diff --git a/.circleci/config.yml b/.circleci/config.yml index fbbb6deeba..c940716264 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -1181,7 +1181,7 @@ jobs: command: | pwd ls - python -m pytest tests/proxy_unit_tests --ignore=tests/proxy_unit_tests/test_key_generate_prisma.py --ignore=tests/proxy_unit_tests/test_auth_checks.py --ignore=tests/proxy_unit_tests/test_user_api_key_auth.py --cov=litellm --cov-report=xml --junitxml=test-results/junit-part2.xml --durations=10 -n 8 --timeout=300 -vv --log-cli-level=INFO + python -m pytest tests/proxy_unit_tests --ignore=tests/proxy_unit_tests/test_key_generate_prisma.py --ignore=tests/proxy_unit_tests/test_auth_checks.py --ignore=tests/proxy_unit_tests/test_user_api_key_auth.py --cov=litellm --cov-report=xml --junitxml=test-results/junit-part2.xml --durations=10 -n 4 --timeout=300 -vv --log-cli-level=INFO no_output_timeout: 120m - run: name: Rename the coverage files @@ -1699,7 +1699,7 @@ jobs: command: | prisma generate export PYTHONUNBUFFERED=1 - python -m pytest tests/test_litellm/proxy --ignore=tests/test_litellm/proxy/guardrails --ignore=tests/test_litellm/proxy/management_endpoints --ignore=tests/test_litellm/proxy/_experimental --ignore=tests/test_litellm/proxy/client --ignore=tests/test_litellm/proxy/auth --cov=litellm --cov-report=xml --junitxml=test-results/junit-proxy-part2.xml --durations=10 -n 8 --maxfail=5 --timeout=60 -vv --log-cli-level=WARNING -r A + python -m pytest tests/test_litellm/proxy --ignore=tests/test_litellm/proxy/guardrails --ignore=tests/test_litellm/proxy/management_endpoints --ignore=tests/test_litellm/proxy/_experimental --ignore=tests/test_litellm/proxy/client --ignore=tests/test_litellm/proxy/auth --cov=litellm --cov-report=xml --junitxml=test-results/junit-proxy-part2.xml --durations=10 -n 4 --maxfail=5 --timeout=120 -vv --log-cli-level=WARNING -r A no_output_timeout: 60m - run: name: Rename the coverage files @@ -3886,7 +3886,7 @@ jobs: command: | cd ~/project # Check pyproject.toml - CURRENT_VERSION=$(python -c "import toml; print(toml.load('pyproject.toml')['tool']['poetry']['dependencies']['litellm-proxy-extras'].split('\"')[1])") + CURRENT_VERSION=$(python -c "import toml; dep = toml.load('pyproject.toml')['tool']['poetry']['dependencies']['litellm-proxy-extras']; print(dep['version'] if isinstance(dep, dict) else dep)") if [ "$CURRENT_VERSION" != "$NEW_VERSION" ]; then echo "Error: Version in pyproject.toml ($CURRENT_VERSION) doesn't match new version ($NEW_VERSION)" exit 1 @@ -4100,6 +4100,63 @@ jobs: path: playwright-report destination: playwright-report + prisma_schema_sync: + machine: + image: ubuntu-2204:2023.10.1 + resource_class: xlarge + working_directory: ~/project + steps: + - checkout + - setup_google_dns + - attach_workspace: + at: ~/project + - run: + name: Load Docker Database Image + command: | + gunzip -c litellm-docker-database.tar.gz | docker load + docker images | grep litellm-docker-database + - run: + name: Install Neon CLI + command: | + npm i -g neonctl + - run: + name: Install curl and dockerize + command: | + sudo apt-get update + sudo apt-get install -y curl + sudo wget https://github.com/jwilder/dockerize/releases/download/v0.6.1/dockerize-linux-amd64-v0.6.1.tar.gz + sudo tar -C /usr/local/bin -xzvf dockerize-linux-amd64-v0.6.1.tar.gz + sudo rm dockerize-linux-amd64-v0.6.1.tar.gz + - run: + name: Sync schema on base e2e database + command: | + BASE_DATABASE_URL=$(neon connection-string \ + --project-id $NEON_PROJECT_ID \ + --api-key $NEON_API_KEY \ + --branch br-fancy-paper-ad1olsb3 \ + --database-name yuneng-trial-db \ + --role neondb_owner) + docker run -d \ + -p 4000:4000 \ + -e DATABASE_URL=$BASE_DATABASE_URL \ + -e LITELLM_MASTER_KEY="sk-1234" \ + --name schema-sync \ + -v $(pwd)/litellm/proxy/example_config_yaml/simple_config.yaml:/app/config.yaml \ + litellm-docker-database:ci \ + --config /app/config.yaml \ + --port 4000 \ + --use_prisma_db_push + - run: + name: Start outputting logs + command: docker logs -f schema-sync + background: true + - run: + name: Wait for proxy to be ready (schema sync complete) + command: dockerize -wait http://localhost:4000 -timeout 5m + - run: + name: Stop schema sync container + command: docker stop schema-sync + test_nonroot_image: machine: image: ubuntu-2204:2023.10.1 @@ -4298,6 +4355,15 @@ workflows: only: - main - /litellm_.*/ + - prisma_schema_sync: + context: e2e_ui_tests + requires: + - build_docker_database_image + filters: + branches: + only: + - main + - /litellm_.*/ - e2e_ui_testing: name: e2e_ui_testing_chromium browser: chromium @@ -4305,6 +4371,7 @@ workflows: requires: - ui_build - build_docker_database_image + - prisma_schema_sync filters: branches: only: @@ -4317,6 +4384,7 @@ workflows: requires: - ui_build - build_docker_database_image + - prisma_schema_sync filters: branches: only: diff --git a/.github/codeql/codeql-config.yml b/.github/codeql/codeql-config.yml new file mode 100644 index 0000000000..9b6be27ab8 --- /dev/null +++ b/.github/codeql/codeql-config.yml @@ -0,0 +1,15 @@ +name: "LiteLLM CodeQL config" + +# Exclude queries that produce result sets > 2 GiB on this codebase, +# causing 49+ minute runs that fail and block CI resources. +query-filters: + - exclude: + id: py/clear-text-logging-sensitive-data # CWE-312/CleartextLogging.ql — result set > 2 GiB + - exclude: + id: py/polynomial-redos # CWE-730/PolynomialReDoS.ql — result set > 2 GiB + +paths-ignore: + - tests + - docs + - "**/*.md" + - litellm/proxy/_experimental/out diff --git a/.github/observatory/litellm_config.yaml b/.github/observatory/litellm_config.yaml new file mode 100644 index 0000000000..fe95c023bc --- /dev/null +++ b/.github/observatory/litellm_config.yaml @@ -0,0 +1,19 @@ +# LiteLLM Observatory Test Configuration +# This config is used by CI to spin up a temporary LiteLLM instance +# for running observatory tests against RC/stable releases. +# +# Add model definitions for the providers you want to test. +# Provider API keys are injected via environment variables in CI. + +model_list: + - model_name: gpt-4o + litellm_params: + model: azure/gpt-4o + api_key: os.environ/AZURE_API_KEY + api_base: os.environ/AZURE_API_BASE + + - model_name: gpt-4o-mini + litellm_params: + model: azure/gpt-4o-mini + api_key: os.environ/AZURE_API_KEY + api_base: os.environ/AZURE_API_BASE diff --git a/.github/scripts/close_duplicate_issues.py b/.github/scripts/close_duplicate_issues.py new file mode 100755 index 0000000000..4e17e1d6d8 --- /dev/null +++ b/.github/scripts/close_duplicate_issues.py @@ -0,0 +1,208 @@ +#!/usr/bin/env python3 +""" +Detect and close duplicate GitHub issues using title similarity. + +Modes: + --scan Compare all open issues against each other (batch) + --issue-number N Check a single issue against older open issues + +Requires the `gh` CLI to be authenticated. +""" + +import argparse +import difflib +import json +import re +import subprocess +import sys + + +def normalize_title(title: str) -> str: + """Strip common prefixes, lowercase, and collapse whitespace.""" + title = re.sub( + r"^\[?(bug|feature request|enhancement|question|docs)[:\]]?\s*", + "", + title, + flags=re.IGNORECASE, + ) + return " ".join(title.lower().split()) + + +def gh(*args: str) -> str: + """Run a gh CLI command and return stdout.""" + result = subprocess.run( + ["gh", *args], + capture_output=True, + text=True, + check=True, + ) + return result.stdout + + +def fetch_open_issues(repo: str | None) -> list[dict]: + """Fetch all open issues (excluding PRs) via gh api --paginate.""" + if repo: + endpoint = f"repos/{repo}/issues?state=open&per_page=100&sort=created&direction=asc" + else: + endpoint = "repos/{owner}/{repo}/issues?state=open&per_page=100&sort=created&direction=asc" + cmd = ["api", "--paginate", endpoint] + + raw = gh(*cmd) + # gh --paginate concatenates JSON arrays, so we may get multiple arrays + issues = [] + for line in raw.strip().splitlines(): + line = line.strip() + if not line: + continue + parsed = json.loads(line) + if isinstance(parsed, list): + issues.extend(parsed) + else: + issues.append(parsed) + + # Filter out pull requests (they also appear in the issues endpoint) + return [i for i in issues if "pull_request" not in i] + + +def close_as_duplicate( + issue_number: int, duplicate_of: int, repo: str | None, dry_run: bool +) -> None: + """Close an issue as duplicate of another, adding a comment and label.""" + repo_args = ["--repo", repo] if repo else [] + + if dry_run: + print(f" [DRY RUN] Would close #{issue_number} as duplicate of #{duplicate_of}") + return + + # Add comment + comment_body = ( + f"Closing as duplicate of #{duplicate_of}.\n\n" + "If you believe this is not a duplicate, please reopen and add context " + "explaining how this differs." + ) + gh("issue", "comment", str(issue_number), "--body", comment_body, *repo_args) + + # Add label + gh("issue", "edit", str(issue_number), "--add-label", "duplicate", *repo_args) + + # Close with not_planned reason + gh( + "api", + f"repos/{repo or '{owner}/{repo}'}/issues/{issue_number}", + "-X", + "PATCH", + "-f", + "state=closed", + "-f", + "state_reason=not_planned", + ) + + print(f" Closed #{issue_number} as duplicate of #{duplicate_of}") + + +def find_duplicate( + issue: dict, candidates: list[dict], threshold: float +) -> dict | None: + """Return the first candidate whose normalized title is above threshold.""" + norm = normalize_title(issue["title"]) + for candidate in candidates: + if candidate["number"] == issue["number"]: + continue + cand_norm = normalize_title(candidate["title"]) + ratio = difflib.SequenceMatcher(None, norm, cand_norm).ratio() + if ratio >= threshold: + return candidate + return None + + +def scan_all(issues: list[dict], threshold: float, repo: str | None, dry_run: bool) -> int: + """Compare every issue against all older issues. Returns count of duplicates found.""" + # Sort oldest first + issues.sort(key=lambda i: i["number"]) + closed_count = 0 + + for idx, issue in enumerate(issues): + older = issues[:idx] + if not older: + continue + dup = find_duplicate(issue, older, threshold) + if dup: + ratio = difflib.SequenceMatcher( + None, + normalize_title(issue["title"]), + normalize_title(dup["title"]), + ).ratio() + print( + f"#{issue['number']}: \"{issue['title']}\"\n" + f" -> duplicate of #{dup['number']}: \"{dup['title']}\" " + f"({ratio:.0%} similar)" + ) + close_as_duplicate(issue["number"], dup["number"], repo, dry_run) + closed_count += 1 + + return closed_count + + +def check_single( + issue_number: