinstance(access, str) or not access: + return "no_access_token" + lifetime = _classify_upstream_lifetime(token_response.get("expires_in")) + if lifetime == "expired": + return "expired_lifetime" + token_type = token_response.get("token_type") + scope = token_response.get("scope") + return UpstreamTokenGrant( + access_token=SecretStr(access), + token_type=token_type if isinstance(token_type, str) and token_type else "Bearer", + # The upstream refresh_token is deliberately NOT sealed: the edge never consumes it (it forwards + # only token_type + access_token), so it would be dead weight embedding a long-lived upstream + # credential in the client-held bearer, and it enlarges the envelope. Refresh support is a + # follow-up (a dedicated refresh-envelope); the client re-runs authorization_code at the cap. + refresh_token=None, + scope=scope if isinstance(scope, str) and scope else None, + expires_in=lifetime if isinstance(lifetime, int) else None, + ) + + +# --------------------------------------------------------------------------- +# DCR-bridge oauth_delegate mint: a three-phase pipeline whose failures are values. +# +# prepare (before the upstream exchange) -> validate every precondition and resolve identity+keys +# exchange (the single-use upstream code is consumed here, in exchange_token_with_server) +# finish (after the exchange) -> seal the upstream grant into the client-held envelope +# +# Every precondition lives in ``prepare``, which runs BEFORE the exchange, so no failure can burn the +# single-use code or rotate a refresh token, for either grant type -- that whole class of bug is gone +# by construction rather than guarded case by case. Failures are values mapped to an OAuth-shaped +# response in one place (``_bridge_mint_error_response``), so status codes and the RFC 6749 §5.2 body +# shape are uniform. Adding a failure mode is a new literal plus a match arm the type checker forces. +# --------------------------------------------------------------------------- + +_BridgeMintError = Literal[ + "no_identity", + "invalid_refresh", + "identity_unavailable", + "identity_unresolvable", + "not_configured", + "no_upstream_token", + "upstream_token_expired", + "too_large", +] + + +@dataclass(frozen=True, slots=True) +class _BridgeMintReady: + """Everything the seal needs, resolved once before the exchange: the identity to bind the envelope + to and the master-key-derived envelope keys. The identity is a key_hash subject for the scripted + two-header client (resolved from the litellm key it presents) or a user_id subject for the + interactive SSO client (the user recovered from the gateway authorization code), so one phase-3 seal + serves both. Resolving identity here means ``_finish_bridge_mint`` has no preconditions left to + fail.""" + + identity: "EnvelopeIdentity" + keys: "EnvelopeKeys" + + +def _bridge_mint_error_response(error: _BridgeMintError) -> JSONResponse: + """Map a bridge-mint failure value to its token-endpoint response: one place, RFC 6749 §5.2 shape + (top-level ``error``, no-store headers) for every case, with a status truthful about where the + failure is. The caller's request is 400, a transient gateway outage is 503, a gateway + misconfiguration is 500, and an upstream problem is 502. The identity-resolution statuses match how + admission statuses the same conditions on the egress side, so mint and admit never disagree under + one outage.""" + match error: + case "no_identity": + status, code, desc = ( + 400, + "invalid_request", + "this server issues a gateway-bound credential; complete the interactive sign-in, or " + "send a litellm credential (x-litellm-api-key or Authorization) on the token request", + ) + case "invalid_refresh": + status, code, desc = ( + 400, + "invalid_grant", + "the refresh credential is not a valid, live refresh envelope for this server; " + "re-run authorization_code to obtain a new one", + ) + case "identity_unavailable": + status, code, desc = ( + 503, + "temporarily_unavailable", + "the authentication database is temporarily unreachable; retry shortly", + ) + case "identity_unresolvable": + status, code, desc = ( + 500, + "server_error", + "the gateway could not resolve the litellm identity for this request", + ) + case "not_configured": + status, code, desc = ( + 500, + "server_error", + "the gateway is not configured to mint a gateway-bound credential (master_key is not set)", + ) + case "no_upstream_token": + status, code, desc = ( + 502, + "server_error", + "the upstream token response has no usable access_token", + ) + case "upstream_token_expired": + status, code, desc = ( + 502, + "server_error", + "the upstream token response reports an already-expired lifetime", + ) + case "too_large": + status, code, desc = ( + 502, + "server_error", + "the upstream token is too large to seal into a gateway-bound credential", + ) + case _: + assert_never(error) + return JSONResponse( + status_code=status, content={"error": code, "error_description": desc}, headers=TOKEN_NO_CACHE_HEADERS + ) + + +def _key_resolution_failure_to_mint_error(failure: _KeyResolutionFailure) -> _BridgeMintError: + """Lift an identity-resolution failure into the mint taxonomy, preserving origin so the status stays + truthful: the caller's missing credential is 400, a transient DB outage is 503, and a gateway that + cannot resolve identity is 500.""" + match failure: + case "no_active_key": + return "no_identity" + case "unavailable": + return "identity_unavailable" + case "unresolvable": + return "identity_unresolvable" + case _: + assert_never(failure) + + +def _upstream_rejection_to_mint_error(rejection: _UpstreamGrantRejection) -> _BridgeMintError: + """Lift an upstream-response rejection into the mint taxonomy; both are upstream faults (502).""" + match rejection: + case "no_access_token": + return "no_upstream_token" + case "expired_lifetime": + return "upstream_token_expired" + case _: + assert_never(rejection) + + +async def _prepare_bridge_mint( + request: Request, + mcp_server: MCPServer, + bridge_identity: "_BridgeAuthorizationCode | None" = None, +) -> "_BridgeMintReady | _BridgeMintError": + """Phase 1 for the authorization_code grant, BEFORE the upstream exchange: confirm the gateway can + mint (master_key set), resolve the litellm identity, and derive the envelope keys. Returns a ready + context or a precise failure value. Running before the exchange is what makes every failure here fail + closed without consuming the single-use code. + + Two identity sources, one envelope. The interactive DCR client authenticates via SSO at the bridged + authorize, so its identity arrives as ``bridge_identity`` (the user recovered from the gateway + authorization code) and mints a user subject. The scripted two-header client presents a litellm key + on the token request instead, so its identity is the active key's hash and mints a key_hash subject. + A missing or invalid presented key keeps its resolution origin so the mapper statuses it truthfully; + neither source present is ``no_identity``. The refresh_token grant has its own phase-1 + (:func:`_prepare_bridge_refresh`), which recovers identity from the presented refresh envelope.""" + from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import ( # noqa: PLC0415 # inline import avoids a module-load circular import + envelope_keys_from_master_key, + ) + from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import ( # noqa: PLC0415 # inline import avoids a module-load circular import + key_hash_identity, + user_identity, + ) + from litellm.proxy.proxy_server import ( # noqa: PLC0415 # inline import avoids a module-load circular import + master_key, + ) + + if not master_key: + return "not_configured" + keys = envelope_keys_from_master_key(master_key) + if bridge_identity is not None: + identity = user_identity(server_id=mcp_server.server_id, user_id=bridge_identity.litellm_user_id) + return _BridgeMintReady(identity=identity, keys=keys) + resolved = await _resolve_active_litellm_key(request) + if not isinstance(resolved, _ResolvedKey): + return _key_resolution_failure_to_mint_error(resolved) + identity = key_hash_identity(server_id=mcp_server.server_id, key_hash=resolved.key_hash) + return _BridgeMintReady(identity=identity, keys=keys) + + +@dataclass(frozen=True, slots=True) +class _BridgeRefreshReady: + """A validated refresh request: the identity+keys to mint the renewed pair under, the upstream refresh + token (unwrapped from the client's refresh envelope) to exchange with the upstream IdP, and the scope + sealed alongside it at mint. The upstream refresh token is a ``SecretStr`` like every other credential + in this layer, so a repr or a traceback that captures this value never exposes the raw upstream refresh + token in plaintext. ``upstream_scope`` carries the originally-granted scope so the renewal re-requests + it when the client (a DCR/MCP client that typically omits scope on refresh) sends none, keeping the + renewed token's scope stable against an upstream that would otherwise narrow or drop it.""" + + ready: "_BridgeMintReady" + upstream_refresh_token: SecretStr + upstream_scope: str | None = None + + +def _refresh_key_failure_to_mint_error(failure: _KeyResolutionFailure) -> _BridgeMintError: + """Lift an identity-resolution failure on the refresh path into the mint taxonomy. Unlike the mint + path, a resolved-but-inactive (or unknown) key is ``invalid_grant`` rather than ``invalid_request``: + the client did present an identity (sealed in the refresh envelope), but it is no longer live, so the + refresh is invalid and the client must re-authenticate. A transient outage is still 503 and a gateway + fault still 500, matching the mint path and admission.""" + match failure: + case "no_active_key": + return "invalid_refresh" + case "unavailable": + return "identity_unavailable" + case "unresolvable": + return "identity_unresolvable" + case _: + assert_never(failure) + + +async def _prepare_bridge_refresh( + mcp_server: MCPServer, refresh_value: str | None +) -> "_BridgeRefreshReady | _BridgeMintError": + """Phase 1 for the refresh_token grant, BEFORE the upstream exchange: open the client's refresh + envelope, re-validate the sealed litellm identity so a revoked key cannot keep refreshing, and + recover the upstream refresh token to exchange. Identity comes entirely from the sealed envelope, not + the HTTP request, so the request object is not needed here. The client presents a refresh envelope, + never a raw upstream refresh token, so a missing value, a non-envelope, an unopenable envelope, or one + minted for another server is ``invalid_grant``. Running before the exchange means a rejected refresh + never consumes or rotates the upstream refresh token.""" + from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import ( # noqa: PLC0415 # inline import avoids a module-load circular import + BridgeRefreshOpened, + envelope_keys_from_master_key, + open_bridge_refresh_envelope, + ) + from litellm.proxy.proxy_server import ( # noqa: PLC0415 # inline import avoids a module-load circular import + master_key, + ) + + if not master_key: + return "not_configured" + if not refresh_value: + return "invalid_refresh" + keys = envelope_keys_from_master_key(master_key) + opened = open_bridge_refresh_envelope(refresh_value, keys, datetime.now(timezone.utc), mcp_server.server_id) + if not isinstance(opened, BridgeRefreshOpened): + return "invalid_refresh" + failure = await _revalidate_active_subject(opened.identity) + if failure is not None: + return _refresh_key_failure_to_mint_error(failure) + return _BridgeRefreshReady( + ready=_BridgeMintReady(identity=opened.identity, keys=keys), + upstream_refresh_token=opened.refresh.refresh_token, + upstream_scope=opened.refresh.scope, + ) + + +def _finish_bridge_mint( + ready: "_BridgeMintReady", mcp_server: MCPServer, token_response: object, now: datetime +) -> "JSONResponse | _BridgeMintError": + """Phase 3, AFTER the upstream exchange: seal the upstream grant into the client-held access envelope + using the pre-resolved identity and keys, and, when the upstream returned a refresh token, seal a + long-lived refresh envelope alongside it so the client can renew without re-authenticating. Shared by + the authorization_code and refresh_token paths, so a renewal that the upstream rotates re-issues a + fresh refresh envelope. The only hard failures here are properties of the upstream access token (no + usable token, an already-expired lifetime, or a token too large to seal); a refresh token that cannot + be sealed degrades to an access-only response rather than failing the whole exchange.""" + from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import ( # noqa: PLC0415 # inline import avoids a module-load circular import + build_bridge_token_response, + ) + from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import ( # noqa: PLC0415 # inline import avoids a module-load circular import + SealedEnvelope, + UpstreamTokenGrant, + ) + + grant = _bridge_grant_from_token_response(token_response) + if not isinstance(grant, UpstreamTokenGrant): + return _upstream_rejection_to_mint_error(grant) + sealed = build_bridge_token_response(ready.identity, grant, ready.keys, now) + if not isinstance(sealed, SealedEnvelope): + return "too_large" + # Report expires_in from the JWT's own second-truncated exp, rounding the elapsed portion up, so the + # client is never told the bearer lives past the point admission (which uses that exp) rejects it. + expires_in = max(0, int(sealed.expires_at.timestamp()) - math.ceil(now.timestamp())) + refresh_envelope = _mint_refresh_envelope_value(ready.identity, token_response, ready.keys, now, mcp_server) + body = { + "access_token": sealed.token.get_secret_value(), + "token_type": "Bearer", + "expires_in": expires_in, + # A refresh envelope rides along only when the upstream returned a refresh token to seal; when it + # rotates on renewal, the client receives the new one and the old envelope's upstream token dies. + **({"refresh_token": refresh_envelope} if refresh_envelope is not None else {}), + } + return JSONResponse(body, headers=TOKEN_NO_CACHE_HEADERS) + + +def _upstream_refresh_credential(token_response: object) -> "RefreshCredential | None": + """Extract the upstream refresh grant from a token response, or ``None`` when there is none to seal. + Each field is isinstance-checked so nothing untyped reaches the refresh envelope; ``refresh_expires_in`` + (the refresh token's own lifetime, when the upstream reports it) is classified like ``expires_in`` and + bounds the refresh envelope's TTL. An upstream that reports the refresh token itself as already elapsed + (``refresh_expires_in`` non-positive) yields ``None`` rather than a refresh envelope: sealing a dead + token would hand the client a full-TTL-capped envelope the IdP will reject, so the exchange degrades to + an access-only response (the client re-authenticates at access expiry), mirroring how + :func:`_bridge_grant_from_token_response` refuses an already-elapsed access token instead of capping it.""" + from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import ( # noqa: PLC0415 # inline import avoids a module-load circular import + RefreshCredential, + ) + + if not isinstance(token_response, dict): + return None + refresh = token_response.get("refresh_token") + if not isinstance(refresh, str) or not refresh: + return None + lifetime = _classify_upstream_lifetime(token_response.get("refresh_expires_in")) + if lifetime == "expired": + return None + scope = token_response.get("scope") + return RefreshCredential( + refresh_token=SecretStr(refresh), + scope=scope if isinstance(scope, str) and scope else None, + expires_in=lifetime if isinstance(lifetime, int) else None, + ) + + +def _mint_refresh_envelope_value( + identity: "EnvelopeIdentity", token_response: object, keys: "EnvelopeKeys", now: datetime, mcp_server: MCPServer +) -> str | None: + """Seal the upstream refresh grant (if any) into a refresh envelope and return its bearer string, or + ``None`` when the upstream returned no refresh token or the refresh token is too large to seal. A + too-large refresh token degrades to an access-only response (logged) rather than failing an exchange + that already succeeded upstream: the client simply re-authenticates when the access envelope expires.""" + from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import ( # noqa: PLC0415 # inline import avoids a module-load circular import + build_bridge_refresh_token_response, + ) + from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import ( # noqa: PLC0415 # inline import avoids a module-load circular import + SealedEnvelope, + ) + + refresh_credential = _upstream_refresh_credential(token_response) + if refresh_credential is None: + return None + sealed = build_bridge_refresh_token_response(identity, refresh_credential, keys, now) + if isinstance(sealed, SealedEnvelope): + return sealed.token.get_secret_value() + verbose_logger.warning( + "bridge mint: the upstream refresh token is too large to seal into a refresh envelope for " + "server=%s; issuing an access-only response, so the client re-authenticates at access expiry", + mcp_server.server_id, + ) + return None diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py index e4f8b0c331d..