int, issues: list[dict], threshold: float, repo: str | None, dry_run: bool +) -> bool: + """Check a single issue against all older open issues. Returns True if duplicate found.""" + target = None + for i in issues: + if i["number"] == issue_number: + target = i + break + + if target is None: + print(f"Issue #{issue_number} not found among open issues.") + return False + + older = [i for i in issues if i["number"] < issue_number] + dup = find_duplicate(target, older, threshold) + if dup: + ratio = difflib.SequenceMatcher( + None, + normalize_title(target["title"]), + normalize_title(dup["title"]), + ).ratio() + print( + f"#{target['number']}: \"{target['title']}\"\n" + f" -> duplicate of #{dup['number']}: \"{dup['title']}\" " + f"({ratio:.0%} similar)" + ) + close_as_duplicate(issue_number, dup["number"], repo, dry_run) + return True + + print(f"#{issue_number}: no duplicate found above threshold {threshold}") + return False + + +def main() -> None: + parser = argparse.ArgumentParser(description="Detect and close duplicate GitHub issues") + mode = parser.add_mutually_exclusive_group(required=True) + mode.add_argument("--scan", action="store_true", help="Scan all open issues") + mode.add_argument("--issue-number", type=int, help="Check a single issue number") + parser.add_argument("--threshold", type=float, default=0.85, help="Similarity threshold (0-1)") + parser.add_argument("--close", action="store_true", help="Actually close duplicates (default is dry-run)") + parser.add_argument("--repo", type=str, help="Repository (owner/repo). Auto-detected if omitted.") + args = parser.parse_args() + + dry_run = not args.close + + if dry_run: + print("=== DRY RUN MODE (pass --close to actually close issues) ===\n") + + print("Fetching open issues...") + issues = fetch_open_issues(args.repo) + print(f"Found {len(issues)} open issues.\n") + + if args.scan: + count = scan_all(issues, args.threshold, args.repo, dry_run) + print(f"\nTotal duplicates {'found' if dry_run else 'closed'}: {count}") + else: + found = check_single(args.issue_number, issues, args.threshold, args.repo, dry_run) + sys.exit(0 if found else 0) # Always exit 0; finding no dup is not an error + + +if __name__ == "__main__": + main() diff --git a/.github/workflows/auto_update_price_and_context_window.yml b/.github/workflows/auto_update_price_and_context_window.yml index e7d65242c1..98b9d868e6 100644 --- a/.github/workflows/auto_update_price_and_context_window.yml +++ b/.github/workflows/auto_update_price_and_context_window.yml @@ -7,6 +7,7 @@ on: jobs: auto_update_price_and_context_window: + if: github.repository == 'BerriAI/litellm' runs-on: ubuntu-latest steps: - uses: actions/checkout@v3 diff --git a/.github/workflows/check_duplicate_issues.yml b/.github/workflows/check_duplicate_issues.yml index 9477dd2f8e..6d11ce573e 100644 --- a/.github/workflows/check_duplicate_issues.yml +++ b/.github/workflows/check_duplicate_issues.yml @@ -27,3 +27,26 @@ jobs: {{/issues}} Please review the linked issue(s) to see if they address your concern. If this is not a duplicate, please provide additional context to help us understand the difference. + + - name: Checkout close script + if: github.event.action == 'opened' + uses: actions/checkout@v4 + with: + sparse-checkout: .github/scripts + + - name: Set up Python + if: github.event.action == 'opened' + uses: actions/setup-python@v5 + with: + python-version: "3.11" + + - name: Auto-close if high-confidence duplicate + if: github.event.action == 'opened' + env: + GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} + run: | + python3 .github/scripts/close_duplicate_issues.py \ + --issue-number ${{ github.event.issue.number }} \ + --repo ${{ github.repository }} \ + --threshold 0.85 \ + --close diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml new file mode 100644 index 0000000000..3d11345e85 --- /dev/null +++ b/.github/workflows/codeql.yml @@ -0,0 +1,54 @@ +name: "CodeQL" + +on: + push: + branches: [main] + pull_request: + branches: [main] + schedule: + # Run weekly on Sundays at 04:00 UTC + - cron: "0 4 * * 0" + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} + +jobs: + analyze: + name: Analyze (${{ matrix.language }}) + runs-on: ubuntu-latest + timeout-minutes: 30 + permissions: + security-events: write + packages: read + actions: read + contents: read + + strategy: + fail-fast: false + matrix: + include: + - language: actions + build-mode: none + - language: javascript-typescript + build-mode: none + - language: python + build-mode: none + - language: ruby + build-mode: none + + steps: + - name: Checkout repository + uses: actions/checkout@v4 + + - name: Initialize CodeQL + uses: github/codeql-action/init@v3 + with: + languages: ${{ matrix.language }} + build-mode: ${{ matrix.build-mode }} + config-file: ./.github/codeql/codeql-config.yml + + - name: Perform CodeQL Analysis + uses: github/codeql-action/analyze@v3 + with: + category: "/language:${{ matrix.language }}" diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index f67538a427..c317309d91 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -299,6 +299,15 @@ jobs: ${{ github.event.inputs.release_type == 'stable' && format('{0}/berriai/litellm-spend_logs:main-stable', env.REGISTRY) || '' }} platforms: local,linux/amd64,linux/arm64,linux/arm64/v8 + run-observatory-tests: + if: github.event.inputs.release_type == 'rc' || github.event.inputs.release_type == 'stable' + needs: [docker-hub-deploy] + uses: ./.github/workflows/run_observatory_tests.yml + with: + tag: ${{ github.event.inputs.tag }} + commit_hash: ${{ github.event.inputs.commit_hash }} + secrets: inherit + build-and-push-helm-chart: if: github.event.inputs.release_type != 'dev' needs: [docker-hub-deploy, build-and-push-image, build-and-push-image-database] diff --git a/.github/workflows/publish_enterprise.yml b/.github/workflows/publish_enterprise.yml new file mode 100644 index 0000000000..a23eda8819 --- /dev/null +++ b/.github/workflows/publish_enterprise.yml @@ -0,0 +1,74 @@ +name: Publish litellm-enterprise to PyPI + +on: + workflow_dispatch: + inputs: + bump: + description: "Version bump type" + required: true + default: "patch" + type: choice + options: + - patch + - minor + - major + +jobs: + publish: + runs-on: ubuntu-latest + if: github.repository == 'BerriAI/litellm' + permissions: + contents: write + defaults: + run: + working-directory: enterprise + + steps: + - uses: actions/checkout@v4 + + - uses: actions/setup-python@v5 + with: + python-version: "3.11" + + - name: Install Poetry + run: pip install poetry + + - name: Bump version + id: bump + run: | + OLD=$(poetry version -s) + poetry version ${{ github.event.inputs.bump }} + NEW=$(poetry version -s) + echo "old=$OLD" >> $GITHUB_OUTPUT + echo "new=$NEW" >> $GITHUB_OUTPUT + + - name: Update version refs in root pyproject.toml and requirements.txt + run: | + OLD=${{ steps.bump.outputs.old }} + NEW=${{ steps.bump.outputs.new }} + sed -i "s/litellm-enterprise = {version = \"${OLD}\"/litellm-enterprise = {version = \"${NEW}\"/" ../pyproject.toml + sed -i "s/litellm-enterprise==${OLD}/litellm-enterprise==${NEW}/" ../requirements.txt + + - name: Update poetry.lock + working-directory: . + run: poetry lock + + - name: Build + run: poetry build + + - name: Commit version bump + run: | + git config user.name "github-actions[bot]" + git config user.email "github-actions[bot]@users.noreply.github.com" + cd .. + git add enterprise/pyproject.toml pyproject.toml requirements.txt poetry.lock + git commit -m "bump: litellm-enterprise ${{ steps.bump.outputs.old }} → ${{ steps.bump.outputs.new }}" + git push + + - name: Publish to PyPI + env: + TWINE_USERNAME: __token__ + TWINE_PASSWORD: ${{ secrets.PYPI_ENTERPRISE }} + run: | + pip install twine + twine upload dist/litellm_enterprise-${{ steps.bump.outputs.new }}* diff --git a/.github/workflows/publish_proxy_extras.yml b/.github/workflows/publish_proxy_extras.yml new file mode 100644 index 0000000000..fa30b15316 --- /dev/null +++ b/.github/workflows/publish_proxy_extras.yml @@ -0,0 +1,74 @@ +name: Publish litellm-proxy-extras to PyPI + +on: + workflow_dispatch: + inputs: + bump: + description: "Version bump type" + required: true + default: "patch" + type: choice + options: + - patch + - minor + - major + +jobs: + publish: + runs-on: ubuntu-latest + if: github.repository == 'BerriAI/litellm' + permissions: + contents: write + defaults: + run: + working-directory: litellm-proxy-extras + + steps: + - uses: actions/checkout@v4 + + - uses: actions/setup-python@v5 + with: + python-version: "3.11" + + - name: Install Poetry + run: pip install poetry + + - name: Bump version + id: bump + run: | + OLD=$(poetry version -s) + poetry version ${{ github.event.inputs.bump }} + NEW=$(poetry version -s) + echo "old=$OLD" >> $GITHUB_OUTPUT + echo "new=$NEW" >> $GITHUB_OUTPUT + + - name: Update version refs in root pyproject.toml and requirements.txt + run: | + OLD=${{ steps.bump.outputs.old }} + NEW=${{ steps.bump.outputs.new }} + sed -i "s/litellm-proxy-extras = {version = \"${OLD}\"/litellm-proxy-extras = {version = \"${NEW}\"/" ../pyproject.toml + sed -i "s/litellm-proxy-extras==${OLD}/litellm-proxy-extras==${NEW}/" ../requirements.txt + + - name: Update poetry.lock + working-directory: . + run: poetry lock + + - name: Build + run: poetry build + + - name: Commit version bump + run: | + git config user.name "github-actions[bot]" + git config user.email "github-actions[bot]@users.noreply.github.com" + cd .. + git add litellm-proxy-extras/pyproject.toml pyproject.toml requirements.txt poetry.lock + git commit -m "bump: litellm-proxy-extras ${{ steps.bump.outputs.old }} → ${{ steps.bump.outputs.new }}" + git push + + - name: Publish to PyPI + env: + TWINE_USERNAME: __token__ + TWINE_PASSWORD: ${{ secrets.PYPI_PUBLISH_PASSWORD }} + run: | + pip install twine + twine upload dist/litellm_proxy_extras-${{ steps.bump.outputs.new }}* diff --git a/.github/workflows/run_observatory_tests.yml b/.github/workflows/run_observatory_tests.yml new file mode 100644 index 0000000000..d343098ed3 --- /dev/null +++ b/.github/workflows/run_observatory_tests.yml @@ -0,0 +1,225 @@ +name: Run Observatory Tests +on: + workflow_dispatch: + inputs: + tag: + description: "Docker image tag to test (e.g. v1.61.0.rc1)" + required: true + type: string + commit_hash: + description: "Commit hash (defaults to HEAD of current branch)" + required: false + type: string + workflow_call: + inputs: + tag: + description: "Docker image tag to test" + required: true + type: string + commit_hash: + description: "Commit hash of the release" + required: true + type: string + +permissions: + contents: read + +env: + LITELLM_MASTER_KEY: ${{ secrets.LITELLM_MASTER_KEY_STAGING }} + +jobs: + observatory-tests: + runs-on: ubuntu-latest + timeout-minutes: 30 + steps: + - name: Checkout repository + uses: actions/checkout@v4 + + - name: Validate tag input + env: + TAG: ${{ inputs.tag }} + run: | + if [[ ! "$TAG" =~ ^v[0-9]+\.