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, ) @@ -48,10 +49,12 @@ if TYPE_CHECKING: _AUTH_FLOW_SCOPED_FIELDS: frozenset = frozenset( { + "issuer", "authorization_url", "token_url", "registration_url", "oauth2_flow", + "dcr_bridge", "token_exchange_endpoint", "audience", "subject_token_type", @@ -59,6 +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 @@ -75,6 +85,34 @@ _TOKEN_EXCHANGE_COLUMN_FIELDS: frozenset = frozenset( } ) +# The client-forwarded token modes share one stored-credential shape: the admin-declared upstream +# OAuth app (client_id/client_secret) plus the same authorize relay, and neither mints anything the +# gateway keeps. So a switch WITHIN this class must preserve the stored app, unlike a cross-class +# switch (e.g. an oauth2 row whose client may be DCR-minted and is not reusable elsewhere). +_CLIENT_FORWARDED_AUTH_TYPES: frozenset = frozenset({"true_passthrough", "oauth_delegate"}) + +# Minted token material that must never survive a client rotation on a persisted row. +_MINTED_TOKEN_CREDENTIAL_FIELDS: frozenset = frozenset({"access_token", "refresh_token", "expires_in"}) + + +def _credential_auth_class(auth_type: Optional[str]) -> Optional[str]: + """Collapse the client-forwarded modes to one credential class; every other auth_type is its own + class. Used so credential handling keys off whether the stored-credential shape actually changed, + not off a raw auth_type inequality that treats true_passthrough<->oauth_delegate as a full reset.""" + if auth_type in _CLIENT_FORWARDED_AUTH_TYPES: + return "client_forwarded" + return auth_type + + +def _drop_stale_minted_on_client_rotation(merged: Dict[str, Any], new_creds: Dict[str, Any]) -> Dict[str, Any]: + """When the update rotates the client, drop stale minted token keys it did not itself set, so an old + app's access/refresh token never rides forward under the new client. A no-op when no client key changed.""" + if "client_id" not in new_creds and "client_secret" not in new_creds: + return merged + return { + key: value for key, value in merged.items() if key not in _MINTED_TOKEN_CREDENTIAL_FIELDS or key in new_creds + } + def _is_global_env_var_scope(scope: Any) -> bool: """``scope="user"`` entries are placeholders the user fills in; everything @@ -337,6 +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: @@ -368,6 +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", @@ -602,6 +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}) @@ -668,25 +714,46 @@ 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( - data.auth_type and existing and existing.auth_type is not None and existing.auth_type != data.auth_type + data.auth_type + 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 @@ -711,11 +778,12 @@ async def update_mcp_server( # would wipe encrypted secrets that the UI cannot display back. if "credentials" in data_dict and data_dict["credentials"] is not None: if existing and existing.credentials: - # Only merge when auth_type is unchanged. Switching auth types - # (e.g. oauth2 → api_key) should replace credentials entirely - # to avoid stale secrets from the previous auth type lingering. - auth_type_unchanged = data.auth_type is None or data.auth_type == existing.auth_type - if auth_type_unchanged: + # Only merge when the credential CLASS is unchanged. A cross-class switch + # (e.g. oauth2 → api_key, or oauth2 → true_passthrough) replaces credentials + # entirely to avoid stale secrets from the previous class lingering; a switch + # within the client-forwarded class (true_passthrough ↔ oauth_delegate) keeps + # the same declared app and so must merge, not replace. + if not auth_type_changed: existing_creds = ( json.loads(existing.credentials) if isinstance(existing.credentials, str) @@ -726,8 +794,9 @@ async def update_mcp_server( if isinstance(data_dict["credentials"], str) else dict(data_dict["credentials"]) ) - # New values override existing; existing keys not in update are preserved - merged = {**existing_creds, **new_creds} + # New values override existing; existing keys not in update are preserved. A client + # rotation additionally drops the previous app's stale minted token keys. + merged = _drop_stale_minted_on_client_rotation({**existing_creds, **new_creds}, new_creds) # Migrate-on-write for legacy rows: token-exchange settings the # old blob shape carried move to their dedicated columns (unless # the caller set the column this update, or the row already has @@ -746,6 +815,14 @@ async def update_mcp_server( # Add audit fields data_dict["updated_by"] = touched_by + # prisma-python rejects a raw ``None`` for a ``Json?`` field ("value is required but not set"); the + # clear paths above use ``None`` as the merge-skip sentinel, so translate it here to ``Json(None)``, + # which writes SQL null and reads back as ``None``. Done at the edge so the merge guards stay simple. + if "credentials" in data_dict and data_dict["credentials"] is None: + from prisma import Json # noqa: PLC0415 # local import: prisma may be ungenerated at module load in some tools + + data_dict["credentials"] = Json(None) + updated_mcp_server = await MCPServerRepository(prisma_client).table.update( where={"server_id": data.server_id}, data=data_dict, # type: ignore @@ -755,26 +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: @@ -789,9 +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, ) @@ -1140,6 +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 4fd47a97066..882c34dbd6a 100644 --- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py @@ -10,7 +10,7 @@ from urllib.parse import parse_qsl, urlencode, urlparse, urlunparse import httpx from fastapi import APIRouter, Form, HTTPException, Request from fastapi.responses import HTMLResponse, JSONResponse, RedirectResponse, Response -from pydantic import BaseModel, ValidationError +from pydantic import BaseModel, ConfigDict, Field, SecretStr, ValidationError from litellm._logging import verbose_logger from litellm.llms.custom_httpx.http_handler import ( @@ -21,10 +21,29 @@ from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import ( TokenEndpointAuthConfigError, build_token_endpoint_client_auth, ) +from litellm.proxy._experimental.mcp_server.bridge_token_flow import ( + _bridge_mint_error_response, + _BridgeMintReady, + _BridgeRefreshReady, + _extract_user_id_from_request, + _finish_bridge_mint, + _prepare_bridge_mint, + _prepare_bridge_refresh, +) +from litellm.proxy._experimental.mcp_server.faults import ( + CallerRejected, + CredentialSource, + UpstreamProtocolFault, + classify_upstream_dcr_rejection, + classify_upstream_token_rejection, + dcr_fault_detail, + render_token_fault, +) 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 ( @@ -32,12 +51,11 @@ 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 if TYPE_CHECKING: - from litellm.proxy._types import LiteLLM_MCPServerTable, UserAPIKeyAuth + from litellm.proxy._types import LiteLLM_MCPServerTable # TTL cache for upstream OAuth metadata fetched from pass-through MCP servers. # Keeps us from hammering the upstream IdP on each discovery request. @@ -91,6 +109,8 @@ def encode_state_with_base_url( code_challenge: Optional[str] = None, code_challenge_method: Optional[str] = None, client_redirect_uri: Optional[str] = None, + litellm_user_id: str | None = None, + mcp_server_id: str | None = None, ) -> str: """ Encode the base_url, original state, and PKCE parameters using encryption. @@ -101,6 +121,11 @@ def encode_state_with_base_url( code_challenge: PKCE code challenge from client code_challenge_method: PKCE code challenge method from client client_redirect_uri: Original redirect_uri from client + litellm_user_id: The SSO-authenticated litellm user captured at the bridge authorize + (interactive dcr_bridge oauth_delegate only); the callback seals it into the gateway + authorization code so the token mint can bind the envelope to this user + mcp_server_id: The bridge server the interactive flow targets, sealed alongside + litellm_user_id so the gateway code cannot be replayed against another server Returns: An encrypted string that encodes all values @@ -111,6 +136,8 @@ def encode_state_with_base_url( "code_challenge": code_challenge, "code_challenge_method": code_challenge_method, "client_redirect_uri": client_redirect_uri, + "litellm_user_id": litellm_user_id, + "mcp_server_id": mcp_server_id, } state_json = json.dumps(state_data, sort_keys=True) encrypted_state = encrypt_value_helper(state_json) @@ -138,6 +165,68 @@ def decode_state_hash(encrypted_state: str) -> dict: return state_data +_BRIDGE_AUTH_CODE_PREFIX = "llm_bcode_" + + +class _BridgeAuthorizationCode(BaseModel): + """The identity and upstream code the gateway seals into the authorization code it hands a DCR + client for an interactive dcr_bridge oauth_delegate sign-in, recovered at the token endpoint.""" + + model_config = ConfigDict(frozen=True) + upstream_code: str = Field(min_length=1) + litellm_user_id: str = Field(min_length=1) + mcp_server_id: str = Field(min_length=1) + + +def is_bridge_authorization_code(code: str) -> bool: + """Cheap prefix check that ``code`` is a gateway-sealed bridge authorization code rather than a + raw upstream code, so the token endpoint can route without decrypting.""" + return code.startswith(_BRIDGE_AUTH_CODE_PREFIX) + + +def seal_bridge_authorization_code(upstream_code: str, litellm_user_id: str, mcp_server_id: str) -> str: + """Seal the upstream authorization code and the SSO-captured litellm user into a gateway + authorization code. The DCR client only echoes this opaque value back at the token endpoint; the + gateway decrypts it there to recover the user (to bind the envelope) and the upstream code (to + exchange with the upstream), so a litellm identity captured in the browser at authorize survives + to the back-channel token call with nothing stored server-side. Encrypted with the repo's + authenticated symmetric helper (the same family the OAuth state uses), so the client can neither + read nor forge it.""" + payload = json.dumps( + {"upstream_code": upstream_code, "litellm_user_id": litellm_user_id, "mcp_server_id": mcp_server_id}, + sort_keys=True, + ) + return _BRIDGE_AUTH_CODE_PREFIX + encrypt_value_helper(payload) + + +def open_bridge_authorization_code(code: str) -> _BridgeAuthorizationCode | None: + """Recover the sealed identity and upstream code, or ``None`` when ``code`` is not a gateway + bridge code or does not decrypt / validate. Total over hostile input: a raw upstream code (the + scripted two-header path) returns ``None`` and the caller falls through to the existing + behavior.""" + if not is_bridge_authorization_code(code): + return None + decrypted = decrypt_value_helper( + code[len(_BRIDGE_AUTH_CODE_PREFIX) :], "bridge_authorization_code", return_original_value=False + ) + if not isinstance(decrypted, str): + return None + try: + return _BridgeAuthorizationCode.model_validate_json(decrypted) + except ValidationError: + return None + + +def _redirect_to_litellm_login(request: Request) -> RedirectResponse: + """Send an unauthenticated browser through litellm login before the interactive bridge authorize + can capture its identity. The bridge oauth_delegate flow seals the SSO user into the gateway code, + so a session is required; without one there is nothing to bind. After login the user re-initiates + the connection, which then finds the session cookie (the seamless return-to round-trip, which is + origin-validated against the control-plane URL, is a follow-up).""" + base_url = get_request_base_url(request) + return RedirectResponse(f"{base_url}/sso/key/generate") + + # LIT-4197: some upstream authorization servers reject an over-long ``state`` # (the encrypted OAuth session blob routinely exceeds their limit). The upstream # only needs an opaque value it echoes back on ``/callback``, so we forward a @@ -304,90 +393,6 @@ def _validate_token_response( ) -def _litellm_key_from_request(request: Request) -> Optional[str]: - """Return the LiteLLM API key presented on the request, or ``None``. - - Accepts the key from ``x-litellm-api-key`` (what MCP clients such as Claude Desktop/Code - send) as well as ``Authorization``; either may carry a bare token or ``Bearer ``. - ``x-litellm-api-key`` wins when both are present, since ``Authorization`` may instead carry - an OAuth/upstream bearer. - """ - for header_value in ( - request.headers.get("x-litellm-api-key"), - request.headers.get("Authorization") or request.headers.get("authorization"), - ): - if not header_value: - continue - value = header_value.strip() - if value.lower().startswith("bearer "): - value = value[7:].strip() - if value: - return value - return None - - -def _active_key_user_id(key_obj: "UserAPIKeyAuth") -> Optional[str]: - """The key's ``user_id``, or ``None`` if the key is blocked or expired. - - The OAuth token endpoint is unauthenticated, so the presented key is validated here before its - identity is trusted to key a stored credential; a revoked or expired key must not be able to - write or overwrite the per-user OAuth token. ``get_key_object`` resolves a row without these - checks (the main ``user_api_key_auth`` pipeline enforces them downstream, which this endpoint - bypasses), so they are applied here. Deleted keys are already rejected upstream, where - ``get_key_object`` raises on a row that no longer exists. - """ - if key_obj.blocked is True: - return None - expires = key_obj.expires - if expires is not None: - expiry = expires if isinstance(expires, datetime) else datetime.fromisoformat(expires) - if expiry.tzinfo is None or expiry.tzinfo.utcoffset(expiry) is None: - expiry = expiry.replace(tzinfo=timezone.utc) - if expiry < datetime.now(timezone.utc): - return None - return key_obj.user_id - - -async def _extract_user_id_from_request(request: Request) -> Optional[str]: - """Resolve the LiteLLM ``user_id`` at the OAuth token endpoint so a per-user token is stored - under the same identity the egress later reads it by (``user_api_key_auth.user_id``). - - Resolves authoritatively via ``get_key_object`` (cache first, then DB) instead of a raw cache - peek. On a multi-replica gateway the token-exchange request can land on a worker whose in-memory - cache never saw the key, and a cross-replica Redis hit deserializes to a plain ``dict`` rather - than a ``UserAPIKeyAuth``; the previous code read only ``Authorization`` and did - ``getattr(cached, "user_id")`` with no ``model_type`` rehydration and no DB fallback, so it - silently returned ``None`` and the token was never persisted, which makes the egress 401 on every - reconnect. The resolved key is validated (``_active_key_user_id``) before its identity is trusted, - so a blocked or expired key cannot write. Returns ``None`` when no key is present, the key cannot - be resolved, or it is blocked/expired. - """ - token = _litellm_key_from_request(request) - if not token: - return None - try: - from litellm.proxy._types import hash_token # noqa: PLC0415 - from litellm.proxy.auth.auth_checks import get_key_object # noqa: PLC0415 - from litellm.proxy.proxy_server import ( # noqa: PLC0415 - prisma_client, - user_api_key_cache, - ) - - key_obj = await get_key_object( - hashed_token=hash_token(token), - prisma_client=prisma_client, - user_api_key_cache=user_api_key_cache, - ) - return _active_key_user_id(key_obj) - except Exception as exc: - verbose_logger.debug( - "_extract_user_id_from_request: could not resolve a LiteLLM user_id for the presented " - "key (%s); per-user token will not be stored server-side.", - type(exc).__name__, - ) - return None - - async def _store_per_user_token_server_side( server: MCPServer, user_id: str, @@ -471,7 +476,8 @@ def _raise_if_not_oauth2(mcp_server: MCPServer) -> None: through: the caller owns the upstream token, and this relayed flow is how a browser obtains one against the upstream IdP (the admin UI's browser-only Authorize uses it). The minted token is upstream-audienced and held by the caller; the gateway persists nothing for these - modes (DCR persistence is opt-in and never enabled on this path). + modes (``_persist_dcr_client_registration`` skips them unconditionally, so even the admin + Authorize path with ``persist_credentials`` enabled writes nothing to the server row). """ from litellm.proxy._experimental.mcp_server.mcp_server_manager import ( # noqa: PLC0415 # circular import with mcp_server_manager at module load _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES, @@ -498,23 +504,86 @@ def _raise_unless_oauth2_discovery_server( mcp_server_name: Optional[str], description: str, ) -> None: - """404 a NAMED discovery request unless it resolves to an oauth2 server. + """404 a NAMED discovery request unless it resolves to an oauth2 or DCR-bridge server. A named server that is unknown (or hidden from the caller) and one that exists but is non-oauth2 both return the same 404, so the well-known discovery paths cannot be used to enumerate non-OAuth server names. Root discovery (no name) is unaffected, and pass-through servers are resolved by the caller before this runs. + DCR-bridge servers are admitted because they serve the gateway's own authorization + server metadata (the register, authorize, and token relays). """ if mcp_server_name is None: return if mcp_server is not None and mcp_server.auth_type == MCPAuth.oauth2: return + if mcp_server is not None and mcp_server.is_dcr_bridge: + return raise HTTPException( status_code=404, detail=f"MCP server '{mcp_server_name}' is {description}", ) +def _dcr_bridge_relays_client_registration(mcp_server: MCPServer) -> bool: + """True when a DCR-bridge server relays client registration to the upstream authorization + server instead of short-circuiting to an admin-configured OAuth client. In the relay arm the + upstream holds each client's own registration, so the authorize and token relays pass the + client's ``client_id`` and ``redirect_uri`` through verbatim and the authorization code + returns directly to the client's redirect URI without transiting the gateway. Gateway-side + redirect trust and the ``/callback`` state relay therefore only apply to the short-circuit + arm, where the upstream only knows the gateway's own callback.""" + return mcp_server.is_dcr_bridge and bool(mcp_server.registration_url) and not mcp_server.client_id + + +def _require_s256_pkce( + code_challenge: Optional[str], + code_challenge_method: Optional[str], +) -> Tuple[str, str]: + """DCR-bridge servers serve unauthenticated public OAuth clients, so the PKCE downgrade + paths (no challenge, or a non-S256 method; RFC 7636 defaults a missing method to ``plain``) + are rejected at the gateway instead of relying on upstream enforcement. Returns the + validated pair so callers get non-optional values.""" + if code_challenge and code_challenge_method == "S256": + return code_challenge, code_challenge_method + raise HTTPException( + status_code=400, + detail=( + "This server requires PKCE: send code_challenge with " + "code_challenge_method=S256 on the authorization request" + ), + ) + + +def _redirect_to_upstream_authorize( + *, + mcp_server: MCPServer, + client_id: str, + redirect_uri: str, + state: str, + code_challenge: str, + code_challenge_method: str, + response_type: Optional[str], + scope: Optional[str], +) -> RedirectResponse: + """The bridge relay arm's authorize redirect: every client-supplied parameter passes through + to the upstream authorize endpoint verbatim, no relay state cookie is set, and the upstream + enforces its own registered redirect binding for the client.""" + scope_value = scope or (" ".join(mcp_server.scopes) if mcp_server.scopes else None) + passthrough_params = { + "client_id": client_id, + "redirect_uri": redirect_uri, + "state": state, + "response_type": response_type or "code", + "code_challenge": code_challenge, + "code_challenge_method": code_challenge_method, + **({"scope": scope_value} if scope_value else {}), + } + parsed_auth_url = urlparse(mcp_server.authorization_url or "") + merged_params = {**dict(parse_qsl(parsed_auth_url.query)), **passthrough_params} + return RedirectResponse(urlunparse(parsed_auth_url._replace(query=urlencode(merged_params)))) + + async def authorize_with_server( request: Request, mcp_server: MCPServer, @@ -530,6 +599,24 @@ async def authorize_with_server( if mcp_server.authorization_url is None: raise HTTPException(status_code=400, detail="MCP server authorization url is not set") + if mcp_server.is_dcr_bridge: + # Enforce S256 PKCE on both bridge arms. The relay arm forwards the validated, + # now-non-optional pair to the upstream authorize; the short-circuit arm keeps + # calling this for its enforcement side effect, then falls through to the gateway + # /callback flow below, which reads the original code_challenge names. + bridge_challenge, bridge_method = _require_s256_pkce(code_challenge, code_challenge_method) + if _dcr_bridge_relays_client_registration(mcp_server): + return _redirect_to_upstream_authorize( + mcp_server=mcp_server, + client_id=client_id, + redirect_uri=redirect_uri, + state=state, + code_challenge=bridge_challenge, + code_challenge_method=bridge_method, + response_type=response_type, + scope=scope, + ) + # Trusted redirect_uri: same-origin, loopback, or ops-allowlisted. # The URI is encrypted into the OAuth state and decoded on # /callback to redirect the user back; a non-trusted URI would be @@ -538,12 +625,31 @@ async def authorize_with_server( parsed = urlparse(redirect_uri) base_url = urlunparse(parsed._replace(query="")) request_base_url = get_request_base_url(request) + + # Interactive dcr_bridge oauth_delegate sign-in: this arm runs the gateway /callback and /token in + # the loop, so the gateway can capture the litellm user here (from the browser's UI session) and + # carry it to the back-channel token mint. Seal the SSO user and the target server into the state; + # the callback reads them back to mint the gateway authorization code. A DCR client cannot present a + # litellm key, so the browser session is the only identity source; without one there is nothing to + # bind, so send the user through login first. Every other oauth2 server keeps the identity-less state. + litellm_user_id: str | None = None + if mcp_server.is_dcr_bridge and mcp_server.is_oauth_delegate: + from litellm.proxy._experimental.mcp_server.byok_oauth_endpoints import ( # noqa: PLC0415 # inline import avoids a module-load circular import + _user_id_from_session_cookie, + ) + + litellm_user_id = _user_id_from_session_cookie(request) + if litellm_user_id is None: + return _redirect_to_litellm_login(request) + encoded_state = encode_state_with_base_url( base_url=base_url, original_state=state, code_challenge=code_challenge, code_challenge_method=code_challenge_method, client_redirect_uri=redirect_uri, + litellm_user_id=litellm_user_id, + mcp_server_id=mcp_server.server_id if litellm_user_id else None, ) relay_state = secrets.token_urlsafe(_OAUTH_STATE_HANDLE_BYTES) @@ -572,6 +678,13 @@ async def authorize_with_server( return response +def _token_credential_source(mcp_server: MCPServer) -> CredentialSource: + """Mirrors the resolved-client rule in :func:`exchange_token_with_server`: when the server has a + stored client_id the gateway presents its own credentials upstream, so a credential rejection is + the operator's fault, not the caller's.""" + return "gateway_stored" if mcp_server.client_id else "caller_supplied" + + async def exchange_token_with_server( request: Request, mcp_server: MCPServer, @@ -606,50 +719,123 @@ async def exchange_token_with_server( except TokenEndpointAuthConfigError as exc: raise HTTPException(status_code=400, detail=str(exc)) from exc + bridge_identity: _BridgeAuthorizationCode | None = None + bridge_mint_ready: _BridgeMintReady | None = None + bridge_upstream_refresh: SecretStr | None = None + bridge_upstream_scope: str | None = None + refresh_request_scope: str | None = None + is_bridge = mcp_server.is_oauth_delegate and mcp_server.is_dcr_bridge + if grant_type == "refresh_token": - if not refresh_token: + # Phase 1 for a bridge refresh: open the client's refresh envelope, re-validate the sealed + # identity, and unwrap the real upstream refresh token BEFORE building token_data, so the exchange + # sends the upstream token and never the envelope. A failure returns without touching the upstream. + if is_bridge: + prepared_refresh = await _prepare_bridge_refresh(mcp_server, refresh_token) + if not isinstance(prepared_refresh, _BridgeRefreshReady): + return _bridge_mint_error_response(prepared_refresh) + bridge_mint_ready = prepared_refresh.ready + bridge_upstream_refresh = prepared_refresh.upstream_refresh_token + bridge_upstream_scope = prepared_refresh.upstream_scope + # A bridge server sends the unwrapped upstream refresh token recovered from the client's refresh + # envelope above; every other server sends the client's own refresh token verbatim. + upstream_refresh_token = ( + bridge_upstream_refresh.get_secret_value() if bridge_upstream_refresh is not None else refresh_token + ) + if not upstream_refresh_token: raise HTTPException( status_code=400, detail="refresh_token is required for refresh_token grant", ) token_data: dict = { "grant_type": "refresh_token", - "refresh_token": refresh_token, + "refresh_token": upstream_refresh_token, **client_auth.body, } - if scope: - token_data["scope"] = scope + refresh_request_scope = scope or bridge_upstream_scope + if refresh_request_scope: + token_data["scope"] = refresh_request_scope else: if not code: raise HTTPException( status_code=400, detail="code is required for authorization_code grant", ) + # Interactive dcr_bridge oauth_delegate: the client presents the gateway authorization code the + # callback sealed. Recover the SSO user and the real upstream code from it; the upstream exchange + # below uses the upstream code, and the mint binds the envelope to the recovered user. Bind the + # sealed server to this request so a code minted for one bridge server cannot be spent at another. + # A raw upstream code (scripted path) opens to None and the code is used as-is. + bridge_identity = open_bridge_authorization_code(code) + if bridge_identity is not None: + if bridge_identity.mcp_server_id != mcp_server.server_id: + raise HTTPException( + status_code=400, + detail="Authorization code was issued for a different MCP server", + ) + code = bridge_identity.upstream_code + bridge_token_relay = _dcr_bridge_relays_client_registration(mcp_server) + if bridge_token_relay and not redirect_uri: + raise HTTPException( + status_code=400, + detail=( + "redirect_uri is required for the authorization_code grant on this server; " + "send the same redirect_uri used on the authorization request" + ), + ) proxy_base_url = get_request_base_url(request) + resolved_redirect_uri = redirect_uri if bridge_token_relay else f"{proxy_base_url}/callback" token_data = { "grant_type": "authorization_code", "code": code, - "redirect_uri": f"{proxy_base_url}/callback", + "redirect_uri": resolved_redirect_uri, **client_auth.body, } if code_verifier: token_data["code_verifier"] = code_verifier - + # Phase 1 for a bridge authorization_code mint: resolve identity (the SSO user recovered above, or + # the presented litellm key) and the envelope keys BEFORE the exchange consumes the single-use code. + if is_bridge: + prepared = await _prepare_bridge_mint(request, mcp_server, bridge_identity) + if not isinstance(prepared, _BridgeMintReady): + return _bridge_mint_error_response(prepared) + bridge_mint_ready = prepared async_client = get_async_httpx_client(llm_provider=httpxSpecialProvider.Oauth2Check) - response = await async_client.post( - mcp_server.token_url, - headers={"Accept": "application/json", **client_auth.headers}, - data=token_data, - ) + try: + response = await async_client.post( + mcp_server.token_url, + headers={"Accept": "application/json", **client_auth.headers}, + data=token_data, + ) + if response is not None: + response.raise_for_status() + except httpx.HTTPStatusError as exc: + fault = classify_upstream_token_rejection( + exc.response, + credential_source=_token_credential_source(mcp_server), + log_context=mcp_server.server_id, + ) + upstream_rejected_bridge_refresh = ( + is_bridge + and grant_type == "refresh_token" + and isinstance(fault, CallerRejected) + and fault.code == "invalid_grant" + ) + if upstream_rejected_bridge_refresh: + verbose_logger.info( + "bridge refresh: the upstream rejected the sealed refresh token for server=%s with " + "invalid_grant (revoked or expired at the IdP); returning invalid_grant so the client " + "re-runs authorization_code rather than an opaque upstream error", + mcp_server.server_id, + ) + return _bridge_mint_error_response("invalid_refresh") + return render_token_fault(fault) if response is None: raise HTTPException( status_code=502, detail="MCP upstream token endpoint returned no response", ) - - response.raise_for_status() token_response = response.json() - access_token = token_response["access_token"] # Validate token response against server-configured rules before any storage. # This rejects tokens from wrong Slack workspaces, Atlassian orgs, etc. @@ -689,8 +875,23 @@ async def exchange_token_with_server( mcp_server.server_id, ) + # A DCR-bridge oauth_delegate server hands the client a gateway-bound envelope (identity plus the + # upstream token) instead of the raw upstream token, so the one bearer both admits the caller and + # forwards the upstream credential. Only this mode mints; every other server returns the raw token. + if bridge_mint_ready is not None: + if refresh_request_scope and isinstance(token_response, dict) and not token_response.get("scope"): + token_response = {**token_response, "scope": refresh_request_scope} + # Phase 3: seal the upstream grant into the client-held envelope; failures map through the same + # OAuth-shaped response as the phase-1 preconditions. + minted = _finish_bridge_mint(bridge_mint_ready, mcp_server, token_response, datetime.now(timezone.utc)) + return minted if isinstance(minted, JSONResponse) else _bridge_mint_error_response(minted) + + raw_access_token = token_response.get("access_token") if isinstance(token_response, dict) else None + if not isinstance(raw_access_token, str) or not raw_access_token: + return render_token_fault(UpstreamProtocolFault(note="the upstream token response has no usable access_token")) + result = { - "access_token": access_token, + "access_token": raw_access_token, "token_type": token_response.get("token_type", "Bearer"), } @@ -718,6 +919,22 @@ class _PersistedDcrCredentials(BaseModel): client_id: Optional[str] = None client_secret: Optional[str] = None token_endpoint_auth_method: Optional[str] = None + redirect_uris: Optional[list[str]] = None + + +def _redirect_uri_not_registered(credentials: _PersistedDcrCredentials, current_redirect_uri: str) -> bool: + """Whether a persisted DCR client is positively known NOT to cover the current callback. + + A DCR client is bound to the redirect_uris it was registered with; if the proxy's + resolved public origin has since changed, every authorize built for it will be + rejected by the IdP. Clients persisted before ``redirect_uris`` was recorded (and + admin-configured clients, which never get a recording) return False so they are + grandfathered rather than re-registered, because re-minting a client_id orphans + every user's refresh tokens for that server.""" + recorded = credentials.redirect_uris + if not recorded: + return False + return current_redirect_uri not in recorded def _get_persisted_dcr_credentials(credentials: object) -> Optional[_PersistedDcrCredentials]: @@ -754,66 +971,156 @@ 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 persisted_mcp_server, credentials + return credentials -async def _reuse_persisted_dcr_client_if_available(mcp_server: MCPServer) -> bool: - persisted = await _get_persisted_mcp_server_with_dcr_client_id(mcp_server) - if persisted is None: +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_mcp_server, credentials = await _resolve_persisted_dcr_client(mcp_server) + if credentials is None: + return False + 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 " + "redirect_uris=%s do not include the current callback %s. The operator-facing warning for this " + "re-registration event is emitted once by _persisted_dcr_redirect_uri_is_stale.", + mcp_server.server_id, + credentials.redirect_uris, + current_redirect_uri, + ) return False - persisted_mcp_server, credentials = persisted 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) -DcrRegistrationPersistenceResult = Literal["persisted", "reused", "failed"] +async def _persisted_dcr_redirect_uri_is_stale(mcp_server: MCPServer, current_redirect_uri: str) -> bool: + """Whether the server's persisted DCR client is bound to redirect_uris that no longer + cover the current proxy callback, meaning authorize is guaranteed to fail IdP-side. + + Consulted when the in-memory server already carries a hydrated client_id, which + 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.""" + _, credentials = await _resolve_persisted_dcr_client(mcp_server) + if credentials is None: + return False + if not _redirect_uri_not_registered(credentials, current_redirect_uri): + return False + verbose_logger.warning( + "register_client_with_server: persisted DCR client for server_id=%s is registered with redirect_uris=%s " + "which do not include the current callback %s (proxy origin changed); registering a replacement client. " + "Users previously signed in to this server will need to re-authenticate.", + mcp_server.server_id, + credentials.redirect_uris, + current_redirect_uri, + ) + return True + + +DcrRegistrationPersistenceResult = Literal["persisted", "reused", "skipped", "failed"] async def _persist_dcr_client_registration( - mcp_server: MCPServer, registration_response: object + 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 @@ -821,7 +1128,23 @@ async def _persist_dcr_client_registration( full re-authorization instead of a silent refresh. Mirrors the ``encrypt_credentials`` write that ``client_credentials`` and token exchange already use. Failures are logged, never raised: registration still returns to the caller even when persistence fails. + + The client-forwarded token modes (``true_passthrough`` / ``oauth_delegate``) are skipped + unconditionally: the caller holds the upstream token and the gateway must hold no OAuth + client identity for these servers. Persisting here would stamp ``oauth2_flow`` and a + ``client_id`` onto a server whose mode promises the gateway stores nothing, making a + fresh pass-through server read as gateway-authorized. + + ``redirect_uris`` records what the client is bound to so a later origin change can be + detected as a positive mismatch and trigger re-registration instead of stranding the + server on IdP-side redirect_uri rejections. ``client_secret`` and + ``token_endpoint_auth_method`` are written explicitly (None when absent) because + ``update_mcp_server`` merges credential blobs: a re-registered public client must not + inherit the previous client's secret or auth method. """ + if mcp_server.is_true_passthrough or mcp_server.is_oauth_delegate: + return "skipped" + try: registration = _DcrClientRegistration.model_validate(registration_response) except ValidationError as exc: @@ -833,20 +1156,23 @@ async def _persist_dcr_client_registration( ) return "failed" - if await _reuse_persisted_dcr_client_if_available(mcp_server): + 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} if registration.client_secret is not None else {}), - **( - {"token_endpoint_auth_method": "client_secret_basic"} - if registration.token_endpoint_auth_method == "client_secret_basic" - else {} - ), + "client_secret": registration.client_secret, + "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, ) @@ -867,7 +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( @@ -878,6 +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, @@ -887,19 +1236,29 @@ 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: 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": [f"{request_base_url}/callback"], + "redirect_uris": client_facing_redirect_uris, } - if mcp_server.client_id: + if mcp_server.client_id and not ( + persist_credentials + and mcp_server.registration_url + and await _persisted_dcr_redirect_uri_is_stale(mcp_server, current_redirect_uri) + ): return dummy_return - if await _reuse_persisted_dcr_client_if_available(mcp_server): + if await _reuse_persisted_dcr_client_if_available( + mcp_server, + current_redirect_uri=current_redirect_uri if persist_credentials else None, + ): return dummy_return if mcp_server.authorization_url is None: @@ -908,12 +1267,19 @@ async def register_client_with_server( if mcp_server.registration_url is None: return dummy_return + bridge_relay = _dcr_bridge_relays_client_registration(mcp_server) + if bridge_relay and not client_redirect_uris: + raise HTTPException( + status_code=400, + detail="redirect_uris is required to register a client with this server", + ) + register_data = { "client_name": client_name, - "redirect_uris": [f"{request_base_url}/callback"], - "grant_types": grant_types or [], - "response_types": response_types or [], - "token_endpoint_auth_method": token_endpoint_auth_method or "", + "redirect_uris": client_redirect_uris if bridge_relay else [current_redirect_uri], + "grant_types": grant_types or (["authorization_code", "refresh_token"] if bridge_relay else []), + "response_types": response_types or (["code"] if bridge_relay else []), + "token_endpoint_auth_method": token_endpoint_auth_method or ("none" if bridge_relay else ""), } headers = { "Content-Type": "application/json", @@ -921,25 +1287,35 @@ async def register_client_with_server( } async_client = get_async_httpx_client(llm_provider=httpxSpecialProvider.Oauth2Register) - response = await async_client.post( - mcp_server.registration_url, - headers=headers, - json=register_data, - ) + try: + response = await async_client.post( + mcp_server.registration_url, + headers=headers, + json=register_data, + ) + if response is not None: + response.raise_for_status() + except httpx.HTTPStatusError as exc: + status_code, detail = dcr_fault_detail( + classify_upstream_dcr_rejection(exc.response, log_context=mcp_server.server_id) + ) + raise HTTPException(status_code=status_code, detail=detail) from exc if response is None: raise HTTPException( status_code=502, detail="MCP upstream registration endpoint returned no response", ) - response.raise_for_status() token_response = response.json() - if persist_credentials: - persistence_result = await _persist_dcr_client_registration(mcp_server, token_response) + if persist_credentials and not bridge_relay: + persistence_result = await _persist_dcr_client_registration(mcp_server, token_response, current_redirect_uri) 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) @@ -1159,7 +1535,20 @@ async def callback( # states while permitting same-origin / allowlisted clients. redirect_uri = _get_validated_client_redirect_uri(request, state_data) - params = {"code": code, "state": original_state} + # Interactive dcr_bridge oauth_delegate: the state carries the litellm user the authorize step + # captured. Instead of forwarding the raw upstream code (which the client would present at the + # token endpoint with no way to prove who signed in), seal the user and the upstream code into a + # gateway authorization code and forward THAT. The token endpoint decrypts it to bind the + # envelope to this user. Every other flow forwards the raw code unchanged. + litellm_user_id = state_data.get("litellm_user_id") + mcp_server_id = state_data.get("mcp_server_id") + forwarded_code = code + if isinstance(litellm_user_id, str) and litellm_user_id and isinstance(mcp_server_id, str) and mcp_server_id: + forwarded_code = seal_bridge_authorization_code( + upstream_code=code, litellm_user_id=litellm_user_id, mcp_server_id=mcp_server_id + ) + + params = {"code": forwarded_code, "state": original_state} complete_returned_url = _append_query_params(redirect_uri, params) response = RedirectResponse(url=complete_returned_url, status_code=302) _clear_oauth_state_cookie(response, request, state) @@ -1359,6 +1748,13 @@ async def _build_oauth_protected_resource_response( else: resource_url = f"{request_base_url}/mcp" + if mcp_server is not None and mcp_server_name and mcp_server.is_dcr_bridge: + return { + "authorization_servers": [f"{request_base_url}/{mcp_server_name}"], + "resource": resource_url, + "scopes_supported": (mcp_server.scopes if mcp_server.scopes else []), + } + # Pass-through branch: proxy the upstream's own metadata so discovery # directs the client at the real IdP (Okta, Keycloak, …) instead of us. if mcp_server is not None and ( @@ -1458,11 +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. @@ -1482,9 +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): """ @@ -1554,9 +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. @@ -1571,9 +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): """ @@ -1670,11 +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: @@ -1688,6 +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=client_redirect_uris, ) return dummy_return @@ -1702,4 +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=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 new file mode 100644 index 00000000000..1b9ee77d795 --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/faults/__init__.py @@ -0,0 +1,40 @@ +"""Typed fault values for upstream OAuth/DCR failures (phase 1 of the MCP error-handling framework). + +The invariant this package exists to enforce: an upstream failure is classified ONCE into a single +fault value, and the response status, wire error code, and prose are all derived from that value. +Deriving all three from one classification makes contradictory pairings (a caller-fault error code on +a server-fault status) unrepresentable, and gives the trust-boundary rule one enforcement point: +spec-defined machine fields may cross to callers, upstream prose and raw bodies go to server logs. +""" + +from litellm.proxy._experimental.mcp_server.faults.classify import ( + classify_upstream_dcr_rejection, + classify_upstream_token_rejection, +) +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, + GatewayRejected, + UpstreamOAuthFault, + UpstreamProtocolFault, + UpstreamReportedFault, +) + +__all__ = [ + "CallerRejected", + "CredentialSource", + "GatewayRejected", + "UpstreamOAuthFault", + "UpstreamProtocolFault", + "UpstreamReportedFault", + "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/classify.py b/litellm/proxy/_experimental/mcp_server/faults/classify.py new file mode 100644 index 00000000000..8b3a09f8d8d --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/faults/classify.py @@ -0,0 +1,133 @@ +"""The single place that reads upstream OAuth/DCR failure responses. + +Every accessor here is total: an upstream that lies about its content encoding, sends an undecodable +body, or omits the spec fields yields a classified fault, never an exception. Nothing outside this +module should touch a failed upstream response's body. +""" + +from __future__ import annotations + +import httpx + +from litellm._logging import verbose_logger +from litellm.proxy._experimental.mcp_server.faults.types import ( + GATEWAY_CAPABILITY_CODES, + GATEWAY_CREDENTIAL_CODES, + MAX_WIRE_FIELD_CHARS, + CallerRejected, + CredentialSource, + GatewayRejected, + UpstreamOAuthFault, + UpstreamProtocolFault, + UpstreamReportedFault, +) + + +def _safe_text(response: httpx.Response) -> str: + try: + return response.text + except Exception: + return "" + + +def _safe_json(response: httpx.Response) -> object: + try: + return response.json() + except Exception: + return None + + +def _bounded_field(value: object) -> str | None: + if not isinstance(value, str) or not value: + return None + return value[:MAX_WIRE_FIELD_CHARS] + + +def _log_out_of_contract(endpoint_kind: str, response: httpx.Response, log_context: str) -> None: + verbose_logger.warning( + "MCP upstream %s endpoint (%s) returned HTTP %s outside the OAuth error contract (first %s chars): %s", + endpoint_kind, + log_context, + response.status_code, + MAX_WIRE_FIELD_CHARS, + _safe_text(response)[:MAX_WIRE_FIELD_CHARS], + ) + + +def _classify_oauth_error_code( + code: str, + description: str | None, + error_uri: str | None, + credential_source: CredentialSource, + log_context: str, +) -> UpstreamOAuthFault: + """Blame assignment for a contract-conformant OAuth error code, shared by the token and DCR + classifiers. Codes by which the upstream blames itself keep that blame; ``invalid_target`` is a + gateway capability gap (RFC 8707 resource indicators, LIT-4339) no matter whose credentials were + presented; credential-indicting codes follow the credential source; everything else, including + codes we do not recognize, is the caller's to act on. The upstream's HTTP status is deliberately + never consulted: status derives from this classification at render time, which is what keeps + status and code from contradicting each other.""" + if code == "server_error" or code == "temporarily_unavailable": + return UpstreamReportedFault(code=code) + if code in GATEWAY_CAPABILITY_CODES: + verbose_logger.warning( + "MCP server %s: the upstream authorization server rejected the request with " + "invalid_target; it may require RFC 8707 resource indicators, which the gateway " + "does not send yet (tracked as LIT-4339)", + log_context, + ) + return GatewayRejected(code=code) + if credential_source == "gateway_stored" and code in GATEWAY_CREDENTIAL_CODES: + verbose_logger.warning( + "MCP server %s: upstream authorization server rejected the gateway's configured client " + "credentials (%s): %s", + log_context, + code, + description or "", + ) + return GatewayRejected(code=code) + return CallerRejected(code=code, description=description, error_uri=error_uri) + + +def classify_upstream_token_rejection( + response: httpx.Response, + credential_source: CredentialSource, + log_context: str, +) -> UpstreamOAuthFault: + """Classify a token-endpoint rejection into exactly one fault: a body with an RFC 6749 §5.2 + ``error`` field goes through blame assignment (:func:`_classify_oauth_error_code`); anything + without a usable ``error`` field is an upstream protocol fault.""" + parsed = _safe_json(response) + fields = parsed if isinstance(parsed, dict) else {} + code = _bounded_field(fields.get("error")) + if code is None: + _log_out_of_contract("token", response, log_context) + return UpstreamProtocolFault(note=f"upstream token endpoint returned HTTP {response.status_code}") + return _classify_oauth_error_code( + code, + description=_bounded_field(fields.get("error_description")), + error_uri=_bounded_field(fields.get("error_uri")), + credential_source=credential_source, + log_context=log_context, + ) + + +def classify_upstream_dcr_rejection(response: httpx.Response, log_context: str) -> UpstreamOAuthFault: + """Classify a dynamic-client-registration rejection. RFC 7591 §3.2.2 errors carry + ``error`` / ``error_description`` and go through the same blame assignment as token errors + (registration sends no client credentials, so credential codes stay caller-actionable); anything + without a usable ``error`` field is an upstream protocol fault.""" + parsed = _safe_json(response) + fields = parsed if isinstance(parsed, dict) else {} + code = _bounded_field(fields.get("error")) + if code is None: + _log_out_of_contract("registration", response, log_context) + return UpstreamProtocolFault(note=f"upstream registration failed with HTTP {response.status_code}") + return _classify_oauth_error_code( + code, + description=_bounded_field(fields.get("error_description")), + error_uri=None, + credential_source="caller_supplied", + log_context=log_context, + ) 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/render_oauth.py b/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py new file mode 100644 index 00000000000..89ce5011830 --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py @@ -0,0 +1,89 @@ +"""Render upstream OAuth/DCR faults onto the wire. The only place that chooses statuses and bodies +for these faults, so every consumer emits the same contract: RFC 6749 §5.2-shaped JSON with the §5.1 +no-store headers on token endpoints, HTTPException details on registration. Status, code, and prose +all derive from the fault tag; exhaustive matches keep a new fault arm from shipping unrendered. +""" + +from __future__ import annotations + +from fastapi.responses import JSONResponse +from typing_extensions import assert_never + +from litellm.proxy._experimental.mcp_server.faults.types import UpstreamOAuthFault +from litellm.proxy._experimental.mcp_server.oauth_utils import TOKEN_NO_CACHE_HEADERS + + +def _gateway_rejected_description(code: str) -> str: + if code == "invalid_target": + return ( + "the upstream authorization server rejected the request (invalid_target); " + "it may require RFC 8707 resource indicators, which the gateway does not send yet" + ) + return ( + f"the upstream authorization server rejected the gateway's configured client credentials " + f"({code}); verify the MCP server's client_id and client_secret" + ) + + +def _upstream_reported_status_and_description(code: str) -> tuple[int, str]: + if code == "temporarily_unavailable": + return 503, "the upstream authorization server is temporarily unavailable; retry shortly" + return 502, "the upstream authorization server reported an internal error" + + +def render_token_fault(fault: UpstreamOAuthFault) -> JSONResponse: + """RFC 6749 §5.2 response for a token-endpoint fault. Caller-actionable rejections relay the + upstream's code on the status that code implies (401 for invalid_client per §5.2, else 400); + gateway-side faults are 502 ``server_error`` with gateway-authored prose so a caller is never + blamed for, or shown the internals of, a failure only the operator can fix.""" + match fault.tag: + case "caller_rejected": + content = { + "error": fault.code, + **({"error_description": fault.description} if fault.description else {}), + **({"error_uri": fault.error_uri} if fault.error_uri else {}), + } + status_code = 401 if fault.code == "invalid_client" else 400 + return JSONResponse(status_code=status_code, content=content, headers=TOKEN_NO_CACHE_HEADERS) + case "gateway_rejected": + return JSONResponse( + status_code=502, + content={ + "error": "server_error", + "error_description": _gateway_rejected_description(fault.code), + }, + headers=TOKEN_NO_CACHE_HEADERS, + ) + case "upstream_reported_fault": + status_code, description = _upstream_reported_status_and_description(fault.code) + return JSONResponse( + status_code=status_code, + content={"error": fault.code, "error_description": description}, + headers=TOKEN_NO_CACHE_HEADERS, + ) + case "upstream_protocol_fault": + return JSONResponse( + status_code=502, + content={"error": "server_error", "error_description": fault.note}, + headers=TOKEN_NO_CACHE_HEADERS, + ) + case _: + assert_never(fault.tag) + + +def dcr_fault_detail(fault: UpstreamOAuthFault) -> tuple[int, str]: + """Status and detail string for a registration fault, raised as HTTPException by the caller. + RFC 7591 §3.2.2 defines registration errors as 400, so a contract-conformant rejection is 400 + regardless of the status the upstream chose; everything else is a 502 upstream fault.""" + match fault.tag: + case "caller_rejected": + detail = f"{fault.code}: {fault.description}" if fault.description else fault.code + return 400, detail + case "gateway_rejected": + return 502, _gateway_rejected_description(fault.code) + case "upstream_reported_fault": + return _upstream_reported_status_and_description(fault.code) + case "upstream_protocol_fault": + return 502, fault.note + 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/faults/types.py b/litellm/proxy/_experimental/mcp_server/faults/types.py new file mode 100644 index 00000000000..128b5e3e6cf --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/faults/types.py @@ -0,0 +1,79 @@ +"""Fault taxonomy for upstream OAuth token and DCR registration failures. + +Each fault is a frozen model on a ``tag`` literal. The tag alone decides the HTTP status, the wire +error code, and whose prose the caller sees, so those three facts can never disagree the way they can +when an upstream's status and error code are relayed independently. +""" + +from __future__ import annotations + +from typing import Literal, TypeAlias + +from pydantic import BaseModel, ConfigDict + +MAX_WIRE_FIELD_CHARS = 500 +"""Bound on every upstream-derived string that crosses to a caller or into a log line.""" + +CredentialSource: TypeAlias = Literal["gateway_stored", "caller_supplied"] +"""Whose client credentials the gateway presented upstream: the MCP server's stored configuration or +credentials the caller supplied on the request. Decides whether a credential rejection is the +caller's problem to fix or the gateway operator's.""" + +GATEWAY_CREDENTIAL_CODES: frozenset[str] = frozenset({"invalid_client", "unauthorized_client"}) +"""RFC 6749 error codes that indict the OAuth client's credentials or grant authorization. When the +gateway presented its own stored credentials, these are gateway-side faults the caller cannot act on; +when the caller supplied the credentials, they are the caller's to fix.""" + +GATEWAY_CAPABILITY_CODES: frozenset[str] = frozenset({"invalid_target"}) +"""Codes that indict a gateway capability regardless of whose credentials were presented: +``invalid_target`` means the upstream wants RFC 8707 resource indicators, which the gateway does not +send yet (LIT-4339). Never the caller's fault.""" + +UPSTREAM_FAULT_CODES: frozenset[str] = frozenset({"server_error", "temporarily_unavailable"}) +"""Codes by which the upstream blames itself. Relaying them as caller faults would invert blame, so +they classify as upstream-reported faults and render on the 5xx their meaning implies.""" + + +class CallerRejected(BaseModel): + """The upstream spoke the OAuth error contract and the failure is actionable by our caller + (e.g. ``invalid_grant``: re-run authorization). The code and its bounded prose relay on the + 4xx status the code itself implies.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["caller_rejected"] = "caller_rejected" + code: str + description: str | None = None + error_uri: str | None = None + + +class GatewayRejected(BaseModel): + """The upstream rejected the request for a cause only the gateway operator can address: the + server's stored client credentials or a gateway capability gap. Not actionable by the caller: + rendered as 502 with gateway-authored prose naming the code; the upstream's prose goes to + server logs only.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["gateway_rejected"] = "gateway_rejected" + code: str + + +class UpstreamReportedFault(BaseModel): + """The upstream blamed itself in the OAuth vocabulary. Rendered on the 5xx the code implies + (``server_error`` 502, ``temporarily_unavailable`` 503) so blame and status agree.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["upstream_reported_fault"] = "upstream_reported_fault" + code: Literal["server_error", "temporarily_unavailable"] + + +class UpstreamProtocolFault(BaseModel): + """The upstream broke the error contract: no JSON ``error`` field, an undecodable body, or a + success response without a usable token. Rendered as 502 with a gateway-authored note; the + upstream body never crosses to the caller.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["upstream_protocol_fault"] = "upstream_protocol_fault" + note: str + + +UpstreamOAuthFault: TypeAlias = CallerRejected | GatewayRejected | UpstreamReportedFault | UpstreamProtocolFault diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 8dd9949e17b..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, @@ -186,6 +197,203 @@ _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES: tuple[MCPAuth, ...] = ( ) +def _blank_to_none(value: str | None) -> str | None: + """Collapse an absent, empty, or whitespace-only string to ``None``. + + OAuth endpoint fields are consumed by truthiness-based merges (``row or discovered``) and by the + corroboration gate. A whitespace-only value is truthy to ``or`` but is not a usable endpoint, so + without this the merge would keep the blank value for redirects while the gate treats it as + unpinned and backfills the other fields, yielding a broken half-discovered config. Normalizing + the pinned fields once, at each build entry point, gives every downstream consumer a single + notion of "blank" so those code paths cannot disagree. + """ + if not isinstance(value, str): + return 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 + ``https://idp.example.com/authorize`` are the same identity; query and trailing slash are not.""" + parsed = urlparse(url) + scheme = parsed.scheme.lower() + host = (parsed.hostname or "").lower() + default_port = {"https": 443, "http": 80}.get(scheme) + try: + port = parsed.port + except ValueError: + port = None + authority = host if port is None or port == default_port else f"{host}:{port}" + 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, +) -> bool: + """Whether a source's ``token_url``/``registration_url`` may be paired with a trusted authorize + endpoint. This is the single trust rule for adopting OAuth endpoints from any non-manual source. + + Discovery is rooted at the MCP resource (RFC 9728), so a compromised upstream can advertise an + attacker-run authorization server. When ``authorization_url`` is admin-pinned, pairing it with a + ``token_url`` from a different source is the RFC 9700 authorization-server mix-up: the user signs + in at the trusted authorize endpoint while the gateway redeems the code, with the stored client + secret and PKCE verifier, at the attacker's token endpoint. Endpoints are trustworthy together + only when they share an authorization server, so a source's endpoints are adopted only when the + same source advertised an ``authorization_endpoint`` matching the pinned value. With no pinned + value (``trusted_authorization_url is None``) there is nothing to protect: the authorize endpoint + comes from the same source as the token endpoint, so they corroborate each other by construction. + """ + if not (trusted_authorization_url and trusted_authorization_url.strip()): + return True + return bool(source_authorization_url) and _normalized_authorize_endpoint( + source_authorization_url + ) == _normalized_authorize_endpoint(trusted_authorization_url) + + +def _carry_forward_resolved_oauth_endpoints(new_server: MCPServer, previous_server: MCPServer | None) -> None: + """Keep the last known good OAuth endpoints when a rebuild's re-discovery comes back empty. + + A rebuild wholesale-replaces the registry entry, so without this a transient