[0-9]+\.[0-9]+ ]]; then + echo "Invalid tag format: $TAG (expected vX.Y.Z...)" + exit 1 + fi + + - name: Start LiteLLM container + env: + TAG: ${{ inputs.tag }} + AZURE_API_KEY: ${{ secrets.AZURE_API_KEY }} + AZURE_API_BASE: ${{ secrets.AZURE_API_BASE }} + run: | + docker run -d \ + --name litellm-rc \ + -p 4000:4000 \ + -v "${{ github.workspace }}/.github/observatory/litellm_config.yaml:/app/config.yaml" \ + -e LITELLM_MASTER_KEY="${LITELLM_MASTER_KEY}" \ + -e AZURE_API_KEY="${AZURE_API_KEY}" \ + -e AZURE_API_BASE="${AZURE_API_BASE}" \ + "litellm/litellm:${TAG}" \ + --config /app/config.yaml --port 4000 + + - name: Wait for LiteLLM health check + run: | + echo "Waiting for LiteLLM to be ready..." + for i in $(seq 1 30); do + if curl -s -f http://localhost:4000/health/liveliness > /dev/null 2>&1; then + echo "LiteLLM is healthy" + exit 0 + fi + echo "Attempt $i/30 - not ready yet, waiting 10s..." + sleep 10 + done + echo "LiteLLM failed to start within 5 minutes" + docker logs litellm-rc + exit 1 + + - name: Start cloudflared tunnel + run: | + # Install cloudflared + curl -sL https://github.com/cloudflare/cloudflared/releases/download/2025.2.1/cloudflared-linux-amd64 -o /usr/local/bin/cloudflared + chmod +x /usr/local/bin/cloudflared + + # Start a quick tunnel (no account needed) and capture the URL + cloudflared tunnel --url http://localhost:4000 --no-autoupdate > /tmp/cloudflared.log 2>&1 & + CLOUDFLARED_PID=$! + echo "CLOUDFLARED_PID=$CLOUDFLARED_PID" >> $GITHUB_ENV + + # Wait for tunnel URL to appear in logs + echo "Waiting for tunnel URL..." + for i in $(seq 1 30); do + TUNNEL_URL=$(grep -oP 'https://[a-z0-9-]+\.trycloudflare\.com' /tmp/cloudflared.log | head -1 || true) + if [ -n "$TUNNEL_URL" ]; then + echo "Tunnel URL: $TUNNEL_URL" + echo "TUNNEL_URL=$TUNNEL_URL" >> $GITHUB_ENV + exit 0 + fi + sleep 2 + done + echo "Failed to get tunnel URL" + cat /tmp/cloudflared.log + exit 1 + + - name: Verify tunnel connectivity + run: | + echo "Testing tunnel at ${{ env.TUNNEL_URL }}..." + # Quick tunnels need time for DNS propagation; retry to avoid + # transient NXDOMAIN (curl exit code 6) on first attempt. + for i in $(seq 1 10); do + if curl -sf "${{ env.TUNNEL_URL }}/health/liveliness" > /dev/null 2>&1; then + echo "Tunnel is working (attempt $i)" + exit 0 + fi + echo "Attempt $i/10 - tunnel not routable yet, waiting 5s..." + sleep 5 + done + echo "Tunnel failed to become reachable after 50s" + cat /tmp/cloudflared.log + exit 1 + + - name: Trigger observatory test run + id: trigger + env: + OBSERVATORY_URL: ${{ secrets.OBSERVATORY_URL }} + OBSERVATORY_API_KEY: ${{ secrets.OBSERVATORY_API_KEY }} + run: | + PAYLOAD=$(jq -n \ + --arg url "${TUNNEL_URL}" \ + --arg key "${LITELLM_MASTER_KEY}" \ + '{ + deployment_url: $url, + api_key: $key, + test_suite: "TestOAIAzureRelease", + models: ["gpt-4o-mini", "gpt-4o"] + }') + RESPONSE=$(curl -s -w "\n%{http_code}" -X POST "${OBSERVATORY_URL}/run-test" \ + -H "Content-Type: application/json" \ + -H "X-LiteLLM-Observatory-API-Key: ${OBSERVATORY_API_KEY}" \ + -d "$PAYLOAD") + HTTP_CODE=$(echo "$RESPONSE" | tail -1) + BODY=$(echo "$RESPONSE" | head -n -1) + echo "Response ($HTTP_CODE): $BODY" + if [ "$HTTP_CODE" -ge 400 ]; then + echo "Failed to trigger test run" + exit 1 + fi + + # Extract request_id for polling this specific run + REQUEST_ID=$(echo "$BODY" | jq -r '.results.request_id') + if [ -z "$REQUEST_ID" ] || [ "$REQUEST_ID" = "null" ]; then + echo "Failed to extract request_id from response" + exit 1 + fi + echo "Request ID: $REQUEST_ID" + echo "request_id=$REQUEST_ID" >> $GITHUB_OUTPUT + + - name: Poll for test completion + id: poll + env: + OBSERVATORY_URL: ${{ secrets.OBSERVATORY_URL }} + OBSERVATORY_API_KEY: ${{ secrets.OBSERVATORY_API_KEY }} + REQUEST_ID: ${{ steps.trigger.outputs.request_id }} + run: | + TIMEOUT=900 # 15 minutes + INTERVAL=30 + ELAPSED=0 + while [ $ELAPSED -lt $TIMEOUT ]; do + STATUS=$(curl -s "${OBSERVATORY_URL}/run-status/${REQUEST_ID}" \ + -H "X-LiteLLM-Observatory-API-Key: ${OBSERVATORY_API_KEY}") + RUN_STATUS=$(echo "$STATUS" | jq -r '.status') + echo "Run status (${ELAPSED}s elapsed): $RUN_STATUS" + + if [ "$RUN_STATUS" = "completed" ] || [ "$RUN_STATUS" = "failed" ]; then + echo "Test finished with status: $RUN_STATUS" + echo "$STATUS" > /tmp/observatory_result.json + exit 0 + fi + + sleep $INTERVAL + ELAPSED=$((ELAPSED + INTERVAL)) + done + echo "Timed out waiting for test to complete after ${TIMEOUT}s" + exit 1 + + - name: Verify test results + run: | + RESULT=$(cat /tmp/observatory_result.json) + echo "Full result: $RESULT" + + STATUS=$(echo "$RESULT" | jq -r '.status') + TEST_PASSED=$(echo "$RESULT" | jq -r '.result.test_passed // false') + FAILURE_RATE=$(echo "$RESULT" | jq -r '.result.failure_rate // "N/A"') + ERROR=$(echo "$RESULT" | jq -r '.error // empty') + + echo "Status: $STATUS" + echo "Test passed: $TEST_PASSED" + echo "Failure rate: $FAILURE_RATE" + + if [ -n "$ERROR" ]; then + echo "Error: $ERROR" + fi + + if [ "$STATUS" = "failed" ]; then + echo "Test run failed" + exit 1 + fi + + if [ "$TEST_PASSED" != "true" ]; then + echo "Tests did not pass (failure rate: $FAILURE_RATE)" + exit 1 + fi + + echo "All tests passed!" + + - name: Print LiteLLM logs on failure + if: failure() + run: | + docker logs litellm-rc 2>/dev/null || true + cat /tmp/cloudflared.log 2>/dev/null || true + + - name: Cleanup + if: always() + run: | + kill "${{ env.CLOUDFLARED_PID }}" 2>/dev/null || true + docker rm -f litellm-rc 2>/dev/null || true diff --git a/.github/workflows/scan_duplicate_issues.yml b/.github/workflows/scan_duplicate_issues.yml new file mode 100644 index 0000000000..06e8f453a8 --- /dev/null +++ b/.github/workflows/scan_duplicate_issues.yml @@ -0,0 +1,47 @@ +name: Scan Duplicate Issues (One-Time) + +on: + workflow_dispatch: + inputs: + threshold: + description: "Similarity threshold (0-1)" + required: false + default: "0.85" + close: + description: "Actually close duplicates (false = dry run)" + required: false + type: boolean + default: false + +jobs: + scan: + runs-on: ubuntu-latest + permissions: + issues: write + contents: read + steps: + - name: Checkout scripts + uses: actions/checkout@v4 + with: + sparse-checkout: .github/scripts + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: "3.11" + + - name: Scan for duplicate issues + env: + GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} + INPUT_THRESHOLD: ${{ inputs.threshold }} + INPUT_CLOSE: ${{ inputs.close }} + run: | + CLOSE_FLAG="" + if [ "$INPUT_CLOSE" = "true" ]; then + CLOSE_FLAG="--close" + fi + python3 .github/scripts/close_duplicate_issues.py \ + --scan \ + --repo ${{ github.repository }} \ + --threshold "$INPUT_THRESHOLD" \ + $CLOSE_FLAG diff --git a/.github/workflows/test-linting.yml b/.github/workflows/test-linting.yml index 7c5c269f89..017aef1cc4 100644 --- a/.github/workflows/test-linting.yml +++ b/.github/workflows/test-linting.yml @@ -74,3 +74,35 @@ jobs: - name: Check import safety run: | poetry run python -c "from litellm import *" || (echo '🚨 import failed, this means you introduced unprotected imports! 🚨'; exit 1) + + secret-scan: + runs-on: ubuntu-latest + timeout-minutes: 5 + permissions: + contents: read + + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.12' + + - name: Run secret scan test + run: | + pip install pytest + pytest tests/litellm/test_no_hardcoded_secrets.py -v + + - name: Run ggshield secret scan + env: + GITGUARDIAN_API_KEY: ${{ secrets.GITGUARDIAN_API_KEY }} + run: | + if [ -n "$GITGUARDIAN_API_KEY" ]; then + pip install ggshield + ggshield secret scan repo . + else + echo "GITGUARDIAN_API_KEY not set, skipping ggshield scan" + fi diff --git a/.gitignore b/.gitignore index c43df98a9e..76cf6fdba2 100644 --- a/.gitignore +++ b/.gitignore @@ -89,6 +89,7 @@ tests/test_custom_dir/* test.py litellm_config.yaml +!.github/observatory/litellm_config.yaml .cursor .vscode/launch.json litellm/proxy/to_delete_loadtest_work/* diff --git a/AGENTS.md b/AGENTS.md index 96776a3fae..d43f41dbe3 100644 --- a/AGENTS.md +++ b/AGENTS.md @@ -177,6 +177,38 @@ When opening issues or pull requests, follow these templates: 6. **UI/Backend Contract Mismatch**: When adding a new entity type to the UI, always check whether the backend endpoint accepts a single value or an array. Match the UI control accordingly (single-select vs. multi-select) to avoid silently dropping user selections 7. **Missing Tests for New Entity Types**: When adding a new entity type (e.g., in `EntityUsage`, `UsageViewSelect`), always add corresponding tests in the existing test files and update any icon/component mocks +8. **Do not hardcode model-specific flags**: Put model-specific capability flags in `model_prices_and_context_window.json` and read them via `get_model_info` (or existing helpers like `supports_reasoning`). This prevents users from needing to upgrade LiteLLM each time a new model supports a feature. + + **Example of BAD** (hardcoded model checks): + + ```python + @staticmethod + def _is_effort_supported_model(model: str) -> bool: + """Check if the model supports the output_config.effort parameter...""" + model_lower = model.lower() + if AnthropicConfig._is_claude_4_6_model(model): + return True + return any( + v in model_lower for v in ("opus-4-5", "opus_4_5", "opus-4.5", "opus_4.5") + ) + ``` + + **Example of GOOD** (config-driven or helper that reads from config): + + ```python + if ( + "claude-3-7-sonnet" in model + or AnthropicConfig._is_claude_4_6_model(model) + or supports_reasoning( + model=model, + custom_llm_provider=self.custom_llm_provider, + ) + ): + ... + ``` + + Using helpers like `supports_reasoning` (which read from `model_prices_and_context_window.json` / `get_model_info`) allows future model updates to "just work" without code changes. + ## HELPFUL RESOURCES - Main documentation: https://docs.litellm.ai/ @@ -224,4 +256,12 @@ See `CLAUDE.md` and the `Makefile` for standard commands. Key notes: cd litellm && poetry run ruff check . ``` -Ruff is the primary fast linter. For the full lint suite (including