upstream outage + during re-discovery downgrades a working server (``authorization_url`` set) to a broken one + (``None``, /authorize 400s) with no configuration change. Mirrors the ``short_prefix`` + carry-forward. Skipped when the server's ``url`` or ``auth_type`` changed, since the previous + endpoints may then belong to a different upstream. ``registration_url`` IS carried even though + ``_persist_discovered_oauth_endpoints`` refuses to write it to the row: carrying only restores + the same in-memory value the previous build already ran with, while persisting it would flip + ``_dcr_bridge_relays_client_registration`` (which keys off the stored column) for dcr_bridge + servers that never had one configured. + + Carry-forward is a non-manual endpoint source, so the same trust rule as discovery applies: the + previous ``token_url``/``registration_url``/``scopes`` are carried only when the previous + ``authorization_url`` corroborates the authorize endpoint this build will use, i.e. when the + 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 + ) + if new_server.authorization_url is None and previous_server.authorization_url: + new_server.authorization_url = previous_server.authorization_url + if may_carry and new_server.token_url is None and previous_server.token_url: + new_server.token_url = previous_server.token_url + if may_carry and new_server.registration_url is None and previous_server.registration_url: + new_server.registration_url = previous_server.registration_url + if may_carry and not new_server.scopes and previous_server.scopes: + new_server.scopes = previous_server.scopes + + +def _restrict_discovery_to_corroborated_authorization_server( + metadata: MCPOAuthMetadata | None, + manual_authorization_url: str | None, + server_identifier: str, + is_dcr_bridge: bool, +) -> MCPOAuthMetadata | None: + """Reject discovered token/registration endpoints a manually pinned authorize endpoint cannot + vouch for (the RFC 9700 authorization-server mix-up). + + Discovery is rooted at the MCP resource, so a compromised upstream can advertise an attacker + ``token_endpoint``: with ``authorization_url`` admin-pinned but ``token_url`` blank, the merge + would pair the trusted authorize endpoint with that attacker token endpoint, and the gateway would + post the authorization code and client secret there. So the discovered ``token_url`` and + ``registration_url`` are kept only if the document corroborates the pin (its + ``authorization_endpoint`` matches). ``scopes`` are deliberately NOT gated here: per the MCP + authorization spec Scope Selection Strategy and RFC 9700 §2.3, the scopes a client requests are + resource-driven (the WWW-Authenticate challenge or the RFC 9728 protected-resource + ``scopes_supported``), and scope inflation by a compromised resource is bounded by the + authorization server and user consent (RFC 6749 §3.3), not by the client second-guessing the + request. With no pin there is no trust anchor to protect, so discovery is returned as-is. + """ + if metadata is None or not (manual_authorization_url and manual_authorization_url.strip()): + return metadata + if _endpoints_corroborate_authorization_url(metadata.authorization_url, manual_authorization_url): + return metadata + if not metadata.token_url and not metadata.registration_url: + return metadata + bridge_note = ( + " The discovered registration_url is rejected with it, so this dcr_bridge server stays on the" + " short-circuit registration arm." + if is_dcr_bridge and metadata.registration_url + else "" + ) + verbose_logger.warning( + "MCP OAuth discovery for server %s advertised authorization_endpoint %s, which does not match the " + "manually configured authorization_url %s; rejecting the discovered token_url/registration_url so " + "authorization codes and client credentials only follow the configured authorization server. " + "Configure Token URL manually if the mismatch is intentional.%s", + server_identifier, + _normalized_authorize_endpoint(metadata.authorization_url) if metadata.authorization_url else "", + _normalized_authorize_endpoint(manual_authorization_url), + bridge_note, + ) + return metadata.model_copy(update={"token_url": None, "registration_url": None}) + + def invalidate_user_env_vars_cache(user_id: str, server_id: str) -> None: """Drop a cached entry after the user stores or clears their env var values so the next request reads the fresh value instead of a stale one.""" @@ -416,6 +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]], @@ -436,49 +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( @@ -930,6 +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], @@ -999,36 +1221,68 @@ class MCPServerManager: ) auth_type = server_config.get("auth_type", None) - if server_url and ( - auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES + 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")) + 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"), - server_config.get("token_url"), + 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, + ) + + 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")), ) else: - mcp_oauth_metadata = None + 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 # entra_obo fail-closed scope precondition and POSTs an empty scope to the IdP. resolved_scopes = self._extract_scopes(server_config.get("scopes")) or ( - mcp_oauth_metadata.scopes if mcp_oauth_metadata else None + gated_oauth_metadata.scopes if gated_oauth_metadata else None ) - resolved_authorization_url = server_config.get("authorization_url") or ( - mcp_oauth_metadata.authorization_url if mcp_oauth_metadata else None + resolved_authorization_url = manual_authorization_url or ( + gated_oauth_metadata.authorization_url if gated_oauth_metadata else None ) - resolved_token_url = server_config.get("token_url") or ( - mcp_oauth_metadata.token_url if mcp_oauth_metadata else None + resolved_token_url = manual_token_url or (gated_oauth_metadata.token_url if gated_oauth_metadata else None) + resolved_registration_url = manual_registration_url or ( + gated_oauth_metadata.registration_url if gated_oauth_metadata else None ) - resolved_registration_url = server_config.get("registration_url") or ( - mcp_oauth_metadata.registration_url if mcp_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 ( @@ -1044,6 +1298,24 @@ class MCPServerManager: "browser sign-in, including delegate_auth_to_upstream)." ) + config_dcr_bridge = server_config.get("dcr_bridge", None) + if config_dcr_bridge is not None and not isinstance(config_dcr_bridge, bool): + raise ValueError( + f"Invalid config for MCP server '{server_name or server_id}': dcr_bridge " + f"must be a boolean (got {config_dcr_bridge!r})." + ) + if config_dcr_bridge and auth_type not in ( + MCPAuth.true_passthrough, + MCPAuth.oauth_delegate, + ): + raise ValueError( + f"Invalid config for MCP server '{server_name or server_id}': dcr_bridge is only " + f"supported for auth_type true_passthrough or oauth_delegate (got {auth_type!r}). " + "The DCR bridge serves gateway-hosted OAuth discovery for the client-forwarded " + "token modes; interactive oauth2 servers already run the gateway " + "authorization-code flow." + ) + new_server = MCPServer( server_id=server_id, name=name_for_prefix, @@ -1059,6 +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, @@ -1079,6 +1353,7 @@ class MCPServerManager: available_on_public_internet=bool(server_config.get("available_on_public_internet", True)), delegate_auth_to_upstream=bool(server_config.get("delegate_auth_to_upstream", False)), oauth_passthrough=bool(server_config.get("oauth_passthrough", False)), + dcr_bridge=config_dcr_bridge, # AWS SigV4 fields aws_access_key_id=server_config.get("aws_access_key_id", None), aws_secret_access_key=server_config.get("aws_secret_access_key", None), @@ -1095,6 +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)), @@ -1115,10 +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. @@ -1318,12 +1625,59 @@ 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, *, credentials_are_encrypted: bool = True, env_vars_are_encrypted: Optional[bool] = None, + persist_discovered_endpoints: bool = True, ) -> MCPServer: _mcp_info: MCPInfo = mcp_server.mcp_info or {} env_dict = _deserialize_json_dict(getattr(mcp_server, "env", None)) @@ -1400,25 +1754,38 @@ class MCPServerManager: auth_type = cast(MCPAuthType, mcp_server.auth_type) server_url = mcp_server.url - needs_discovery = bool(server_url) and ( - (auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES and not mcp_server.authorization_url) - 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), - mcp_server.token_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) + 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 + ) + 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 (mcp_oauth_metadata.scopes if mcp_oauth_metadata else None) + 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, @@ -1438,9 +1805,11 @@ 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, - authorization_url=mcp_server.authorization_url or getattr(mcp_oauth_metadata, "authorization_url", None), - token_url=mcp_server.token_url or getattr(mcp_oauth_metadata, "token_url", None), - registration_url=mcp_server.registration_url or getattr(mcp_oauth_metadata, "registration_url", None), + 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), token_endpoint_auth_method=( credentials_dict.get("token_endpoint_auth_method") if credentials_dict else None ), @@ -1454,6 +1823,7 @@ class MCPServerManager: available_on_public_internet=bool(getattr(mcp_server, "available_on_public_internet", True)), delegate_auth_to_upstream=bool(getattr(mcp_server, "delegate_auth_to_upstream", False)), oauth_passthrough=bool(getattr(mcp_server, "oauth_passthrough", False)), + dcr_bridge=getattr(mcp_server, "dcr_bridge", None), created_at=getattr(mcp_server, "created_at", None), updated_at=getattr(mcp_server, "updated_at", None), tool_name_to_display_name=_deserialize_json_dict(getattr(mcp_server, "tool_name_to_display_name", None)), @@ -1479,6 +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", @@ -1486,12 +1871,23 @@ class MCPServerManager: max_concurrent_requests=getattr(mcp_server, "max_concurrent_requests", None), ) _warn_internal_delegate_pkce_if_applicable(new_server, source="database") - await self._persist_discovered_obo_token_url( - server_id=mcp_server.server_id, - auth_type=auth_type, - existing_token_url=mcp_server.token_url, - discovered_token_url=new_server.token_url, - ) + if persist_discovered_endpoints: + await self._persist_discovered_obo_token_url( + server_id=mcp_server.server_id, + auth_type=auth_type, + existing_token_url=manual_token_url, + discovered_token_url=new_server.token_url, + ) + 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 async def _persist_discovered_obo_token_url( @@ -1529,6 +1925,89 @@ class MCPServerManager: except Exception as exc: # noqa: BLE001 - best-effort; a failed write re-discovers next build verbose_logger.warning("Failed to persist discovered OBO token_url for MCP server %s: %s", server_id, exc) + async def _persist_discovered_oauth_endpoints( + self, + *, + 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. + + Same rationale as ``_persist_discovered_obo_token_url`` but for the interactive oauth2 + family: discovered ``authorization_url``/``token_url``/``scopes`` otherwise live only on + the in-memory registry entry, which is rebuilt on every client connect (the DCR reuse path + calls ``update_server``) and on every post-write DB reload, so one failed re-discovery + serves 400 "authorization url is not set" from /authorize until a later rebuild succeeds. + Only fills row fields that are currently empty, never persists origin-fallback guesses + (RFC 9728/8414-advertised metadata only), and deliberately skips ``registration_url`` + 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 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 {} + ) + scopes_update = {"credentials": {"scopes": metadata.scopes}} if metadata.scopes and not existing_scopes else {} + 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 + update_mcp_server, + ) + from litellm.proxy._types import UpdateMCPServerRequest # noqa: PLC0415 # heavy module; import at call time + from litellm.proxy.proxy_server import prisma_client # noqa: PLC0415 # runtime value, set after startup + + if prisma_client is None: + return + try: + await update_mcp_server( + prisma_client=prisma_client, + data=UpdateMCPServerRequest.model_validate({"server_id": server_id, **updates}), + touched_by="mcp_oauth_discovery", + ) + verbose_logger.info( + "Persisted discovered OAuth endpoints for MCP server %s: %s", + server_id, + sorted(updates), + ) + except Exception as exc: # noqa: BLE001 - best-effort; a failed write re-discovers next build + verbose_logger.warning( + "Failed to persist discovered OAuth endpoints for MCP server %s: %s", + server_id, + exc, + ) + async def _maybe_register_openapi_tools(self, server: MCPServer, *, initialize_mapping: bool = True): """Register OpenAPI tools if the server has a spec_path configured.""" if server.spec_path: @@ -1587,6 +2066,10 @@ class MCPServerManager: existing_prefix = self.registry[mcp_server.server_id].short_prefix if existing_prefix and not new_server.short_prefix: new_server.short_prefix = existing_prefix + _carry_forward_resolved_oauth_endpoints( + new_server=new_server, + previous_server=self.registry[mcp_server.server_id], + ) self._assign_unique_short_prefix(new_server) self.registry[mcp_server.server_id] = new_server await self._maybe_register_openapi_tools(new_server) @@ -2257,13 +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. @@ -2350,20 +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 = ( @@ -2610,10 +3101,16 @@ class MCPServerManager: return prefixed_or_original_tools - except MCPUpstreamAuthError: + except MCPUpstreamAuthError as upstream_auth_error: # Pass-through 401 must surface to single-server routes so the # client triggers the upstream OAuth flow. The multi-server # aggregator catches this explicitly to keep absorbing. + if server.is_dcr_bridge and upstream_auth_error.www_authenticate is not None: + raise MCPUpstreamAuthError( + status_code=upstream_auth_error.status_code, + www_authenticate=None, + server_name=upstream_auth_error.server_name, + ) from upstream_auth_error raise except HTTPException as e: # A v2 resolver auth challenge (token_exchange's RFC 9728 401, authorization_code's @@ -2623,16 +3120,19 @@ class MCPServerManager: # Non-auth HTTP errors stay absorbed so one misconfigured server can't blank the listing. if e.status_code in (401, 403): headers = e.headers or {} + challenge_header = headers.get("WWW-Authenticate") or headers.get("www-authenticate") raise MCPUpstreamAuthError( status_code=e.status_code, - www_authenticate=headers.get("WWW-Authenticate") or headers.get("www-authenticate"), + www_authenticate=None if server.is_dcr_bridge else challenge_header, 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, @@ -2942,16 +3442,20 @@ class MCPServerManager: ) = await self._attempt_well_known_discovery(server_url) metadata = None + used_origin_fallback = False if allow_origin_fallback and not authorization_servers: try: parsed_url = urlparse(server_url) if parsed_url.scheme and parsed_url.netloc: authorization_servers = [f"{parsed_url.scheme}://{parsed_url.netloc}"] + used_origin_fallback = True except Exception: authorization_servers = [] if authorization_servers: metadata = await self._fetch_authorization_server_metadata(authorization_servers, server_url) + if metadata is not None and used_origin_fallback: + metadata.from_origin_fallback = True preferred_scopes = scopes or resource_scopes if metadata is None and preferred_scopes: @@ -3058,8 +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) @@ -3103,20 +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( @@ -3214,16 +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 @@ -3237,27 +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 @@ -3841,10 +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: @@ -3946,10 +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( @@ -3966,10 +4511,50 @@ class MCPServerManager: tool_call_coro = _obo_call_tool_limited() else: + # Scoped to the two client-forwarded token modes this stack introduced; legacy + # oauth2 + delegate_auth_to_upstream (is_oauth_passthrough) is being removed, so it is not + # added here even though the list path still relays for it. + relays_upstream_auth = mcp_server.is_true_passthrough or mcp_server.is_oauth_delegate + server_label = mcp_server.name or mcp_server.server_name or mcp_server.alias or "" async def _call_tool_via_client(client, params): async with self._limit_outbound_concurrency(mcp_server): - return await client.call_tool(params, host_progress_callback=host_progress_callback) + if not relays_upstream_auth: + return await client.call_tool(params, host_progress_callback=host_progress_callback) + # The client-forwarded modes carry the caller's own upstream token, so an upstream + # 401 (expired/invalid token) is the caller's to resolve: relay it as + # MCPUpstreamAuthError so single-server REST callers turn it into a 401 + + # WWW-Authenticate and re-run the upstream OAuth flow. Only 401 is a re-auth signal + # (mirrors the list path and MCPUpstreamAuthError's contract); a 403 is a genuine + # authorization failure that re-auth won't fix, so it takes the non-auth branch and + # stays a visible warning. raise_on_error only re-raises transport failures + # (tool-level isError results are still returned normally); a non-auth failure keeps + # the same isError degradation the default path produces. + try: + return await client.call_tool( + params, host_progress_callback=host_progress_callback, raise_on_error=True + ) + except Exception as e: + auth_info = _extract_upstream_auth_failure(e) + if auth_info is None or auth_info[0] != 401: + # A genuine (non-auth or 403-forbidden) upstream/transport failure. + # raise_on_error demoted the client-layer log to debug, so surface it here at + # warning level to keep the outage visible; the caller still gets the graceful + # isError result the default masking path would have produced. Log the + # exception type only, never str(e), which for an httpx error embeds the + # upstream URL (a credential can hide in it). + verbose_logger.warning( + "Pass-through MCP tool call failed against %s (non-auth, %s)", + server_label, + type(e).