mypy, black, circular imports), run `make lint` per `CLAUDE.md`. \ No newline at end of file +Ruff is the primary fast linter. For the full lint suite (including mypy, black, circular imports), run `make lint` per `CLAUDE.md`. + +### UI Dashboard development + +- The UI is at `ui/litellm-dashboard/`. Run `npm run dev` from that directory for the Next.js dev server on port 3000. +- The proxy at port 4000 serves a **pre-built** static UI from `litellm/proxy/_experimental/out/`. After making UI code changes, you must run `npm run build` in the dashboard directory and copy the output: `cp -r ui/litellm-dashboard/out/* litellm/proxy/_experimental/out/` for the proxy to serve the updated UI. +- SVGs used as provider logos (loaded via `` tags) must NOT use `fill="currentColor"` — replace with an explicit color like `#000000` or use the `-color` variant from lobehub icons, since CSS color inheritance does not work inside `` elements. +- Provider logos live in `ui/litellm-dashboard/public/assets/logos/` (source) and `litellm/proxy/_experimental/out/assets/logos/` (pre-built). Both locations must have the file for it to work in dev and proxy-served modes. +- UI Vitest tests: `cd ui/litellm-dashboard && npx vitest run` \ No newline at end of file diff --git a/Dockerfile b/Dockerfile index 83d3640e76..605e702d2a 100644 --- a/Dockerfile +++ b/Dockerfile @@ -49,7 +49,7 @@ USER root # Install runtime dependencies (libsndfile needed for audio processing on ARM64) RUN apk add --no-cache bash openssl tzdata nodejs npm python3 py3-pip libsndfile && \ - npm install -g npm@latest tar@7.5.8 glob@11.1.0 @isaacs/brace-expansion@5.0.1 minimatch@10.2.1 diff@8.0.3 && \ + npm install -g npm@latest tar@7.5.8 glob@11.1.0 @isaacs/brace-expansion@5.0.1 minimatch@10.2.4 diff@8.0.3 && \ # SECURITY FIX: npm bundles tar, glob, and brace-expansion at multiple nested # levels inside its dependency tree. `npm install -g ` only creates a # SEPARATE global package, it does NOT replace npm's internal copies. diff --git a/docs/my-website/docs/observability/datadog.md b/docs/my-website/docs/observability/datadog.md index 9385b0020c..e83cfcbafe 100644 --- a/docs/my-website/docs/observability/datadog.md +++ b/docs/my-website/docs/observability/datadog.md @@ -7,6 +7,7 @@ import TabItem from '@theme/TabItem'; LiteLLM Supports logging to the following Datdog Integrations: - `datadog` [Datadog Logs](https://docs.datadoghq.com/logs/) - `datadog_llm_observability` [Datadog LLM Observability](https://www.datadoghq.com/product/llm-observability/) +- `datadog_metrics` [Datadog Custom Metrics](#datadog-custom-metrics) - `datadog_cost_management` [Datadog Cloud Cost Management](#datadog-cloud-cost-management) - `ddtrace-run` [Datadog Tracing](#datadog-tracing) @@ -168,6 +169,65 @@ On the Datadog LLM Observability page, you should see that both input messages a +## Datadog Custom Metrics + +| Feature | Details | +|---------|---------| +| **What is logged** | Latency metrics, request counts by status code | +| **Events** | Success + Failure | +| **Product Link** | [Datadog Metrics](https://docs.datadoghq.com/metrics/) | + +Publishes the following metrics to Datadog via the `/api/v2/series` endpoint: + +| Metric | Type | Description | +|--------|------|-------------| +| `litellm.request.total_latency` | Gauge | End-to-end request latency (seconds) | +| `litellm.llm_api.latency` | Gauge | Time spent waiting for the LLM provider response (seconds) | +| `litellm.llm_api.request_count` | Count | Request count, tagged with status code | + +Using `total_latency` and `llm_api.latency`, you can derive **internal latency** = `total_latency - llm_api.latency`. + +All metrics include the following tags: `env`, `service`, `version`, `HOSTNAME`, `POD_NAME`, `provider`, `model_name`, `model_group`, `team`, `status_code`. + +**Step 1**: Create a `config.yaml` file + +```yaml +model_list: + - model_name: gpt-3.5-turbo + litellm_params: + model: gpt-3.5-turbo +litellm_settings: + success_callback: ["datadog_metrics"] + failure_callback: ["datadog_metrics"] +``` + +**Step 2**: Set required env variables + +```shell +DD_API_KEY="your-api-key" +DD_SITE="us5.datadoghq.com" # your datadog site +``` + +**Step 3**: Start the proxy and make a test request + +```shell +litellm --config config.yaml +``` + +```shell +curl --location 'http://0.0.0.0:4000/chat/completions' \ + --header 'Content-Type: application/json' \ + --header 'Authorization: Bearer sk-1234' \ + --data '{ + "model": "gpt-3.5-turbo", + "messages": [{"role": "user", "content": "hello"}] +}' +``` + +**Step 4**: View metrics in Datadog Metrics Explorer + +Navigate to **Metrics > Explorer** in Datadog and search for `litellm.request.total_latency`, `litellm.llm_api.latency`, or `litellm.llm_api.request_count`. + ## Datadog Cloud Cost Management | Feature | Details | diff --git a/docs/my-website/docs/ocr.md b/docs/my-website/docs/ocr.md index 93cb74ee69..cea6fce125 100644 --- a/docs/my-website/docs/ocr.md +++ b/docs/my-website/docs/ocr.md @@ -61,6 +61,52 @@ async def test_async_ocr(): asyncio.run(test_async_ocr()) ``` +### Using Local Files + +LiteLLM can read local files directly — no manual base64 encoding needed: + +```python +from litellm import ocr + +# OCR with a local PDF file path +response = ocr( + model="mistral/mistral-ocr-latest", + document={ + "type": "file", + "file": "/path/to/document.pdf" + } +) + +# OCR with a file object +response = ocr( + model="mistral/mistral-ocr-latest", + document={ + "type": "file", + "file": open("document.pdf", "rb") + } +) + +# OCR with raw bytes +with open("document.pdf", "rb") as f: + pdf_bytes = f.read() + +response = ocr( + model="mistral/mistral-ocr-latest", + document={ + "type": "file", + "file": pdf_bytes, + "mime_type": "application/pdf" # recommended for raw bytes (auto-detected from extension for file paths) + } +) +``` + +The `file` field accepts: +- **File path** (`str` or `pathlib.Path`) — LiteLLM reads the file and detects the MIME type from the extension +- **File object** (binary file-like object) — e.g. `open("doc.pdf", "rb")` +- **Raw bytes** (`bytes`) — use `mime_type` to specify the content type + +LiteLLM automatically converts file inputs to base64 data URIs internally, so all providers work seamlessly. + ### Using Base64 Encoded Documents ```python @@ -121,7 +167,7 @@ litellm --config /path/to/config.yaml # RUNNING on http://0.0.0.0:4000 ``` -Test request +**Test request — JSON body** ```bash curl http://0.0.0.0:4000/v1/ocr \ @@ -136,6 +182,27 @@ curl http://0.0.0.0:4000/v1/ocr \ }' ``` +**Test request — multipart file upload** + +Upload a file directly using multipart form data. No need to base64-encode the file yourself. + +```bash +curl http://0.0.0.0:4000/v1/ocr \ + -H "Authorization: Bearer sk-1234" \ + -F "model=mistral-ocr" \ + -F "file=@/path/to/document.pdf" +``` + +You can also pass optional parameters as additional form fields: + +```bash +curl http://0.0.0.0:4000/v1/ocr \ + -H "Authorization: Bearer sk-1234" \ + -F "model=mistral-ocr" \ + -F "file=@screenshot.png" \ + -F 'pages=[0,1,2]' \ + -F "include_image_base64=true" +``` ## **Request/Response Format** @@ -168,10 +235,12 @@ See the [official Mistral OCR documentation](https://docs.mistral.ai/capabilitie | Parameter | Type | Required | Description | |-----------|------|----------|-------------| | `model` | string | Yes | The OCR model to use (e.g., `"mistral/mistral-ocr-latest"`) | -| `document` | object | Yes | Document to process. Must contain `type` and URL field | -| `document.type` | string | Yes | Either `"document_url"` for PDFs/docs or `"image_url"` for images | -| `document.document_url` | string | Conditional | URL to the document (required if `type` is `"document_url"`) | -| `document.image_url` | string | Conditional | URL to the image (required if `type` is `"image_url"`) | +| `document` | object | Yes | Document to process. Must contain `type` and the corresponding field | +| `document.type` | string | Yes | `"document_url"` for PDFs/docs, `"image_url"` for images, or `"file"` for local files | +| `document.document_url` | string | Conditional | URL or data URI to the document (required if `type` is `"document_url"`) | +| `document.image_url` | string | Conditional | URL or data URI to the image (required if `type` is `"image_url"`) | +| `document.file` | string/bytes/file | Conditional | File path, bytes, or file-like object (required if `type` is `"file"`) | +| `document.mime_type` | string | No | Explicit MIME type for file inputs (auto-detected from extension if not provided) | | `pages` | array | No | List of specific page indices to process (0-indexed) | | `include_image_base64` | boolean | No | Whether to include extracted images as base64 strings | | `image_limit` | integer | No | Maximum number of images to return | @@ -179,7 +248,7 @@ See the [official Mistral OCR documentation](https://docs.mistral.ai/capabilitie #### Document Format Examples -**For PDFs and documents:** +**For PDFs and documents (URL):** ```json { "type": "document_url", @@ -187,7 +256,7 @@ See the [official Mistral OCR documentation](https://docs.mistral.ai/capabilitie } ``` -**For images:** +**For images (URL):** ```json { "type": "image_url", @@ -203,6 +272,21 @@ See the [official Mistral OCR documentation](https://docs.mistral.ai/capabilitie } ``` +**For local files (SDK):** +```python +{"type": "file", "file": "/path/to/document.pdf"} +{"type": "file", "file": open("image.png", "rb")} +{"type": "file", "file": pdf_bytes, "mime_type": "application/pdf"} +``` + +**For file uploads (Proxy — multipart form):** +```bash +curl http://0.0.0.0:4000/v1/ocr \ + -H "Authorization: Bearer sk-1234" \ + -F "model=mistral-ocr" \ + -F "file=@document.pdf" +``` + ### Response Format The response follows Mistral's OCR format with the following structure: diff --git a/docs/my-website/docs/pass_through/assembly_ai.md b/docs/my-website/docs/pass_through/assembly_ai.md index 4606640c5c..c7c70639e7 100644 --- a/docs/my-website/docs/pass_through/assembly_ai.md +++ b/docs/my-website/docs/pass_through/assembly_ai.md @@ -1,31 +1,36 @@ -# Assembly AI +# AssemblyAI -Pass-through endpoints for Assembly AI - call Assembly AI endpoints, in native format (no translation). +Pass-through endpoints for AssemblyAI - call AssemblyAI endpoints, in native format (no translation). -| Feature | Supported | Notes | +| Feature | Supported | Notes | |-------|-------|-------| | Cost Tracking | ✅ | works across all integrations | | Logging | ✅ | works across all