__name__, + ) + return client.error_tool_result(e) + _, www_authenticate = auth_info + raise MCPUpstreamAuthError( + status_code=401, + www_authenticate=www_authenticate, + server_name=server_label, + ) from e tool_call_coro = _call_tool_via_client(client, call_tool_params) @@ -4422,6 +5007,7 @@ class MCPServerManager: # (if any) so the prefix is stable across reloads. if existing_server is not None and existing_server.short_prefix: new_server.short_prefix = existing_server.short_prefix + _carry_forward_resolved_oauth_endpoints(new_server=new_server, previous_server=existing_server) new_registry[server.server_id] = new_server except Exception as e: verbose_logger.exception( @@ -4459,6 +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() @@ -4796,10 +5384,12 @@ 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, oauth2_flow=server.oauth2_flow, + dcr_bridge=server.dcr_bridge, token_exchange_endpoint=server.token_exchange_endpoint, audience=server.audience, subject_token_type=server.subject_token_type, @@ -4904,6 +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, @@ -4916,6 +5507,7 @@ class MCPServerManager: available_on_public_internet=server.available_on_public_internet, delegate_auth_to_upstream=server.delegate_auth_to_upstream, oauth_passthrough=getattr(server, "oauth_passthrough", False), + dcr_bridge=server.dcr_bridge, is_byok=server.is_byok, byok_description=server.byok_description, byok_api_key_help_url=server.byok_api_key_help_url, diff --git a/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py b/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py index 33f0641b732..43fe3999291 100644 --- a/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py +++ b/litellm/proxy/_experimental/mcp_server/oauth2_token_cache.py @@ -175,16 +175,18 @@ mcp_oauth2_token_cache = MCPOAuth2TokenCache() def _compute_per_user_token_ttl(server: "MCPServer", expires_in: Optional[int]) -> int: """Compute Redis TTL for a per-user token. - Uses server.token_storage_ttl_seconds when configured; otherwise derives - TTL from expires_in minus the expiry buffer; falls back to the default TTL. + Uses server.token_storage_ttl_seconds when configured, capped at the token's + remaining lifetime (expires_in minus the expiry buffer) so a cached entry never + outlives the token itself; otherwise derives TTL from expires_in minus the + expiry buffer; falls back to the default TTL. """ + lifetime_bound = expires_in - MCP_PER_USER_TOKEN_EXPIRY_BUFFER_SECONDS if expires_in is not None else None if server.token_storage_ttl_seconds is not None: - return max(server.token_storage_ttl_seconds, 1) - if expires_in is not None: - return max( - expires_in - MCP_PER_USER_TOKEN_EXPIRY_BUFFER_SECONDS, - 1, - ) + if lifetime_bound is None: + return max(server.token_storage_ttl_seconds, 1) + return max(min(server.token_storage_ttl_seconds, lifetime_bound), 1) + if lifetime_bound is not None: + return max(lifetime_bound, 1) return MCP_PER_USER_TOKEN_DEFAULT_TTL diff --git a/litellm/proxy/_experimental/mcp_server/oauth_utils.py b/litellm/proxy/_experimental/mcp_server/oauth_utils.py index 4d5813dbc5b..53686e329bb 100644 --- a/litellm/proxy/_experimental/mcp_server/oauth_utils.py +++ b/litellm/proxy/_experimental/mcp_server/oauth_utils.py @@ -129,7 +129,19 @@ def get_request_base_url(request: Request) -> str: if x_forwarded_port and ":" not in netloc: netloc = f"{netloc}:{x_forwarded_port}" - return urlunparse((scheme, netloc, parsed.path, "", "", "")) + 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: @@ -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/bridge_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py new file mode 100644 index 00000000000..c352f3a683e --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py @@ -0,0 +1,243 @@ +"""Producer and consumer helpers for the DCR-bridge ``oauth_delegate`` envelope. + +A DCR-bridge ``oauth_delegate`` client presents ONE bearer that is a litellm-signed +envelope (see :mod:`.envelope`) carrying both a litellm identity and the upstream OAuth +token. The gateway token endpoint mints it (producer) at OAuth issuance, and at the MCP +admission edge the gateway derives the envelope keys from the proxy ``master_key``, opens +it, admits the request under the recovered identity, and forwards the inner upstream token +to the upstream MCP server (consumer). This module is the pure surface for both sides; the +token-endpoint and admission wiring live in their respective call sites. +""" + +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.envelope import ( + EnvelopeIdentity, + EnvelopeKeys, + EnvelopeMintError, + OpenedEnvelope, + OpenedRefreshEnvelope, + RefreshCredential, + SealedEnvelope, + UpstreamTokenGrant, + is_envelope, + is_refresh_envelope, + mint_envelope, + mint_refresh_envelope, + open_envelope, + open_refresh_envelope, +) + +_SIGNING_KEY_DOMAIN = b"litellm-mcp-bridge:envelope-signing:" +_ENCRYPTION_KEY_DOMAIN = b"litellm-mcp-bridge:envelope-encryption:" + +# scrypt work factors (RFC 7914). n=2**15 with r=8/p=1 costs ~50ms and ~32MB per derivation, which +# makes offline guessing of a candidate master key memory-hard rather than a bare hash comparison. +_SCRYPT_N = 2**15 +_SCRYPT_R = 8 +_SCRYPT_P = 1 +# scrypt's working-set is ~128 * N * r * p bytes; cap at twice that so the maxmem ceiling scales +# with every work factor and a future p or r bump does not trip "memory limit exceeded". +_SCRYPT_MAXMEM = 128 * _SCRYPT_N * _SCRYPT_R * _SCRYPT_P * 2 +_DERIVED_KEY_BYTES = 32 + + +@lru_cache(maxsize=8) +def envelope_keys_from_master_key(master_key: str) -> EnvelopeKeys: + """Derive the envelope signing and encryption keys from the proxy master key. + + A memory-hard scrypt KDF (RFC 7914) over two distinct domain-label salts yields two + independent 256-bit subkeys from the one secret, so the producer (mint) and consumer + (open) agree on keys without persisting any. scrypt is used rather than a bare hash or + HMAC so that a captured envelope is not a cheap offline oracle for the master key: each + candidate guess costs a full memory-hard derivation, which is what protects a deployment + whose master key is weaker than it should be. The result is cached (the master key is + fixed for a process), so the KDF runs once per key and adds nothing to the per-request + admission path. The derivation is deterministic; rotating ``master_key`` invalidates + every outstanding envelope, which is the intended behavior for a signing-key change. + """ + signing = hashlib.scrypt( + master_key.encode(), + salt=_SIGNING_KEY_DOMAIN, + n=_SCRYPT_N, + r=_SCRYPT_R, + p=_SCRYPT_P, + maxmem=_SCRYPT_MAXMEM, + dklen=_DERIVED_KEY_BYTES, + ).hex() + encryption = hashlib.scrypt( + master_key.encode(), + salt=_ENCRYPTION_KEY_DOMAIN, + n=_SCRYPT_N, + r=_SCRYPT_R, + p=_SCRYPT_P, + maxmem=_SCRYPT_MAXMEM, + dklen=_DERIVED_KEY_BYTES, + ).hex() + return EnvelopeKeys(signing_key=SecretStr(signing), encryption_key=SecretStr(encryption)) + + +def build_bridge_token_response( + identity: EnvelopeIdentity, + grant: UpstreamTokenGrant, + keys: EnvelopeKeys, + now: datetime, +) -> SealedEnvelope | EnvelopeMintError: + """Seal ``grant`` for ``identity`` into the client-held bearer the token endpoint returns. + + The producer mirror of :func:`resolve_bridge_envelope`: a thin, pure wrapper over + :func:`mint_envelope` that returns the sealed envelope, or the mint error as a value + (an oversized grant) for the caller to map onto an OAuth error response. + """ + return mint_envelope(identity, grant, keys, now) + + +def build_bridge_refresh_token_response( + identity: EnvelopeIdentity, + refresh: RefreshCredential, + keys: EnvelopeKeys, + now: datetime, +) -> SealedEnvelope | EnvelopeMintError: + """Seal ``refresh`` for ``identity`` into the long-lived refresh envelope the token endpoint returns + alongside the access envelope, so the client can renew without re-authenticating. A thin, pure + wrapper over :func:`mint_refresh_envelope`; returns the mint error as a value for the caller to map. + """ + return mint_refresh_envelope(identity, refresh, keys, now) + + +class BridgeRefreshOpened(BaseModel): + """A valid refresh envelope presented to the token endpoint: the identity to re-validate and renew + under, and the upstream refresh grant to exchange.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["opened"] = "opened" + identity: EnvelopeIdentity + refresh: RefreshCredential + + +class BridgeRefreshInvalid(BaseModel): + """The presented refresh grant is not a valid refresh envelope for this server (not refresh-shaped, + will not open, or minted for a different server); the token endpoint fails the refresh closed.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["invalid"] = "invalid" + + +BridgeRefreshResult: TypeAlias = BridgeRefreshOpened | BridgeRefreshInvalid + + +def open_bridge_refresh_envelope( + refresh_value: str, + keys: EnvelopeKeys, + now: datetime, + expected_server_id: str, +) -> BridgeRefreshResult: + """Open a refresh envelope a bridge ``oauth_delegate`` client presented on a refresh_token grant. + + The token-endpoint mirror of :func:`resolve_bridge_envelope`: strips an optional ``Bearer`` scheme, + then returns ``BridgeRefreshOpened`` with the recovered identity and upstream refresh grant, or + ``BridgeRefreshInvalid`` for anything that is not a valid refresh envelope for this server. Never + raises; total over hostile input via :func:`open_refresh_envelope`. ``expected_server_id`` binds the + envelope to the server the request targets, so a refresh envelope minted for one server cannot renew + against another. A raw upstream refresh token (not envelope-shaped) is ``BridgeRefreshInvalid``: this + mode never hands the client a bare upstream refresh token, so it must never accept one. + """ + candidate = _strip_bearer(refresh_value) + if not is_refresh_envelope(candidate): + return BridgeRefreshInvalid() + opened = open_refresh_envelope(candidate, keys, now) + if not isinstance(opened, OpenedRefreshEnvelope): + return BridgeRefreshInvalid() + if opened.identity.server_id != expected_server_id: + return BridgeRefreshInvalid() + return BridgeRefreshOpened(identity=opened.identity, refresh=opened.refresh) + + +class NotBridgeEnvelope(BaseModel): + """The bearer is not an envelope; admission continues on its normal path.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["not_bridge_envelope"] = "not_bridge_envelope" + + +class BridgeEnvelopeAdmitted(BaseModel): + """A valid envelope: the identity to admit under and the full upstream ``Authorization`` + value (``token_type access_token``) to forward to the upstream MCP server.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["admitted"] = "admitted" + identity: EnvelopeIdentity + upstream_authorization: SecretStr + + +class BridgeEnvelopeInvalid(BaseModel): + """The bearer is envelope-shaped but did not open (expired, tampered, wrong key); + admission must fail closed rather than fall through to normal validation.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["invalid"] = "invalid" + + +BridgeEnvelopeResult: TypeAlias = NotBridgeEnvelope | BridgeEnvelopeAdmitted | BridgeEnvelopeInvalid + + +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_bridge_envelope_shaped(authorization_value: str) -> bool: + """Cheap, keyless test that an ``Authorization`` value carries an envelope of either kind (optional + ``Bearer`` scheme stripped). The admission edge engages the bridge arm for an access envelope (to + admit) and for a refresh envelope (to reject it explicitly, since a refresh credential is never + usable at the tool-call edge); a plain upstream bearer falls through to normal oauth2 admission.""" + candidate = _strip_bearer(authorization_value) + return is_envelope(candidate) or is_refresh_envelope(candidate) + + +def resolve_bridge_envelope( + authorization_value: str, + keys: EnvelopeKeys, + now: datetime, + expected_server_id: str, +) -> BridgeEnvelopeResult: + """Classify an ``Authorization`` value presented to a bridge ``oauth_delegate`` server. + + Strips an optional ``Bearer`` scheme, then returns ``NotBridgeEnvelope`` for a + non-envelope bearer (normal admission continues), ``BridgeEnvelopeAdmitted`` with the + recovered identity and the upstream ``Authorization`` value to forward for a valid + envelope, and ``BridgeEnvelopeInvalid`` for an envelope-shaped bearer that will not + open. Never raises: it is total over hostile input via :func:`open_envelope`. + + A refresh envelope is ``BridgeEnvelopeInvalid`` here: it is a valid gateway credential but only ever + presented back to the token endpoint, never usable to authenticate a tool call, so admission must + fail it closed rather than let it fall through to another arm. + + ``expected_server_id`` is the ``server_id`` of the MCP server the request targets; an + opened envelope whose sealed ``server_id`` does not match is rejected as + ``BridgeEnvelopeInvalid``. Binding here (rather than leaving it to the caller) prevents + replaying an envelope minted for one server against another, which would forward the + first server's upstream credential across a server boundary. ``server_id`` is not a + secret (the caller targets that server), so a plain equality check is sufficient and, + unlike ``hmac.compare_digest`` on ``str``, does not raise on a non-ASCII server_id. + """ + candidate = _strip_bearer(authorization_value) + if is_refresh_envelope(candidate): + return BridgeEnvelopeInvalid() + if not is_envelope(candidate): + return NotBridgeEnvelope() + opened = open_envelope(candidate, keys, now) + if not isinstance(opened, OpenedEnvelope): + return BridgeEnvelopeInvalid() + if opened.identity.server_id != expected_server_id: + return BridgeEnvelopeInvalid() + grant = opened.grant + upstream_authorization = f"{grant.token_type} {grant.access_token.get_secret_value()}" + return BridgeEnvelopeAdmitted(identity=opened.identity, upstream_authorization=SecretStr(upstream_authorization)) 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/envelope.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py new file mode 100644 index 00000000000..9118a3e129d --- /dev/null +++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py @@ -0,0 +1,568 @@ +"""Client-held sealed envelope for the oauth_delegate DCR bridge. + +A DCR-bridge client holds ONE bearer that must carry BOTH a litellm identity and the +upstream OAuth grant, with zero server-side storage. The gateway token endpoint mints a +litellm-signed envelope (:func:`mint_envelope`); the MCP edge validates it, recovers the +identity claims and the inner upstream grant (:func:`open_envelope`), and forwards the +inner access token upstream. 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. + +Wire shape: ``llm_env_`` + an HS256 JWT (same signing approach as the BYOK session +bearer in ``byok_oauth_endpoints.py``). Registered claims are ``iss``/``iat``/``exp``; +custom claims are ``server_id``, ``key_hash``, and ``grant``, where ``grant`` is the +upstream token grant serialized to JSON, encrypted with the repo's symmetric +encryption helpers (``encrypt_value``/``decrypt_value`` from +``encrypt_decrypt_utils`` — the same family ``encrypt_value_helper`` applies to +persisted DCR credentials), and base64url-encoded, so the inner token never appears +in plaintext anywhere in the envelope. + +Failures are values: :func:`open_envelope` returns one of the frozen +``EnvelopeOpenError`` variants (discriminated on ``tag``) for invalid, expired, +tampered, or undecryptable input, and :func:`mint_envelope` returns +``EnvelopeTooLarge`` for oversized grants. Error values carry tags and sizes only, +never token material. + +The pydantic input models reject programmer errors at construction (e.g. a +non-positive ``expires_in`` or an empty required field). :func:`open_envelope` is +additionally total over hostile, attacker-controlled input: it never raises, only +returns an ``EnvelopeOpenError``. :func:`mint_envelope` operates on a +gateway-supplied grant (an upstream IdP's UTF-8 JSON token response), so it does not +defend against non-UTF-8 field content that cannot survive JSON parsing; its only +value-typed failure is ``EnvelopeTooLarge``. +""" + +from __future__ import annotations + +import base64 +from datetime import datetime, timedelta +from typing import Literal, TypeAlias + +import jwt +from pydantic import BaseModel, ConfigDict, Field, SecretStr, ValidationError + +from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value, encrypt_value + +ENVELOPE_PREFIX = "llm_env_" +"""Marker prefix on every serialized ACCESS envelope so the edge can cheaply tell an envelope +from a raw upstream token before doing any cryptography.""" + +REFRESH_ENVELOPE_PREFIX = "llm_refresh_" +"""Marker prefix on every serialized REFRESH envelope. 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: a refresh envelope carries a long-lived upstream refresh token and is only +ever presented back to the token endpoint, never forwarded upstream on a tool call.""" + +ENVELOPE_ISSUER = "litellm-mcp-bridge" +"""``iss`` claim stamped into every envelope and required back on open.""" + +MAX_ENVELOPE_TTL_SECONDS = 3600 +"""Hard ceiling on ACCESS envelope lifetime. ``exp`` is ``min(upstream expires_in, this cap)`` +(the cap alone when the upstream omits ``expires_in``), matching the 1h lifetime of the +BYOK session bearer this module's signing approach is borrowed from: a client-held +credential should never outlive a bounded window even when the upstream token does.""" + +MAX_REFRESH_ENVELOPE_TTL_SECONDS = 1209600 +"""Hard ceiling on REFRESH envelope lifetime (14 days). A refresh envelope only renews the short-lived +access envelope, and each renewal re-validates the sealed litellm key (revocation gates it) and is +re-minted with a fresh window, so the practical bound is idle time, not a fixed session. ``exp`` is +``min(upstream refresh_expires_in, this cap)`` (the cap alone when the upstream omits it); if the +upstream refresh token dies first, the next renewal simply fails at the upstream and the client +re-authenticates. The value is deliberately far shorter than a typical upstream refresh-token lifetime +so a leaked refresh envelope is bounded even if the upstream would have honoured it for longer.""" + +MAX_ENVELOPE_BYTES = 12288 +"""Size cap on the final serialized envelope (prefix + JWT, in bytes). Upstream JWTs +commonly run 2-4KB; base64 plus encryption overhead roughly doubles that inside the +envelope, and common proxy/server header limits sit around 16KB total. 