integrations | -Supports **ALL** Assembly AI Endpoints +Supports **ALL** AssemblyAI Endpoints -[**See All Assembly AI Endpoints**](https://www.assemblyai.com/docs/api-reference) +[**See All AssemblyAI Endpoints**](https://www.assemblyai.com/docs/api-reference) - +## Supported Routes + +| AssemblyAI Service | LiteLLM Route | AssemblyAI Base URL | +|-------------------|---------------|---------------------| +| Speech-to-Text (US) | `/assemblyai/*` | `api.assemblyai.com` | +| Speech-to-Text (EU) | `/eu.assemblyai/*` | `eu.api.assemblyai.com` | ## Quick Start -Let's call the Assembly AI [`/v2/transcripts` endpoint](https://www.assemblyai.com/docs/api-reference/transcripts) +Let's call the AssemblyAI [`/v2/transcripts` endpoint](https://www.assemblyai.com/docs/api-reference/transcripts) -1. Add Assembly AI API Key to your environment +1. Add AssemblyAI API Key to your environment ```bash export ASSEMBLYAI_API_KEY="" ``` -2. Start LiteLLM Proxy +2. Start LiteLLM Proxy ```bash litellm @@ -33,53 +38,157 @@ litellm # RUNNING on http://0.0.0.0:4000 ``` -3. Test it! +3. Test it! -Let's call the Assembly AI `/v2/transcripts` endpoint +Let's call the AssemblyAI [`/v2/transcripts` endpoint](https://www.assemblyai.com/docs/api-reference/transcripts). Includes commented-out [Speech Understanding](https://www.assemblyai.com/docs/speech-understanding) features you can toggle on. ```python import assemblyai as aai -LITELLM_VIRTUAL_KEY = "sk-1234" # -LITELLM_PROXY_BASE_URL = "http://0.0.0.0:4000/assemblyai" # /assemblyai +aai.settings.base_url = "http://0.0.0.0:4000/assemblyai" # /assemblyai +aai.settings.api_key = "Bearer sk-1234" # Bearer -aai.settings.api_key = f"Bearer {LITELLM_VIRTUAL_KEY}" -aai.settings.base_url = LITELLM_PROXY_BASE_URL +# Use a publicly-accessible URL +audio_file = "https://assembly.ai/wildfires.mp3" -# URL of the file to transcribe -FILE_URL = "https://assembly.ai/wildfires.mp3" +# Or use a local file: +# audio_file = "./example.mp3" -# You can also transcribe a local file by passing in a file path -# FILE_URL = './path/to/file.mp3' +config = aai.TranscriptionConfig( + speech_models=["universal-3-pro", "universal-2"], + language_detection=True, + speaker_labels=True, + # Speech understanding features + # sentiment_analysis=True, + # entity_detection=True, + # auto_chapters=True, + # summarization=True, + # summary_type=aai.SummarizationType.bullets, + # redact_pii=True, + # content_safety=True, +) -transcriber = aai.Transcriber() -transcript = transcriber.transcribe(FILE_URL) -print(transcript) -print(transcript.id) +transcript = aai.Transcriber().transcribe(audio_file, config=config) + +if transcript.status == aai.TranscriptStatus.error: + raise RuntimeError(f"Transcription failed: {transcript.error}") + +print(f"\nFull Transcript:\n\n{transcript.text}") + +# Optionally print speaker diarization results +# for utterance in transcript.utterances: +# print(f"Speaker {utterance.speaker}: {utterance.text}") ``` -## Calling Assembly AI EU endpoints +4. [Prompting with Universal-3 Pro](https://www.assemblyai.com/docs/speech-to-text/prompting) (optional) -If you want to send your request to the Assembly AI EU endpoint, you can do so by setting the `LITELLM_PROXY_BASE_URL` to `/eu.assemblyai` +```python +import assemblyai as aai + +aai.settings.base_url = "http://0.0.0.0:4000/assemblyai" # /assemblyai +aai.settings.api_key = "Bearer sk-1234" # Bearer + +audio_file = "https://assemblyaiassets.com/audios/verbatim.mp3" + +config = aai.TranscriptionConfig( + speech_models=["universal-3-pro", "universal-2"], + language_detection=True, + prompt="Produce a transcript suitable for conversational analysis. Every disfluency is meaningful data. Include: fillers (um, uh, er, ah, hmm, mhm, like, you know, I mean), repetitions (I I, the the), restarts (I was- I went), stutters (th-that, b-but, no-not), and informal speech (gonna, wanna, gotta)", +) + +transcript = aai.Transcriber().transcribe(audio_file, config) + +print(transcript.text) +``` + +## Calling AssemblyAI EU endpoints + +If you want to send your request to the AssemblyAI EU endpoint, you can do so by setting the `LITELLM_PROXY_BASE_URL` to `/eu.assemblyai` ```python import assemblyai as aai -LITELLM_VIRTUAL_KEY = "sk-1234" # -LITELLM_PROXY_BASE_URL = "http://0.0.0.0:4000/eu.assemblyai" # /eu.assemblyai +aai.settings.base_url = "http://0.0.0.0:4000/eu.assemblyai" # /eu.assemblyai +aai.settings.api_key = "Bearer sk-1234" # Bearer -aai.settings.api_key = f"Bearer {LITELLM_VIRTUAL_KEY}" -aai.settings.base_url = LITELLM_PROXY_BASE_URL +# Use a publicly-accessible URL +audio_file = "https://assembly.ai/wildfires.mp3" -# URL of the file to transcribe -FILE_URL = "https://assembly.ai/wildfires.mp3" - -# You can also transcribe a local file by passing in a file path -# FILE_URL = './path/to/file.mp3' +# Or use a local file: +# audio_file = "./path/to/file.mp3" transcriber = aai.Transcriber() -transcript = transcriber.transcribe(FILE_URL) +transcript = transcriber.transcribe(audio_file) print(transcript) print(transcript.id) ``` + +## LLM Gateway + +Use AssemblyAI's [LLM Gateway](https://www.assemblyai.com/docs/llm-gateway) as an OpenAI-compatible provider — a unified API for Claude, GPT, and Gemini models with full LiteLLM logging, guardrails, and cost tracking support. + +[**See Available Models**](https://www.assemblyai.com/docs/llm-gateway#available-models) + +### Usage + +#### LiteLLM Python SDK + +```python +import litellm +import os + +os.environ["ASSEMBLYAI_API_KEY"] = "your-assemblyai-api-key" + +response = litellm.completion( + model="assemblyai/claude-sonnet-4-5-20250929", + messages=[{"role": "user", "content": "What is the capital of France?"}] +) + +print(response.choices[0].message.content) +``` + +#### LiteLLM Proxy + +1. Config + +```yaml +model_list: + - model_name: assemblyai/* + litellm_params: + model: assemblyai/* + api_key: os.environ/ASSEMBLYAI_API_KEY +``` + +2. Start proxy + +```bash +litellm --config config.yaml + +# RUNNING on http://0.0.0.0:4000 +``` + +3. Test it! + +```python +import requests + +headers = { + "authorization": "Bearer sk-1234" # Bearer +} + +response = requests.post( + "http://0.0.0.0:4000/v1/chat/completions", + headers=headers, + json={ + "model": "assemblyai/claude-sonnet-4-5-20250929", + "messages": [ + {"role": "user", "content": "What is the capital of France?"} + ], + "max_tokens": 1000 + } +) + +result = response.json() +print(result["choices"][0]["message"]["content"]) +``` diff --git a/docs/my-website/docs/pass_through/cursor.md b/docs/my-website/docs/pass_through/cursor.md new file mode 100644 index 0000000000..5726c6bae2 --- /dev/null +++ b/docs/my-website/docs/pass_through/cursor.md @@ -0,0 +1,157 @@ +import Image from '@theme/IdealImage'; + +# Cursor Cloud Agents + +Pass-through endpoints for the [Cursor Cloud Agents API](https://docs.cursor.com/account/api) — launch and manage cloud agents that work on your repositories, in native format (no translation). + +| Feature | Supported | Notes | +|---------|-----------|-------| +| Cost Tracking | ✅ | Logged as $0.00 (subscription-based, no per-request pricing) | +| Logging | ✅ | All requests logged with operation classification | +| End-user Tracking | ❌ | [Tell us if you need this](https://github.com/BerriAI/litellm/issues/new) | +| Streaming | ❌ | Cursor API does not use streaming | + +Just replace `https://api.cursor.com` with `LITELLM_PROXY_BASE_URL/cursor` 🚀 + +**Supported endpoints:** + +| Endpoint | Method | Description | +|----------|--------|-------------| +| `/v0/agents` | GET | List agents | +| `/v0/agents` | POST | Launch an agent | +| `/v0/agents/{id}` | GET | Agent status | +| `/v0/agents/{id}` | DELETE | Delete an agent | +| `/v0/agents/{id}/conversation` | GET | Agent conversation | +| `/v0/agents/{id}/followup` | POST | Add follow-up | +| `/v0/agents/{id}/stop` | POST | Stop an agent | +| `/v0/me` | GET | API key info | +| `/v0/models` | GET | List models | +| `/v0/repositories` | GET | List GitHub repositories | + +## Quick Start + +### 1. Add Cursor API Key on the UI + +Navigate to **Models + Endpoints → LLM Credentials** and click **Add Credential**. Select **Cursor** from the provider dropdown — you'll see the Cursor logo. Enter your API key from [cursor.com/settings](https://cursor.com/settings). + +Add Cursor credential with logo + +### 2. Launch a Cursor Agent + +```bash +curl -X POST http://0.0.0.0:4000/cursor/v0/agents \ + -H "Authorization: Bearer " \ + -H "Content-Type: application/json" \ + -d '{ + "prompt": { + "text": "Add a README.md with installation instructions" + }, + "source": { + "repository": "https://github.com/your-org/your-repo", + "ref": "main" + }, + "target": { + "autoCreatePr": true + } + }' +``` + +**Expected Response:** + +```json +{ + "id": "bc_abc123", + "name": "Add README Documentation", + "status": "CREATING", + "source": { + "repository": "https://github.com/your-org/your-repo", + "ref": "main" + }, + "target": { + "branchName": "cursor/add-readme-1234", + "url": "https://cursor.com/agents?id=bc_abc123", + "autoCreatePr": true + }, + "createdAt": "2024-01-15T10:30:00Z" +} +``` + +### 3. View Logs + +Navigate to **Logs** in the sidebar. Filter by "cursor" to see your agent requests. Each request shows the operation type (e.g., `cursor/cursor:agent:create`), status, duration, and cost. + +Cursor requests in Logs page + +Click on any log entry to see full request details including provider, API base, and metadata. + +Cursor log entry detail + +## Examples + +Anything after `http://0.0.0.0:4000/cursor` is treated as a provider-specific route, and handled accordingly. + +| **Original Endpoint** | **Replace With** | +|---|---| +| `https://api.cursor.com` | `http://0.0.0.0:4000/cursor` (LITELLM_PROXY_BASE_URL) | +| `-u YOUR_API_KEY:` (Basic Auth) | `-H "Authorization: Bearer "` (LiteLLM Virtual Key) | + +### List Available Models + +```bash +curl http://0.0.0.0:4000/cursor/v0/models \ + -H "Authorization: Bearer " +``` + +### Check Agent Status + +```bash +curl http://0.0.0.0:4000/cursor/v0/agents/bc_abc123 \ + -H "Authorization: Bearer " +``` + +### List All Agents + +```bash +curl http://0.0.0.0:4000/cursor/v0/agents \ + -H "Authorization: Bearer " +``` + +### Add Follow-up to Agent + +```bash +curl -X POST http://0.0.0.0:4000/cursor/v0/agents/bc_abc123/followup \ + -H "Authorization: Bearer " \ + -H "Content-Type: application/json" \ + -d '{ + "prompt": { + "text": "Also add a section about troubleshooting" + } + }' +``` + +### Stop an