12288 leaves +comfortable headroom for a large upstream token while keeping the envelope safely +transmittable as a single Authorization header. Oversized grants are rejected with a +typed error, never truncated.""" + +_ENVELOPE_JWT_ALGORITHM = "HS256" + +EnvelopeKind = Literal["access", "refresh"] +"""Which credential an envelope is. Stamped into the signed claims and required to match on open, so a +signature-valid envelope 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).""" + + +EnvelopeSubjectType: TypeAlias = Literal["key_hash", "user_id"] +"""Discriminator for what litellm principal the envelope binds the grant to. + +``key_hash`` is a hashed virtual key (the scripted two-header client mints under the key it +presents at the token endpoint); ``user_id`` is a litellm user subject (the interactive DCR +client mints under the SSO-authenticated user, which is the only identity that browser login +yields). Admission reloads a key record for the first and a user record for the second, then +runs both through the same live-policy gate, so team/org/budget/revocation enforcement is +identical either way.""" + + +class EnvelopeIdentity(BaseModel): + """The litellm principal the envelope binds the inner grant to. + + ``subject`` is the principal identifier and ``subject_type`` says how to resolve it: a + hashed litellm key (``key_hash``) or a litellm user id (``user_id``), never a raw + credential (and the edge rejects a bare hash or id presented as a bearer). Admission + reloads the live record by it, so the principal's current team/org restrictions and its + revocation state are enforced at use time rather than frozen at mint time. ``server_id`` + binds the envelope to one MCP server so it cannot be replayed across a server boundary. + """ + + model_config = ConfigDict(frozen=True) + server_id: str = Field(min_length=1) + subject_type: EnvelopeSubjectType + subject: str = Field(min_length=1) + + +def key_hash_identity(server_id: str, key_hash: str) -> EnvelopeIdentity: + """The identity for the scripted client that mints under a presented virtual key.""" + return EnvelopeIdentity(server_id=server_id, subject_type="key_hash", subject=key_hash) + + +def user_identity(server_id: str, user_id: str) -> EnvelopeIdentity: + """The identity for the interactive DCR client that mints under its SSO user subject.""" + return EnvelopeIdentity(server_id=server_id, subject_type="user_id", subject=user_id) + + +class UpstreamTokenGrant(BaseModel): + """The upstream OAuth token response fields sealed inside the envelope. + + ``expires_in`` must be positive when present; a non-positive value is a programmer + error rejected at construction. Token fields are ``SecretStr`` so reprs never leak + them. + """ + + model_config = ConfigDict(frozen=True) + access_token: SecretStr = Field(min_length=1) + token_type: str = Field(min_length=1) + refresh_token: SecretStr | None = None + scope: str | None = None + expires_in: int | None = Field(default=None, gt=0) + + +class RefreshCredential(BaseModel): + """The upstream refresh grant sealed inside a refresh envelope. + + Only the refresh token (plus the scope to re-request and the refresh token's own lifetime, when the + upstream reports it) is sealed; the access token is never in a refresh envelope. ``refresh_token`` is + a ``SecretStr`` so reprs never leak it, and ``expires_in`` (the refresh token's lifetime, not the + access token's) must be positive when present. + """ + + model_config = ConfigDict(frozen=True) + refresh_token: SecretStr = Field(min_length=1) + scope: str | None = None + expires_in: int | None = Field(default=None, gt=0) + + +class EnvelopeKeys(BaseModel): + """Injected key material: the HS256 signing key and the symmetric encryption 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) + encryption_key: SecretStr = Field(min_length=1) + + +class SealedEnvelope(BaseModel): + """A minted envelope: the client-held bearer value and when it expires.""" + + model_config = ConfigDict(frozen=True) + token: SecretStr + expires_at: datetime + + +class OpenedEnvelope(BaseModel): + """A validated access envelope: the identity it was minted for and the recovered grant.""" + + model_config = ConfigDict(frozen=True) + identity: EnvelopeIdentity + grant: UpstreamTokenGrant + + +class OpenedRefreshEnvelope(BaseModel): + """A validated refresh envelope: the identity it was minted for and the recovered refresh grant.""" + + model_config = ConfigDict(frozen=True) + identity: EnvelopeIdentity + refresh: RefreshCredential + + +class EnvelopeTooLarge(BaseModel): + """The serialized envelope exceeded ``MAX_ENVELOPE_BYTES``; carries sizes only.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["envelope_too_large"] = "envelope_too_large" + size_bytes: int + max_bytes: int + + +EnvelopeMintError: TypeAlias = EnvelopeTooLarge + + +class NotAnEnvelope(BaseModel): + """The candidate does not carry the envelope prefix.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["not_an_envelope"] = "not_an_envelope" + + +class BadSignature(BaseModel): + """The JWT signature does not verify under the provided signing key.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["bad_signature"] = "bad_signature" + + +class Expired(BaseModel): + """The envelope's ``exp`` is not in the future relative to the provided ``now``.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["expired"] = "expired" + + +class MalformedPayload(BaseModel): + """The token is not a well-formed envelope: undecodable JWT, wrong issuer, missing + or mistyped claims, or a decrypted grant that fails validation.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["malformed_payload"] = "malformed_payload" + + +class DecryptFailed(BaseModel): + """The signed ``grant`` blob could not be decrypted under the provided key.""" + + model_config = ConfigDict(frozen=True) + tag: Literal["decrypt_failed"] = "decrypt_failed" + + +EnvelopeOpenError: TypeAlias = NotAnEnvelope | BadSignature | Expired | MalformedPayload | DecryptFailed + + +class _EnvelopeClaims(BaseModel): + """Decoded-claims boundary that pins the exact shape :func:`mint_envelope` emits. + + ``server_id``/``key_hash`` mirror the ``min_length`` constraints of + :class:`EnvelopeIdentity` so any claim set that validates here also constructs an + identity, keeping :func:`open_envelope` raise-free: a correctly signed JWT with an + empty identity claim fails here and maps to ``MalformedPayload``. + + ``strict`` rejects coerced types (``exp: "123"``, ``exp: 123.0``) rather than opening + on them, and ``extra="forbid"`` rejects any claim the gateway never mints (a hostile + ``nbf``/``aud``/... rides along on a re-signed token). Since PyJWT's own ``iat``/ + ``nbf``/``exp`` validators are disabled at decode (they raise on hostile claim types + and, for ``iat``/``nbf``, compare against the wall clock rather than the injected + ``now``), this model is the sole, total type gate for every registered claim. + """ + + model_config = ConfigDict(frozen=True, strict=True, extra="forbid") + iss: str + iat: int + exp: int + kind: EnvelopeKind + server_id: str = Field(min_length=1) + subject_type: EnvelopeSubjectType + subject: str = Field(min_length=1) + grant: str = Field(min_length=1) + + +class _GrantWire(BaseModel): + model_config = ConfigDict(frozen=True) + access_token: str + token_type: str + refresh_token: str | None = None + scope: str | None = None + expires_in: int | None = None + + +class _RefreshWire(BaseModel): + model_config = ConfigDict(frozen=True) + refresh_token: str + scope: str | None = None + expires_in: int | None = None + + +def is_envelope(candidate: str) -> bool: + """Cheap prefix check for an ACCESS envelope so the edge can route envelopes vs raw tokens without + crypto. A refresh envelope has a different prefix and is not an access envelope.""" + return candidate.startswith(ENVELOPE_PREFIX) + + +def is_refresh_envelope(candidate: str) -> bool: + """Cheap prefix check for a REFRESH envelope so the token endpoint can route a refresh grant that + carries an envelope vs a raw upstream refresh token without crypto.""" + return candidate.startswith(REFRESH_ENVELOPE_PREFIX) + + +def mint_envelope( + identity: EnvelopeIdentity, + grant: UpstreamTokenGrant, + keys: EnvelopeKeys, + now: datetime, +) -> SealedEnvelope | EnvelopeMintError: + """Seal ``grant`` for ``identity`` into a client-held envelope. + + ``exp`` is ``min(grant.expires_in, MAX_ENVELOPE_TTL_SECONDS)`` seconds from ``now`` + (the cap alone when ``expires_in`` is absent). Returns ``EnvelopeTooLarge`` when the + serialized envelope exceeds ``MAX_ENVELOPE_BYTES``. + """ + expires_at = now + timedelta(seconds=_envelope_ttl_seconds(grant.expires_in)) + return _seal( + kind="access", + prefix=ENVELOPE_PREFIX, + identity=identity, + grant_blob=_encrypt_grant_blob(_grant_plaintext(grant), keys.encryption_key), + expires_at=expires_at, + signing_key=keys.signing_key, + now=now, + ) + + +def open_envelope( + candidate: str, + keys: EnvelopeKeys, + now: datetime, +) -> OpenedEnvelope | EnvelopeOpenError: + """Validate ``candidate`` and recover the identity and inner grant. + + Never raises for bad input: every invalid, expired, tampered, or undecryptable + candidate maps to a distinct ``EnvelopeOpenError`` variant. The recovered + ``grant.expires_in`` is the value the upstream reported at mint time and is not + re-derived, so it is stale by up to the envelope's lifetime; callers that need a + live remaining lifetime should use ``now`` against the upstream, not this field. + """ + claims = _open_claims(candidate, prefix=ENVELOPE_PREFIX, expected_kind="access", keys=keys, now=now) + if not isinstance(claims, _EnvelopeClaims): + return claims + grant = _decrypt_grant(claims.grant, keys.encryption_key) + if not isinstance(grant, UpstreamTokenGrant): + return grant + return OpenedEnvelope( + identity=EnvelopeIdentity(server_id=claims.server_id, subject_type=claims.subject_type, subject=claims.subject), + grant=grant, + ) + + +def mint_refresh_envelope( + identity: EnvelopeIdentity, + refresh: RefreshCredential, + keys: EnvelopeKeys, + now: datetime, +) -> SealedEnvelope | EnvelopeMintError: + """Seal ``refresh`` for ``identity`` into a long-lived, client-held refresh envelope. + + ``exp`` is ``min(refresh.expires_in, MAX_REFRESH_ENVELOPE_TTL_SECONDS)`` seconds from ``now`` (the + cap alone when the upstream omits the refresh lifetime). Sealing a distinct ``kind="refresh"`` claim + is what keeps a refresh envelope from ever opening as an access credential at the MCP edge. Returns + ``EnvelopeTooLarge`` when the serialized envelope exceeds ``MAX_ENVELOPE_BYTES``. + """ + expires_at = now + timedelta(seconds=_refresh_ttl_seconds(refresh.expires_in)) + return _seal( + kind="refresh", + prefix=REFRESH_ENVELOPE_PREFIX, + identity=identity, + grant_blob=_encrypt_grant_blob(_refresh_plaintext(refresh), keys.encryption_key), + expires_at=expires_at, + signing_key=keys.signing_key, + now=now, + ) + + +def open_refresh_envelope( + candidate: str, + keys: EnvelopeKeys, + now: datetime, +) -> OpenedRefreshEnvelope | EnvelopeOpenError: + """Validate a refresh ``candidate`` and recover the identity and inner refresh grant. + + Total over hostile input exactly like :func:`open_envelope`: every invalid, expired, tampered, + wrong-kind, or undecryptable candidate maps to a distinct ``EnvelopeOpenError`` variant, never a + raise. The ``kind="refresh"`` claim is required, so an access envelope re-prefixed as a refresh one + is rejected as ``MalformedPayload``. + """ + claims = _open_claims(candidate, prefix=REFRESH_ENVELOPE_PREFIX, expected_kind="refresh", keys=keys, now=now) + if not isinstance(claims, _EnvelopeClaims): + return claims + refresh = _decrypt_refresh(claims.grant, keys.encryption_key) + if not isinstance(refresh, RefreshCredential): + return refresh + return OpenedRefreshEnvelope( + identity=EnvelopeIdentity(server_id=claims.server_id, subject_type=claims.subject_type, subject=claims.subject), + refresh=refresh, + ) + + +def _seal( + kind: EnvelopeKind, + prefix: str, + identity: EnvelopeIdentity, + grant_blob: str, + expires_at: datetime, + signing_key: SecretStr, + now: datetime, +) -> SealedEnvelope | EnvelopeTooLarge: + """Sign the claims for either envelope kind and enforce the size cap. Shared by both mints so the + JWT shape, issuer, and size guard cannot drift between access and refresh envelopes.""" + claims = _EnvelopeClaims( + iss=ENVELOPE_ISSUER, + iat=int(now.timestamp()), + exp=int(expires_at.timestamp()), + kind=kind, + server_id=identity.server_id, + subject_type=identity.subject_type, + subject=identity.subject, + grant=grant_blob, + ) + token = prefix + jwt.encode(claims.model_dump(), signing_key.get_secret_value(), algorithm=_ENVELOPE_JWT_ALGORITHM) + size_bytes = len(token.encode("utf-8")) + if size_bytes > MAX_ENVELOPE_BYTES: + return EnvelopeTooLarge(size_bytes=size_bytes, max_bytes=MAX_ENVELOPE_BYTES) + return SealedEnvelope(token=SecretStr(token), expires_at=expires_at) + + +def _open_claims( + candidate: str, + prefix: str, + expected_kind: EnvelopeKind, + keys: EnvelopeKeys, + now: datetime, +) -> _EnvelopeClaims | EnvelopeOpenError: + """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 validated claims or a distinct ``EnvelopeOpenError``; never raises.""" + if not candidate.startswith(prefix): + return NotAnEnvelope() + # 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 <= MAX_ENVELOPE_BYTES characters. + if len(candidate) > MAX_ENVELOPE_BYTES: + return MalformedPayload() + if len(candidate.encode("utf-8", "surrogatepass")) > MAX_ENVELOPE_BYTES: + return MalformedPayload() + claims = _decode_claims(candidate.removeprefix(prefix), keys.signing_key) + if not isinstance(claims, _EnvelopeClaims): + return claims + if claims.kind != expected_kind: + return MalformedPayload() + if now.timestamp() >= claims.exp: + return Expired() + return claims + + +def _envelope_ttl_seconds(upstream_expires_in: int | None) -> int: + if upstream_expires_in is None: + return MAX_ENVELOPE_TTL_SECONDS + return min(upstream_expires_in, MAX_ENVELOPE_TTL_SECONDS) + + +def _refresh_ttl_seconds(upstream_refresh_expires_in: int | None) -> int: + if upstream_refresh_expires_in is None: + return MAX_REFRESH_ENVELOPE_TTL_SECONDS + return min(upstream_refresh_expires_in, MAX_REFRESH_ENVELOPE_TTL_SECONDS) + + +def _grant_plaintext(grant: UpstreamTokenGrant) -> str: + wire = _GrantWire( + access_token=grant.access_token.get_secret_value(), + token_type=grant.token_type, + refresh_token=None if grant.refresh_token is None else grant.refresh_token.get_secret_value(), + scope=grant.scope, + expires_in=grant.expires_in, + ) + return wire.model_dump_json(exclude_none=True) + + +def _refresh_plaintext(refresh: RefreshCredential) -> str: + wire = _RefreshWire( + refresh_token=refresh.refresh_token.get_secret_value(), + scope=refresh.scope, + expires_in=refresh.expires_in, + ) + return wire.model_dump_json(exclude_none=True) + + +def _decode_claims( + compact: str, + signing_key: SecretStr, +) -> _EnvelopeClaims | BadSignature | MalformedPayload: + """Verify the HS256 signature and shape of an attacker-controlled compact JWT. + + ``compact`` is fully hostile and bounded to ``MAX_ENVELOPE_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 (``BadSignature``), every decode failure is ``MalformedPayload``: + a non-UTF-8 candidate surfaces as ``UnicodeEncodeError`` (a ``ValueError``), a + non-string registered claim such as ``iss`` as a ``TypeError`` from PyJWT's claim + validators, and a wrong issuer or structurally invalid token as an + ``InvalidTokenError``. ``_EnvelopeClaims`` is the total type gate for the payload. + """ + try: + payload = jwt.decode( + compact, + signing_key.get_secret_value(), + algorithms=[_ENVELOPE_JWT_ALGORITHM], + issuer=ENVELOPE_ISSUER, + options={ + "verify_exp": False, + "verify_iat": False, + "verify_nbf": False, + "require": ["iss", "iat", "exp"], + }, + ) + except jwt.InvalidSignatureError: + return BadSignature() + except (jwt.InvalidTokenError, ValueError, TypeError): + return MalformedPayload() + try: + return _EnvelopeClaims.model_validate(payload) + except ValidationError: + return MalformedPayload() + + +def _encrypt_grant_blob(plaintext: str, encryption_key: SecretStr) -> str: + ciphertext = bytes(encrypt_value(value=plaintext, signing_key=encryption_key.get_secret_value())) + return base64.urlsafe_b64encode(ciphertext).decode("ascii") + + +def _decrypt_grant( + blob: str, + encryption_key: SecretStr, +) -> UpstreamTokenGrant | DecryptFailed | MalformedPayload: + from nacl.exceptions import CryptoError + + try: + plaintext = decrypt_value( + value=base64.urlsafe_b64decode(blob), + signing_key=encryption_key.get_secret_value(), + ) + except (CryptoError, ValueError): + return DecryptFailed() + try: + return UpstreamTokenGrant.model_validate_json(plaintext) + except ValidationError: + return MalformedPayload() + + +def _decrypt_refresh( + blob: str, + encryption_key: SecretStr, +) -> RefreshCredential | DecryptFailed | MalformedPayload: + from nacl.exceptions import CryptoError + + try: + plaintext = decrypt_value( + value=base64.urlsafe_b64decode(blob), + signing_key=encryption_key.get_secret_value(), + ) + except (CryptoError, ValueError): + return DecryptFailed() + try: + return RefreshCredential.model_validate_json(plaintext) + except ValidationError: + return MalformedPayload() 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 74f0b488d20..