Agent + +```bash +curl -X POST http://0.0.0.0:4000/cursor/v0/agents/bc_abc123/stop \ + -H "Authorization: Bearer " +``` + +### Delete an Agent + +```bash +curl -X DELETE http://0.0.0.0:4000/cursor/v0/agents/bc_abc123 \ + -H "Authorization: Bearer " +``` + +### Get API Key Info + +```bash +curl http://0.0.0.0:4000/cursor/v0/me \ + -H "Authorization: Bearer " +``` + +## Related + +- [Cursor Cloud Agents API Docs](https://docs.cursor.com/account/api) +- [Pass-through Endpoints Overview](./intro.md) +- [Virtual Keys](../proxy/virtual_keys.md) diff --git a/docs/my-website/docs/providers/anthropic.md b/docs/my-website/docs/providers/anthropic.md index 34e894cf1a..aa77ee7c26 100644 --- a/docs/my-website/docs/providers/anthropic.md +++ b/docs/my-website/docs/providers/anthropic.md @@ -417,7 +417,10 @@ print(response) | Model Name | Function Call | |------------------|--------------------------------------------| +| claude-opus-4-6 | `completion('claude-opus-4-6-20260205', messages)` | `os.environ['ANTHROPIC_API_KEY']` | | claude-sonnet-4-5 | `completion('claude-sonnet-4-5-20250929', messages)` | `os.environ['ANTHROPIC_API_KEY']` | +| claude-opus-4-5 | `completion('claude-opus-4-5-20251101', messages)` | `os.environ['ANTHROPIC_API_KEY']` | +| claude-opus-4-1 | `completion('claude-opus-4-1-20250805', messages)` | `os.environ['ANTHROPIC_API_KEY']` | | claude-opus-4 | `completion('claude-opus-4-20250514', messages)` | `os.environ['ANTHROPIC_API_KEY']` | | claude-sonnet-4 | `completion('claude-sonnet-4-20250514', messages)` | `os.environ['ANTHROPIC_API_KEY']` | | claude-3.7 | `completion('claude-3-7-sonnet-20250219', messages)` | `os.environ['ANTHROPIC_API_KEY']` | diff --git a/docs/my-website/docs/providers/bedrock.md b/docs/my-website/docs/providers/bedrock.md index e546ed9765..bb07216a29 100644 --- a/docs/my-website/docs/providers/bedrock.md +++ b/docs/my-website/docs/providers/bedrock.md @@ -660,7 +660,7 @@ Same as [Anthropic API response](../providers/anthropic#usage---thinking--reason LiteLLM supports Anthropic's beta features on AWS Bedrock through the `anthropic-beta` header. This enables access to experimental features like: -- **1M Context Window** - Up to 1 million tokens of context (Claude Sonnet 4) +- **1M Context Window** - Up to 1 million tokens of context (Claude Opus 4.6, Sonnet 4.5, Sonnet 4) - **Computer Use Tools** - AI that can interact with computer interfaces - **Token-Efficient Tools** - More efficient tool usage patterns - **Extended Output** - Up to 128K output tokens @@ -670,7 +670,7 @@ LiteLLM supports Anthropic's beta features on AWS Bedrock through the `anthropic | Beta Feature | Header Value | Compatible Models | Description | |--------------|-------------|------------------|-------------| -| 1M Context Window | `context-1m-2025-08-07` | Claude Sonnet 4 | Enable 1 million token context window | +| 1M Context Window | `context-1m-2025-08-07` | Claude Opus 4.6, Sonnet 4.5, Sonnet 4 | Enable 1 million token context window | | Computer Use (Latest) | `computer-use-2025-01-24` | Claude 3.7 Sonnet | Latest computer use tools | | Computer Use (Legacy) | `computer-use-2024-10-22` | Claude 3.5 Sonnet v2 | Computer use tools for Claude 3.5 | | Token-Efficient Tools | `token-efficient-tools-2025-02-19` | Claude 3.7 Sonnet | More efficient tool usage | diff --git a/docs/my-website/docs/proxy/budget_reset_and_tz.md b/docs/my-website/docs/proxy/budget_reset_and_tz.md index 0fedff8be1..b7bbf9034f 100644 --- a/docs/my-website/docs/proxy/budget_reset_and_tz.md +++ b/docs/my-website/docs/proxy/budget_reset_and_tz.md @@ -1,16 +1,20 @@ -## Budget Reset Times and Timezones +# Budget Reset Times and Timezones -LiteLLM now supports predictable budget reset times that align with natural calendar boundaries: +LiteLLM supports predictable budget reset times that align with natural calendar boundaries. -- All budgets reset at midnight (00:00:00) in the configured timezone -- Special handling for common durations: - - Daily (24h/1d): Reset at midnight every day - - Weekly (7d): Reset on Monday at midnight - - Monthly (30d): Reset on the 1st of each month at midnight +## How Budget Resets Work -### Configuring the Timezone +All budgets reset at midnight (00:00:00) in the configured timezone with special handling for common durations: -You can specify the timezone for all budget resets in your configuration file: +| Duration | Reset Behavior | +| --- | --- | +| Daily (24h/1d) | Resets at midnight every day | +| Weekly (7d) | Resets on Monday at midnight | +| Monthly (30d) | Resets on the 1st of each month at midnight | + +## Configuring the Timezone + +Specify the timezone for all budget resets in your configuration file: ```yaml litellm_settings: @@ -19,18 +23,21 @@ litellm_settings: timezone: "US/Eastern" # Any valid timezone string ``` -This ensures that all budget resets happen at midnight in your specified timezone rather than in UTC. -If no timezone is specified, UTC will be used by default. +This ensures that all budget resets happen at midnight in your specified timezone rather than in UTC. If no timezone is specified, UTC will be used by default. + +## Supported Timezones Any valid [IANA timezone string](https://en.wikipedia.org/wiki/List_of_tz_database_time_zones) is supported (powered by Python's `zoneinfo` module). DST transitions are handled automatically. -Common timezone values: +**Common timezone values:** -- `UTC` - Coordinated Universal Time -- `US/Eastern` - Eastern Time -- `US/Pacific` - Pacific Time -- `Europe/London` - UK Time -- `Asia/Kolkata` - Indian Standard Time (IST) -- `Asia/Bangkok` - Indochina Time (ICT) -- `Asia/Tokyo` - Japan Standard Time -- `Australia/Sydney` - Australian Eastern Time +| Timezone | Description | +| --- | --- | +| `UTC` | Coordinated Universal Time | +| `US/Eastern` | Eastern Time | +| `US/Pacific` | Pacific Time | +| `Europe/London` | UK Time | +| `Asia/Kolkata` | Indian Standard Time (IST) | +| `Asia/Bangkok` | Indochina Time (ICT) | +| `Asia/Tokyo` | Japan Standard Time | +| `Australia/Sydney` | Australian Eastern Time | diff --git a/docs/my-website/docs/proxy/cli_sso.md b/docs/my-website/docs/proxy/cli_sso.md index ad0f033f80..a20f8a313d 100644 --- a/docs/my-website/docs/proxy/cli_sso.md +++ b/docs/my-website/docs/proxy/cli_sso.md @@ -52,6 +52,10 @@ LITELLM_CLI_JWT_EXPIRATION_HOURS=48 EXPERIMENTAL_UI_LOGIN="True" litellm --confi - `LITELLM_CLI_JWT_EXPIRATION_HOURS=168` - Tokens expire after 7 days (168 hours) - `LITELLM_CLI_JWT_EXPIRATION_HOURS=720` - Tokens expire after 30 days (720 hours) +:::note[Experimental UI Session] +When `EXPERIMENTAL_UI_LOGIN` is enabled, the **browser UI login** session uses a fixed 10-minute expiry (not configurable). `LITELLM_UI_SESSION_DURATION` applies only to non-experimental flows. +::: + :::tip You can check your current token's age and expiration status using: ```bash diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md index b694549cf4..7b2011e45d 100644 --- a/docs/my-website/docs/proxy/config_settings.md +++ b/docs/my-website/docs/proxy/config_settings.md @@ -196,6 +196,7 @@ router_settings: | disable_end_user_cost_tracking_prometheus_only | boolean | If true, turns off end user cost tracking on prometheus metrics only. | | key_generation_settings | object | Restricts who can generate keys. [Further docs](./virtual_keys.md#restricting-key-generation) | | disable_add_transform_inline_image_block | boolean | For Fireworks AI models - if true, turns off the auto-add of `#transform=inline` to the url of the image_url, if the model is not a vision model. | +| use_chat_completions_url_for_anthropic_messages | boolean | If true, routes OpenAI `/v1/messages` requests through chat/completions instead of the Responses API. Can also be set via env var `LITELLM_USE_CHAT_COMPLETIONS_URL_FOR_ANTHROPIC_MESSAGES=true`. | | disable_hf_tokenizer_download | boolean | If true, it defaults to using the openai tokenizer for all models (including huggingface models). | | enable_json_schema_validation | boolean | If true, enables json schema validation for all requests. | | disable_copilot_system_to_assistant | boolean | **DEPRECATED** - GitHub Copilot API supports system prompts. | @@ -487,6 +488,7 @@ router_settings: | CONFIDENT_API_KEY | API key for Confident AI (Deepeval) Logging service | COHERE_API_BASE | Base URL for Cohere API. Default is https://api.cohere.com | COMPETITOR_LLM_TEMPERATURE | Temperature setting for the LLM used in competitor discovery. Default is 0.3 +| CURSOR_API_BASE | API base URL for Cursor AI provider integration. Default is https://api.cursor.com | DATABASE_HOST | Hostname for the database server | DATABASE_NAME | Name of the database | DATABASE_PASSWORD | Password for the database user @@ -555,6 +557,10 @@ router_settings: | DEFAULT_MCP_SEMANTIC_FILTER_SIMILARITY_THRESHOLD | Default similarity threshold for MCP semantic tool filtering. Default is 0.3 | DEFAULT_MCP_SEMANTIC_FILTER_TOP_K | Default number of top results to return for MCP semantic tool filtering. Default is 10 | MCP_NPM_CACHE_DIR | Directory for npm cache used by STDIO MCP servers. In containers the default (~/.npm) may not exist or be read-only. Default is `/tmp/.npm_mcp_cache` +| LITELLM_MCP_CLIENT_TIMEOUT | MCP client connection timeout in seconds (stdio and HTTP/SSE transports). Default is 60 +| LITELLM_MCP_TOOL_LISTING_TIMEOUT | Timeout in seconds for listing tools from an MCP server. Default is 30 +| LITELLM_MCP_METADATA_TIMEOUT | HTTP client timeout in seconds for OAuth metadata fetching. Default is 10 +| LITELLM_MCP_HEALTH_CHECK_TIMEOUT | Health check timeout in seconds for MCP servers. Default is 10 | MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL | Default TTL in seconds for MCP OAuth2 token cache. Default is 3600 | MCP_OAUTH2_TOKEN_CACHE_MAX_SIZE | Maximum number of entries in MCP OAuth2 token cache. Default is 200 | MCP_OAUTH2_TOKEN_CACHE_MIN_TTL | Minimum TTL in seconds for MCP OAuth2 token cache. Default is 10 @@ -775,6 +781,7 @@ router_settings: | LITELLM_HOSTED_UI | URL of the hosted UI for LiteLLM | LITELLM_UI_API_DOC_BASE_URL | Optional override for the API Reference base URL (used in sample code/docs) when the admin UI runs on a different host than the proxy. Defaults to `PROXY_BASE_URL` when unset. | LITELLM_UI_PATH | Path to directory for Admin UI files. Used when running with read-only filesystem (e.g., Kubernetes). Default is `/var/lib/litellm/ui` in Docker. +| LITELLM_UI_SESSION_DURATION | Duration for UI login session (username/password, SSO, invitation links). Format: "30s", "30m", "24h", "7d". Does not apply to EXPERIMENTAL_UI_LOGIN flow, which uses a fixed 10-minute expiry for security. Default is "24h" | LITELM_ENVIRONMENT | Environment of LiteLLM Instance, used by logging services. Currently only used by DeepEval. | LITELLM_KEY_ROTATION_ENABLED | Enable auto-key rotation for LiteLLM (boolean). Default is false. | LITELLM_KEY_ROTATION_CHECK_INTERVAL_SECONDS | Interval in seconds for how often to run job that auto-rotates keys. Default is 86400 (24 hours). @@ -797,6 +804,7 @@ router_settings: | PYROSCOPE_SAMPLE_RATE | Optional. Sample rate for Pyroscope profiling (integer). No default; when unset, the pyroscope-io library default is used. | LITELLM_MASTER_KEY | Master key for proxy authentication | LITELLM_MAX_ITERATIONS_TTL | TTL in seconds for session iteration counters used by the max-iterations limiter. Default is 3600 (1 hour) +| LITELLM_MAX_STREAMING_DURATION_SECONDS | Maximum duration in seconds allowed for a streaming response. Streams exceeding this duration are terminated with a Timeout error. Default is None (no limit) | LITELLM_MODE | Operating mode for LiteLLM (e.g., production, development) | LITELLM_NON_ROOT | Flag to run LiteLLM in non-root mode for enhanced security in Docker containers | LITELLM_RATE_LIMIT_WINDOW_SIZE | Rate limit window size for LiteLLM. Default is 60 @@ -805,6 +813,7 @@ router_settings: | LITELLM_SSL_CIPHERS | SSL/TLS cipher configuration for faster handshakes. Controls cipher suite preferences for OpenSSL connections. | LITELLM_SECRET_AWS_KMS_LITELLM_LICENSE | AWS KMS encrypted license for LiteLLM | LITELLM_TOKEN | Access token for LiteLLM integration +| LITELLM_USE_CHAT_COMPLETIONS_URL_FOR_ANTHROPIC_MESSAGES | When set to "true", routes OpenAI /v1/messages requests through chat/completions instead of the Responses API for Anthropic models. Can also be set via `litellm_settings.use_chat_completions_url_for_anthropic_messages` | LITELLM_USER_AGENT | Custom user agent string for LiteLLM API requests. Used for partner telemetry attribution | LITELLM_PRINT_STANDARD_LOGGING_PAYLOAD | If true, prints the standard logging payload to the console - useful for debugging | LITELM_ENVIRONMENT | Environment for LiteLLM Instance. This is currently only logged to DeepEval to determine the environment for DeepEval integration. diff --git a/docs/my-website/docs/proxy/health.md b/docs/my-website/docs/proxy/health.md index 6f98265e40..2764a6f0d4 100644 --- a/docs/my-website/docs/proxy/health.md +++ b/docs/my-website/docs/proxy/health.md @@ -330,6 +330,22 @@ model_list: health_check_timeout: 10 # 👈 OVERRIDE HEALTH CHECK TIMEOUT ``` +## Health Check Max Tokens + +By default, health checks use `max_tokens=1` to minimize cost and latency. For wildcard models, the default is `max_tokens=10`. + +You can override this per-model by setting `health_check_max_tokens` in the `model_info` section of your config.yaml. + +```yaml +model_list: + - model_name: openai/gpt-4o + litellm_params: + model: openai/gpt-4o + api_key: os.environ/OPENAI_API_KEY + model_info: + health_check_max_tokens: 5 # 👈 OVERRIDE HEALTH CHECK MAX TOKENS +``` + ## `/health/readiness` Unprotected endpoint for checking if proxy is ready to accept requests diff --git a/docs/my-website/docs/proxy/prometheus.md b/docs/my-website/docs/proxy/prometheus.md index 18a139d1d2..d8f0d83b59 100644 --- a/docs/my-website/docs/proxy/prometheus.md +++ b/docs/my-website/docs/proxy/prometheus.md @@ -113,6 +113,31 @@ litellm_settings: ``` +## Pod Health Metrics + +Use these to measure per-pod queue depth and diagnose latency that occurs **before** LiteLLM starts processing a request. + +| Metric Name | Type | Description | +|---|---|---| +| `litellm_in_flight_requests` | Gauge | Number of HTTP requests currently in-flight on this uvicorn worker. Tracks the pod's queue depth in real time. With multiple workers, values are summed across all live workers (`livesum`). | + +### When to use this + +LiteLLM measures latency from when its handler starts. If a request waits in uvicorn's event loop before the handler runs, that wait is invisible to LiteLLM's own logs. `litellm_in_flight_requests` shows how loaded the pod was at any point in time. + +``` +high in_flight_requests + high ALB TargetResponseTime → pod overloaded, scale out +low in_flight_requests + high ALB TargetResponseTime → delay is pre-ASGI (event loop blocking) +``` + +You can also check the current value directly without Prometheus: + +```bash +curl http://localhost:4000/health/backlog \ + -H "Authorization: Bearer sk-..." +# {"in_flight_requests": 47} +``` + ## Proxy Level Tracking Metrics Use this to track overall LiteLLM Proxy usage. diff --git a/docs/my-website/docs/proxy/ui_project_management.md b/docs/my-website/docs/proxy/ui_project_management.md new file mode 100644 index 0000000000..e8bb35b660 --- /dev/null +++ b/docs/my-website/docs/proxy/ui_project_management.md @@ -0,0 +1,142 @@ +import Image from '@theme/IdealImage'; +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + +# [Beta] Project Management UI + +Manage projects directly from the LiteLLM Admin UI. Projects sit between teams and keys in your organizational hierarchy, enabling fine-grained access control and budget management for specific use cases or applications. + +:::info +Project Management is a beta feature. The API and UI are subject to change. For the full API documentation, see [Project Management](./project_management.md). +::: + +## Overview + +Projects enable you to: + +- Organize API keys by use case or application +- Set project-level budgets and rate limits +- Track spend and usage at the project level +- Control which models each project can access +- Maintain clear separation between different applications or teams + +**Hierarchy**: `Organizations > Teams > Projects > Keys` + +For detailed information about the project API and configuration, see [Project Management](./project_management.md). + +## Prerequisites + +- Admin or Team Admin access +- At least one team created (projects belong to teams) +- The LiteLLM Admin UI running locally or remote + +## Enable Projects in UI Settings + +Before you can create projects, you need to enable the Projects feature in the Admin UI settings. + +### Step 1: Access Admin Settings + +Navigate to the Admin UI (e.g., `http://localhost:4000/ui/?login=success`). + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/b8de4dbf-a23b-4979-84a3-95fe17427b5a/ascreenshot_84dcb13b57a84fd589dff2d5af58adde_text_export.jpeg) + +### Step 2: Open Settings Menu + +Click the **"New"** button in the top navigation. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/b8de4dbf-a23b-4979-84a3-95fe17427b5a/ascreenshot_447c8ea124f64d0eb18d3c9621f7cbbc_text_export.jpeg) + +### Step 3: Navigate to Admin Settings + +Click **"Admin Settings"**. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/cc2ce9d9-d2d2-49f3-9fb8-c546fb8dfdcf/ascreenshot_fd792e9dbda24e7eb5cdb508c4f181f8_text_export.jpeg) + +### Step 4: Open UI Settings + +Click **"UI Settings New"**. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/d667f4b4-300b-47c6-9d76-12e439519da6/ascreenshot_3f3db4df432843a48b53ae16b311e7df_text_export.jpeg) + +### Step 5: Enable Projects Feature + +Click the toggle to enable the Projects feature. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/4819f76b-4855-4f5c-8c4b-b4c272399724/ascreenshot_9df0555ae6db425ab839d73485ee9b99_text_export.jpeg) + +Once enabled, the Projects section will appear in your Admin UI navigation, and you'll be able to create and manage projects. + +## Create and Manage Projects + +After enabling the Projects feature, you can create projects from the Projects page. + +### Step 1: Navigate to Projects + +Click **"Projects New"** in the sidebar. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/889e2e55-af7a-42f1-90d5-8bba8efaa986/ascreenshot_c42e33e2226c4e8b8e8ea83a7c8955e4_text_export.jpeg) + +### Step 2: Create a New Project + +Click **"Create Project"**. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/8ecb531c-8e96-443d-ba1d-1a9e04ba2da3/ascreenshot_74f1b3c1c1b84517ae51881a050df73a_text_export.jpeg) + +### Step 3: Enter Project Name + +Click the **"Project Name"** field and enter a name for your project. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/83bf0612-2b19-4b28-ae02-bdb122dca4fa/ascreenshot_16ca328a71f04a79bb9641ab9c1ed6fe_text_export.jpeg) + +### Step 4: Select a Team + +Choose which team this project belongs to. Projects are scoped to teams, so you can only access models and features available to that team. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/653c2f1e-5140-49b8-962f-a2b112f4834c/ascreenshot_7861310ad77d4859adcae789a9d51bd0_text_export.jpeg) + +### Step 5: Configure Model Access + +Select which models this project has access to. Available models are scoped to the team's allowed models. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/401a5716-ea16-4744-866a-d0ed6007065d/ascreenshot_a936c3ca417a49b2b603c890dee9d0ea_text_export.jpeg) + +### Step 6: Create Project + +Click **"Create Project"** to save your project. + +![](https://colony-recorder.s3.amazonaws.com/files/2026-03-01/2f9f9ba1-df0b-4bef-b17c-77dfc38372f7/ascreenshot_933e4c1b119d43beb84161b94b17b764_text_export.jpeg) + +## Use Cases + +### Key Organization Within Teams + +Organize API keys within a team by use case or application. Group related keys together in projects so you can manage budgets, model access, and permissions as a unit instead of individually. + +### Cost Allocation + +Assign projects to different cost centers or teams. Track spend per project and allocate costs back to the responsible team or business unit. + +### Feature Rollout + +Create a dedicated project for new features or experimental use cases. Control which models are available and set conservative rate limits during testing. + +### Customer Segmentation + +If you're a platform, create projects for different customer segments or use cases. Control resource allocation independently for each segment. + +## Next Steps + +After creating a project: + +1. **Generate API Keys** – Create API keys scoped to your project for application use +2. **Set Budgets** – Configure project-level budget limits via the [Project Management API](./project_management.md) +3. **Track Spend** – View project-level spend in the Usage dashboard +4. **Manage Access** – Use [Access Groups](./access_groups.md) to control model and MCP server access + +## Related