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 @@ -115,6 +123,93 @@ if MCP_AVAILABLE: if isinstance(logging_error, BaseException): verbose_logger.warning("MCP tool call logging failed (continuing): %s", logging_error) + def _relay_upstream_auth_http_exception(e: MCPUpstreamAuthError, request: Request) -> HTTPException: + """Convert a client-forwarded pass-through upstream 401 into an HTTPException that preserves the + upstream WWW-Authenticate, so a standards-compliant MCP client can run the upstream OAuth flow + instead of the generic 500 the endpoint catch-all would return.""" + return e.to_http_exception( + base_url=get_request_base_url(request), + request_path=request.scope.get("_original_path") or request.url.path, + ) + + async def _handle_virtual_mcp_tool( + request: Request, + data: Dict[str, Any], + tool_name: str, + user_api_key_dict: UserAPIKeyAuth, + ) -> Any: + """Handle the virtual ``mcp_tool_search`` / ``mcp_tool_call`` REST tools (gated on + ``mcp_tool_search_enabled``). Kept out of ``call_tool_rest_api`` so that endpoint stays a single + dispatch. An upstream 401 raised by the virtual ``mcp_tool_call`` propagates unhandled to the + caller's ``except MCPUpstreamAuthError`` relay, the same as the direct call path.""" + from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import ( + MCPRequestHandler, + ) + from litellm.proxy._experimental.mcp_server.tool_search import ( + MCP_TOOL_SEARCH_TOOL_NAME, + coerce_top_k, + handle_mcp_tool_call, + handle_mcp_tool_search, + ) + from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing + from litellm.proxy.proxy_server import general_settings, proxy_config, proxy_logging_obj + + if not getattr(getattr(user_api_key_dict, "object_permission", None), "mcp_tool_search_enabled", False): + raise HTTPException( + status_code=403, + detail={"error": "forbidden", "message": f"{tool_name} requires mcp_tool_search_enabled on the key"}, + ) + tool_arguments = data.get("arguments") or {} + rest_client_ip = IPAddressUtils.get_mcp_client_ip(request) + ( + virtual_mcp_auth_header, + virtual_mcp_server_auth_headers, + virtual_raw_headers, + ) = _extract_mcp_headers_from_request(request, MCPRequestHandler) + virtual_oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(request.headers) + if tool_name == MCP_TOOL_SEARCH_TOOL_NAME: + return await handle_mcp_tool_search( + query=tool_arguments.get("query", ""), + top_k=coerce_top_k(tool_arguments.get("top_k", 5)), + user_api_key_dict=user_api_key_dict, + client_ip=rest_client_ip, + mcp_auth_header=virtual_mcp_auth_header, + mcp_server_auth_headers=virtual_mcp_server_auth_headers, + oauth2_headers=virtual_oauth2_headers, + raw_headers=virtual_raw_headers, + ) + # MCP_TOOL_CALL_TOOL_NAME: run the same pre-call pipeline as the normal path so the tool + # execution is spend-logged and guardrail-checked. + (_, virtual_logging_obj) = await ProxyBaseLLMRequestProcessing(data=data).common_processing_pre_call_logic( + request=request, + user_api_key_dict=user_api_key_dict, + proxy_config=proxy_config, + route_type=CallTypes.call_mcp_tool.value, + proxy_logging_obj=proxy_logging_obj, + general_settings=general_settings, + ) + _tool_start_time = datetime.now() + result = await handle_mcp_tool_call( + tool_name=tool_arguments.get("tool_name", ""), + arguments=tool_arguments.get("arguments") or {}, + user_api_key_dict=user_api_key_dict, + client_ip=rest_client_ip, + mcp_auth_header=virtual_mcp_auth_header, + mcp_server_auth_headers=virtual_mcp_server_auth_headers, + oauth2_headers=virtual_oauth2_headers, + raw_headers=virtual_raw_headers, + litellm_logging_obj=virtual_logging_obj, + ) + await _safe_fire_mcp_tool_call_logging( + virtual_logging_obj, + result, + _tool_start_time, + datetime.now(), + user_api_key_auth=user_api_key_dict, + request_data=data, + ) + return result + def _get_server_auth_header( server, mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]], @@ -428,20 +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) @@ -540,6 +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 { @@ -751,7 +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: @@ -771,7 +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. @@ -821,77 +932,10 @@ if MCP_AVAILABLE: from litellm.proxy._experimental.mcp_server.tool_search import ( MCP_TOOL_CALL_TOOL_NAME, MCP_TOOL_SEARCH_TOOL_NAME, - coerce_top_k, - handle_mcp_tool_call, - handle_mcp_tool_search, ) if tool_name in (MCP_TOOL_SEARCH_TOOL_NAME, MCP_TOOL_CALL_TOOL_NAME): - if not getattr( - getattr(user_api_key_dict, "object_permission", None), - "mcp_tool_search_enabled", - False, - ): - raise HTTPException( - status_code=403, - detail={ - "error": "forbidden", - "message": f"{tool_name} requires mcp_tool_search_enabled on the key", - }, - ) - rest_client_ip = IPAddressUtils.get_mcp_client_ip(request) - ( - virtual_mcp_auth_header, - virtual_mcp_server_auth_headers, - virtual_raw_headers, - ) = _extract_mcp_headers_from_request(request, MCPRequestHandler) - virtual_oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(request.headers) - if tool_name == MCP_TOOL_SEARCH_TOOL_NAME: - return await handle_mcp_tool_search( - query=tool_arguments.get("query", ""), - top_k=coerce_top_k(tool_arguments.get("top_k", 5)), - user_api_key_dict=user_api_key_dict, - client_ip=rest_client_ip, - mcp_auth_header=virtual_mcp_auth_header, - mcp_server_auth_headers=virtual_mcp_server_auth_headers, - oauth2_headers=virtual_oauth2_headers, - raw_headers=virtual_raw_headers, - ) - else: # MCP_TOOL_CALL_TOOL_NAME - # Run the same pre-call pipeline as the normal call path so the - # tool execution is spend-logged and guardrail-checked. - ( - _, - virtual_logging_obj, - ) = await ProxyBaseLLMRequestProcessing(data=data).common_processing_pre_call_logic( - request=request, - user_api_key_dict=user_api_key_dict, - proxy_config=proxy_config, - route_type=CallTypes.call_mcp_tool.value, - proxy_logging_obj=proxy_logging_obj, - general_settings=general_settings, - ) - _tool_start_time = datetime.now() - result = await handle_mcp_tool_call( - tool_name=tool_arguments.get("tool_name", ""), - arguments=tool_arguments.get("arguments") or {}, - user_api_key_dict=user_api_key_dict, - client_ip=rest_client_ip, - mcp_auth_header=virtual_mcp_auth_header, - mcp_server_auth_headers=virtual_mcp_server_auth_headers, - oauth2_headers=virtual_oauth2_headers, - raw_headers=virtual_raw_headers, - litellm_logging_obj=virtual_logging_obj, - ) - await _safe_fire_mcp_tool_call_logging( - virtual_logging_obj, - result, - _tool_start_time, - datetime.now(), - user_api_key_auth=user_api_key_dict, - request_data=data, - ) - return result + return await _handle_virtual_mcp_tool(request, data, tool_name, user_api_key_dict) # Validate required parameters early server_id = data.get("server_id") @@ -1020,8 +1064,16 @@ if MCP_AVAILABLE: "guardrail_name": getattr(e, "guardrail_name", None), }, ) + except MCPUpstreamAuthError as e: + # A client-forwarded pass-through upstream 401 from either the direct or the virtual call + # branch. Relay it as a 401 + WWW-Authenticate so the MCP client can re-run upstream OAuth, + # and log at info: an expected caller-must-reauth signal, not an operator-actionable error. + verbose_logger.info(f"MCP tool call relaying upstream HTTP {e.status_code}") + raise _relay_upstream_auth_http_exception(e, request) except HTTPException as e: - # Re-raise HTTPException as-is to preserve status code and detail + # Locally generated denials (tool/server permission, IP filtering, BYOK) stay at error level + # so restriction probing keeps full monitoring visibility; the relayed upstream 401 above is + # the only status demoted to info. verbose_logger.error(f"HTTPException in MCP tool call: {str(e)}") raise e except Exception as e: @@ -1110,6 +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 f24d5715e83..ed78f7c6fb8 100644 --- a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py +++ b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py @@ -4,9 +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: @@ -15,6 +19,33 @@ if TYPE_CHECKING: from litellm.router import Router +class SemanticToolFilterContextWindowError(Exception): + """Raised when the embedding model exceeds its context window, so semantic filtering cannot run.""" + + def __init__(self, embedding_model: str, stage: str, original_error: str): + self.embedding_model = embedding_model + self.stage = stage + self.original_error = original_error + super().__init__( + f"MCP semantic tool filtering could not run: embedding model '{embedding_model}' " + f"exceeded its context window while embedding {stage}. " + f"The request was blocked instead of silently passing all tools through. " + f"Switch to an embedding model with a larger context window, or disable " + f"semantic tool filtering." + ) + + +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: """Filters MCP tools using semantic similarity to reduce context window size.""" @@ -42,7 +73,9 @@ class SemanticMCPToolFilter: self.embedding_model = embedding_model self.router_instance = litellm_router_instance 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).""" @@ -111,6 +144,7 @@ class SemanticMCPToolFilter: return try: + self.context_window_error = None # Convert tools to routes routes = [] self._tool_map = {} @@ -143,8 +177,86 @@ class SemanticMCPToolFilter: except Exception as e: verbose_logger.error(f"Failed to build semantic router: {e}") self.tool_router = None + if _is_context_window_error(e): + self.context_window_error = str(e) + 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, @@ -169,26 +281,55 @@ class SemanticMCPToolFilter: if not available_tools: return available_tools - if not query or not query.strip(): - return available_tools + if self.context_window_error is not None: + raise SemanticToolFilterContextWindowError( + embedding_model=self.embedding_model, + stage="the MCP tool descriptions during semantic router build", + original_error=self.context_window_error, + ) - # 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?") + if not query or not query.strip(): 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( + f"Semantic tool filter embedding exceeded its context window: {e}", + exc_info=True, + ) + raise SemanticToolFilterContextWindowError( + embedding_model=self.embedding_model, + 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) return available_tools diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index 3550237dd65..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 @@ -1006,6 +1025,22 @@ if MCP_AVAILABLE: content=[TextContent(text=f"Error: {str(e.detail)}", type="text")], isError=True, ) + except MCPUpstreamAuthError as e: + # The MCP session manager serializes handler exceptions as JSON-RPC errors, so a + # mid-session tool call cannot emit a raw 401 + WWW-Authenticate the way the REST + # call path and the connect-time preemptive check do. Return an explicit isError + # naming the upstream status (at info level, not a traceback) so the client still + # learns it must re-authenticate upstream and expected pass-through 401s don't spam. + verbose_logger.info(f"Upstream auth failure calling MCP tool: HTTP {e.status_code}") + return CallToolResult( + content=[ + TextContent( + text=f"Error: upstream authentication required (HTTP {e.status_code})", + type="text", + ) + ], + isError=True, + ) except Exception as e: verbose_logger.exception(f"MCP mcp_server_tool_call - error: {e}") return CallToolResult( @@ -1730,6 +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], @@ -1742,7 +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. @@ -1754,10 +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 @@ -1842,10 +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, @@ -1915,8 +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 @@ -1924,31 +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): @@ -1959,6 +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: @@ -1979,7 +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: @@ -2202,43 +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, @@ -2249,7 +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. @@ -2261,19 +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, @@ -2284,12 +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, @@ -2943,6 +2948,14 @@ if MCP_AVAILABLE: raw_headers=raw_headers, **kwargs, ) + except MCPUpstreamAuthError: + # A client-forwarded pass-through upstream 401 is an expected caller-must-reauth signal, so + # re-raise it without post_call_failure_hook, which fires the proxy's llm_exceptions alert. + # mcp_server_tool_call then downgrades it to an informational isError result for the + # streamable client. Note: this function is @client-decorated, so the decorator's standard + # failure logging still records the event (spend log / OTel); only the extra alert sink is + # skipped here. + raise except Exception as e: traceback_str = traceback.format_exc(limit=MAXIMUM_TRACEBACK_LINES_TO_LOG) from litellm.proxy.proxy_server import proxy_logging_obj @@ -3558,48 +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 @@ -3676,6 +3711,17 @@ if MCP_AVAILABLE: and not _scope_has_authorization_header(scope) and not _client_has_per_server_auth_header(server, mcp_server_auth_headers) ): + if server.is_dcr_bridge: + raise HTTPException( + status_code=401, + detail="Unauthorized", + headers={ + "www-authenticate": _get_passthrough_www_authenticate( + scope=scope, + server_name=server_name, + ) + }, + ) upstream_status, upstream_www_authenticate = await _probe_upstream_auth(server.url or "", "") if upstream_status == 401 and upstream_www_authenticate: raise HTTPException( @@ -3684,8 +3730,15 @@ if MCP_AVAILABLE: headers={"www-authenticate": upstream_www_authenticate}, ) + def _get_authorization_header_from_scope(scope: Scope) -> Optional[str]: + """First ``Authorization`` header value in the ASGI scope, or None.""" + for key, value in scope.get("headers", []): + if key.lower() == b"authorization": + return value.decode("latin-1") + return None + def _scope_has_authorization_header(scope: Scope) -> bool: - return any(key.lower() == b"authorization" for key, _ in scope.get("headers", [])) + return _get_authorization_header_from_scope(scope) is not None def _get_forwarded_auth_from_scope(scope: Scope) -> Optional[str]: """Return the upstream-bound ``Authorization`` header value, or None. @@ -3698,17 +3751,24 @@ if MCP_AVAILABLE: ``MCPRequestHandler.process_mcp_request``), and forwarding it upstream would leak the proxy key to a third-party MCP server. """ - authorization = None - has_litellm_key_header = False - for key, value in scope.get("headers", []): - key_lower = key.lower() - if key_lower == b"authorization": - authorization = value.decode("latin-1") - elif key_lower == b"x-litellm-api-key": - has_litellm_key_header = True + has_litellm_key_header = any(key.lower() == b"x-litellm-api-key" for key, _ in scope.get("headers", [])) if not has_litellm_key_header: return None - return authorization + return _get_authorization_header_from_scope(scope) + + def _is_delegate_upstream_probe_target(server: MCPServer) -> bool: + """Whether ``server`` is an interactive delegate-auth server whose client-supplied + token should be preflighted upstream. + + Mirrors the anonymous-delegate gate in ``get_allowed_mcp_servers``: the flow is + resolved via ``effective_oauth2_flow`` so an unstamped M2M-shape row fails closed + (its stored client credentials drive egress; the caller's bearer is irrelevant). + """ + return ( + server.auth_type == MCPAuth.oauth2 + and server.delegate_auth_to_upstream is True + and MCPServerManager.effective_oauth2_flow(server) != "client_credentials" + ) async def _probe_upstream_auth( url: str, @@ -3770,7 +3830,7 @@ if MCP_AVAILABLE: mcp_servers: Optional[List[str]], client_ip: Optional[str], ) -> None: - """Probe pass-through upstream servers in parallel before the MCP session starts. + """Probe pass-through and delegate-auth upstream servers in parallel before the MCP session starts. Only servers the caller's key is already authorized to reach are probed — the list is derived from _get_allowed_mcp_servers so that a user cannot @@ -3778,11 +3838,42 @@ if MCP_AVAILABLE: The MCP SDK commits HTTP 200 headers before invoking handlers, so a 401 can only be returned before that point. This function raises HTTPException(401) - with a WWW-Authenticate header if any upstream rejects the client token. + with a WWW-Authenticate header if any upstream rejects the client token, or 403 + if the upstream accepts it but forbids the caller. Fails-open: network errors are logged and the request is allowed through. + + Delegate-auth servers (``auth_type=oauth2`` + ``delegate_auth_to_upstream``) + are probed with the caller's bare ``Authorization`` bearer. That bearer is only + an upstream token (never a LiteLLM key) when admission took the delegate bypass, + so the delegate target is resolved through ``get_mcp_server_by_name`` -- the same + resolver admission used -- rather than the wider allowed-server prefix/access-group + matching. A name that only reaches a delegate server via server_id or an access + group would have been admitted as a real LiteLLM key, so probing it would leak that + key upstream; requiring the admission-resolver match closes that gap. Without the + probe a rejected token is absorbed by the tools/list handler and masked as an empty + tool list. Gated to single-server routes so one rejected token cannot 401 a + multi-server aggregate connect, matching the OBO preflight gating; the challenge + echoes the requested name so aliased routes get the same resource_metadata URL as + the tokenless preemptive challenge. """ forwarded_auth = _get_forwarded_auth_from_scope(scope) - if not forwarded_auth: + requested_single_target = mcp_servers[0] if mcp_servers is not None and len(mcp_servers) == 1 else None + # The bare Authorization header (no x-litellm-api-key) is a valid upstream token + # only when admission classified it as one, i.e. the single requested name resolves + # to a delegate server under admission's own resolver. Resolve it the same way here + # so a server_id- or access-group-named delegate (which admission would have treated + # as a LiteLLM key) is never probed with that key. + delegate_server = ( + global_mcp_server_manager.get_mcp_server_by_name(requested_single_target, client_ip=client_ip) + if requested_single_target + else None + ) + delegate_auth = ( + _get_authorization_header_from_scope(scope) + if delegate_server is not None and _is_delegate_upstream_probe_target(delegate_server) + else None + ) + if not forwarded_auth and not delegate_auth: return # Use the authorized server set, not the raw user-supplied names, so that @@ -3792,33 +3883,49 @@ if MCP_AVAILABLE: mcp_servers=mcp_servers, client_ip=client_ip, ) - passthrough_servers = [ - srv - for srv in allowed_servers - # Restrict to genuine OAuth pass-through servers (auth_type none + - # Authorization in extra_headers). Gateway-managed OAuth2 servers - # must not receive the ``resource_metadata=`` challenge emitted - # below — they require ``authorization_uri=`` pointing at the - # gateway AS metadata. ``is_oauth_passthrough`` already requires - # ``auth_type in (None, MCPAuth.none)``, which is mutually - # exclusive with ``has_client_credentials`` (oauth2 + M2M flow), - # so M2M servers are implicitly excluded here. - if srv.is_oauth_passthrough - ] - if not passthrough_servers: + passthrough_targets: Tuple[Tuple[MCPServer, str, str], ...] = ( + tuple( + (srv, forwarded_auth, srv.name) + for srv in allowed_servers + # Restrict to genuine OAuth pass-through servers (auth_type none + + # Authorization in extra_headers). Gateway-managed OAuth2 servers + # must not receive the ``resource_metadata=`` challenge emitted + # below — they require ``authorization_uri=`` pointing at the + # gateway AS metadata. ``is_oauth_passthrough`` already requires + # ``auth_type in (None, MCPAuth.none)``, which is mutually + # exclusive with ``has_client_credentials`` (oauth2 + M2M flow), + # so M2M servers are implicitly excluded here. + if srv.is_oauth_passthrough + ) + if forwarded_auth + else () + ) + # Probe the admission-resolved delegate server only when the caller is actually + # authorized for it (present in the IP-filtered allowed set), keyed by server_id. + delegate_targets: Tuple[Tuple[MCPServer, str, str], ...] = ( + tuple( + (srv, delegate_auth, requested_single_target) + for srv in allowed_servers + if delegate_server is not None and srv.server_id == delegate_server.server_id + ) + if delegate_auth and requested_single_target + else () + ) + probe_targets = passthrough_targets + delegate_targets + if not probe_targets: return probe_results = await asyncio.gather( - *[_probe_upstream_auth(srv.url or "", forwarded_auth) for srv in passthrough_servers] + *[_probe_upstream_auth(srv.url or "", auth_header) for srv, auth_header, _ in probe_targets] ) - for srv, (probe_status, _) in zip(passthrough_servers, probe_results): + for (srv, _, challenge_server_name), (probe_status, _) in zip(probe_targets, probe_results): if probe_status == 401: # Token is missing or expired: keep pass-through clients on the # protected-resource discovery flow so they re-authorize against # the upstream IdP metadata proxied by LiteLLM. www_authenticate = _get_passthrough_www_authenticate( scope=scope, - server_name=srv.name, + server_name=challenge_server_name, invalid_token=True, ) raise HTTPException( 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 4009a7f4b95..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 4009a7f4b95..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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