Documentation + +- [Project Management API](./project_management.md) – Full API reference for projects +- [Access Groups](./access_groups.md) – Define reusable access controls for models, MCP servers, and agents +- [Virtual Keys](./virtual_keys.md) – Create and manage API keys scoped to projects +- [Role-based Access Control](./access_control.md) – Organizations, teams, and user roles +- [Spend Logs](./spend_logs_deletion.md) – Track detailed request-level costs and usage diff --git a/docs/my-website/docs/troubleshoot/latency_overhead.md b/docs/my-website/docs/troubleshoot/latency_overhead.md index cfb2cb43a7..dd7f012dcd 100644 --- a/docs/my-website/docs/troubleshoot/latency_overhead.md +++ b/docs/my-website/docs/troubleshoot/latency_overhead.md @@ -2,9 +2,41 @@ Use this guide when you see unexpected latency overhead between LiteLLM proxy and the LLM provider. +## The Invisible Latency Gap + +LiteLLM measures latency from when its handler starts. If a request waits in uvicorn's event loop **before** the handler runs, that wait is invisible to LiteLLM's own logs. + +``` +T=0 Request arrives at load balancer + [queue wait — LiteLLM never logs this] +T=10 LiteLLM handler starts → timer begins +T=20 Response sent + +LiteLLM logs: 10s User experiences: 20s +``` + +To measure the pre-handler wait, poll `/health/backlog` on each pod: + +```bash +curl http://localhost:4000/health/backlog \ + -H "Authorization: Bearer sk-..." +# {"in_flight_requests": 47} +``` + +Or scrape the `litellm_in_flight_requests` Prometheus gauge at `/metrics`. + +| `in_flight_requests` | ALB `TargetResponseTime` | Diagnosis | +|---|---|---| +| High | High | Pod overloaded → scale out | +| Low | High | Delay is pre-ASGI — check for sync blocking code or event loop saturation | +| High | Normal | Pod is busy but healthy, no queue buildup | + +If you're on **AWS ALB**, correlate `litellm_in_flight_requests` spikes with ALB's `TargetResponseTime` CloudWatch metric. The gap between what ALB reports and what LiteLLM logs is the invisible wait. + ## Quick Checklist -1. **Collect the `x-litellm-overhead-duration-ms` response header** — this tells you LiteLLM's total overhead on every request. Start here. +1. **Check `in_flight_requests` on each pod** via `/health/backlog` or the `litellm_in_flight_requests` Prometheus gauge — this tells you if requests are queuing before LiteLLM starts processing. Start here for unexplained latency. +2. **Collect the `x-litellm-overhead-duration-ms` response header** — this tells you LiteLLM's total overhead on every request. 2. **Is DEBUG logging enabled?** This is the #1 cause of latency with large payloads. 3. **Are you sending large base64 payloads?** (images, PDFs) — see [Large Payload Overhead](#large-payload-overhead). 4. **Enable detailed timing headers** to pinpoint where time is spent. diff --git a/docs/my-website/docs/tutorials/fallbacks.md b/docs/my-website/docs/tutorials/fallbacks.md index 43494af3ce..3c6c5b6bc7 100644 --- a/docs/my-website/docs/tutorials/fallbacks.md +++ b/docs/my-website/docs/tutorials/fallbacks.md @@ -2,6 +2,10 @@ This tutorial demonstrates how to employ the `completion()` function with model fallbacks to ensure reliability. LLM APIs can be unstable, completion() with fallbacks ensures you'll always get a response from your calls +## Set Up Fallbacks for a Virtual Key + + + ## Usage To use fallback models with `completion()`, specify a list of models in the `fallbacks` parameter. diff --git a/docs/my-website/img/cursor_add_credential.png b/docs/my-website/img/cursor_add_credential.png new file mode 100644 index 0000000000..5b0eb1ffe5 Binary files /dev/null and b/docs/my-website/img/cursor_add_credential.png differ diff --git a/docs/my-website/img/cursor_log_detail.png b/docs/my-website/img/cursor_log_detail.png new file mode 100644 index 0000000000..5fdb1dd4a1 Binary files /dev/null and b/docs/my-website/img/cursor_log_detail.png differ diff --git a/docs/my-website/img/cursor_logs.png b/docs/my-website/img/cursor_logs.png new file mode 100644 index 0000000000..ab5aeafc77 Binary files /dev/null and b/docs/my-website/img/cursor_logs.png differ diff --git a/docs/my-website/package-lock.json 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"bin": { "webpack": "bin/webpack.js" @@ -22507,57 +27292,26 @@ } }, "node_modules/webpack-dev-middleware": { - "version": "7.4.5", - "resolved": "https://registry.npmjs.org/webpack-dev-middleware/-/webpack-dev-middleware-7.4.5.tgz", - "integrity": "sha512-uxQ6YqGdE4hgDKNf7hUiPXOdtkXvBJXrfEGYSx7P7LC8hnUYGK70X6xQXUvXeNyBDDcsiQXpG2m3G9vxowaEuA==", + "version": "5.3.4", + "resolved": "https://registry.npmjs.org/webpack-dev-middleware/-/webpack-dev-middleware-5.3.4.tgz", + "integrity": "sha512-BVdTqhhs+0IfoeAf7EoH5WE+exCmqGerHfDM0IL096Px60Tq2Mn9MAbnaGUe6HiMa41KMCYF19gyzZmBcq/o4Q==", "license": "MIT", "dependencies": { "colorette": "^2.0.10", - "memfs": "^4.43.1", - "mime-types": "^3.0.1", - "on-finished": "^2.4.1", + "memfs": "^3.4.3", + "mime-types": "^2.1.31", "range-parser": "^1.2.1", "schema-utils": "^4.0.0" }, "engines": { - "node": ">= 18.12.0" + "node": ">= 12.13.0" }, "funding": { "type": "opencollective", "url": "https://opencollective.com/webpack" }, "peerDependencies": { - "webpack": "^5.0.0" - }, - "peerDependenciesMeta": { - "webpack": { - "optional": true - } - } - }, - "node_modules/webpack-dev-middleware/node_modules/mime-db": { - "version": "1.54.0", - "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.54.0.tgz", - "integrity": "sha512-aU5EJuIN2WDemCcAp2vFBfp/m4EAhWJnUNSSw0ixs7/kXbd6Pg64EmwJkNdFhB8aWt1sH2CTXrLxo/iAGV3oPQ==", - "license": "MIT", - "engines": { - "node": ">= 0.6" - } - }, - "node_modules/webpack-dev-middleware/node_modules/mime-types": { - "version": "3.0.2", - "resolved": "https://registry.npmjs.org/mime-types/-/mime-types-3.0.2.tgz", - "integrity": "sha512-Lbgzdk0h4juoQ9fCKXW4by0UJqj+nOOrI9MJ1sSj4nI8aI2eo1qmvQEie4VD1glsS250n15LsWsYtCugiStS5A==", - "license": "MIT", - "dependencies": { - "mime-db": "^1.54.0" - }, - "engines": { - "node": ">=18" - }, - "funding": { - "type": "opencollective", - "url": "https://opencollective.com/express" + "webpack": "^4.0.0 || ^5.0.0" } }, "node_modules/webpack-dev-middleware/node_modules/range-parser": { @@ -22570,14 +27324,14 @@ } }, "node_modules/webpack-dev-server": { - "version": "5.2.2", - "resolved": "https://registry.npmjs.org/webpack-dev-server/-/webpack-dev-server-5.2.2.tgz", - "integrity": "sha512-QcQ72gh8a+7JO63TAx/6XZf/CWhgMzu5m0QirvPfGvptOusAxG12w2+aua1Jkjr7hzaWDnJ2n6JFeexMHI+Zjg==", + "version": "5.2.3", + "resolved": "https://registry.npmjs.org/webpack-dev-server/-/webpack-dev-server-5.2.3.tgz", + "integrity": "sha512-9Gyu2F7+bg4Vv+pjbovuYDhHX+mqdqITykfzdM9UyKqKHlsE5aAjRhR+oOEfXW5vBeu8tarzlJFIZva4ZjAdrQ==", "license": "MIT", "dependencies": { "@types/bonjour": "^3.5.13", "@types/connect-history-api-fallback": "^1.5.4", - "@types/express": "^4.17.21", + "@types/express": "^4.17.25", "@types/express-serve-static-core": "^4.17.21", "@types/serve-index": "^1.9.4", "@types/serve-static": "^1.15.5", @@ -22587,9 +27341,9 @@ "bonjour-service": "^1.2.1", "chokidar": "^3.6.0", "colorette": "^2.0.10", - "compression": "^1.7.4", + "compression": "^1.8.1", "connect-history-api-fallback": "^2.0.0", - "express": "^4.21.2", + "express": "^4.22.1", "graceful-fs": "^4.2.6", "http-proxy-middleware": "^2.0.9", "ipaddr.js": "^2.1.0", @@ -22597,7 +27351,7 @@ "open": "^10.0.3", "p-retry": "^6.2.0", "schema-utils": "^4.2.0", - "selfsigned": "^2.4.1", + "selfsigned": "^5.5.0", "serve-index": "^1.9.1", "sockjs": "^0.3.24", "spdy": "^4.0.2", @@ -22656,27 +27410,6 @@ "url": "https://github.com/sponsors/sindresorhus" } }, - "node_modules/webpack-dev-server/node_modules/ws": { - "version": "8.18.3", - "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz", - "integrity": "sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==", - "license": "MIT", - "engines": { - "node": ">=10.0.0" - }, - "peerDependencies": { - "bufferutil": "^4.0.1", - "utf-8-validate": ">=5.0.2" - }, - "peerDependenciesMeta": { - "bufferutil": { - "optional": true - }, - "utf-8-validate": { - "optional": true - } - } - }, "node_modules/webpack-merge": { "version": "6.0.1", "resolved": "https://registry.npmjs.org/webpack-merge/-/webpack-merge-6.0.1.tgz", @@ -22692,9 +27425,9 @@ } }, "node_modules/webpack-sources": { - "version": "3.3.3", - "resolved": "https://registry.npmjs.org/webpack-sources/-/webpack-sources-3.3.3.tgz", - "integrity": "sha512-yd1RBzSGanHkitROoPFd6qsrxt+oFhg/129YzheDGqeustzX0vTZJZsSsQjVQC4yzBQ56K55XU8gaNCtIzOnTg==", + "version": "3.3.4", + "resolved": "https://registry.npmjs.org/webpack-sources/-/webpack-sources-3.3.4.tgz", + "integrity": "sha512-7tP1PdV4vF+lYPnkMR0jMY5/la2ub5Fc/8VQrrU+lXkiM6C4TjVfGw7iKfyhnTQOsD+6Q/iKw0eFciziRgD58Q==", "license": "MIT", "engines": { "node": ">=10.13.0" @@ -22883,12 +27616,12 @@ } }, "node_modules/wrap-ansi/node_modules/strip-ansi": { - "version": "7.1.2", - "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.2.tgz", - "integrity": "sha512-gmBGslpoQJtgnMAvOVqGZpEz9dyoKTCzy2nfz/n8aIFhN/jCE/rCmcxabB6jOOHV+0WNnylOxaxBQPSvcWklhA==", + "version": "7.2.0", + "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.2.0.tgz", + "integrity": "sha512-yDPMNjp4WyfYBkHnjIRLfca1i6KMyGCtsVgoKe/z1+6vukgaENdgGBZt+ZmKPc4gavvEZ5OgHfHdrazhgNyG7w==", "license": "MIT", "dependencies": { - "ansi-regex": "^6.0.1" + "ansi-regex": "^6.2.2" }, "engines": { "node": ">=12" @@ -22916,16 +27649,16 @@ } }, "node_modules/ws": { - "version": "7.5.10", - "resolved": "https://registry.npmjs.org/ws/-/ws-7.5.10.tgz", - "integrity": "sha512-+dbF1tHwZpXcbOJdVOkzLDxZP1ailvSxM6ZweXTegylPny803bFhA+vqBYw4s31NSAk4S2Qz+AKXK9a4wkdjcQ==", + "version": "8.19.0", + "resolved": "https://registry.npmjs.org/ws/-/ws-8.19.0.tgz", + "integrity": "sha512-blAT2mjOEIi0ZzruJfIhb3nps74PRWTCz1IjglWEEpQl5XS/UNama6u2/rjFkDDouqr4L67ry+1aGIALViWjDg==", "license": "MIT", "engines": { - "node": ">=8.3.0" + "node": ">=10.0.0" }, "peerDependencies": { "bufferutil": "^4.0.1", - "utf-8-validate": "^5.0.2" + "utf-8-validate": ">=5.0.2" }, "peerDependenciesMeta": { "bufferutil": { @@ -22952,9 +27685,9 @@ } }, "node_modules/wsl-utils/node_modules/is-wsl": { - "version": "3.1.0", - "resolved": "https://registry.npmjs.org/is-wsl/-/is-wsl-3.1.0.tgz", - "integrity": "sha512-UcVfVfaK4Sc4m7X3dUSoHoozQGBEFeDC+zVo06t98xe8CzHSZZBekNXH+tu0NalHolcJ/QAGqS46Hef7QXBIMw==", + "version": "3.1.1", + "resolved": "https://registry.npmjs.org/is-wsl/-/is-wsl-3.1.1.tgz", + "integrity": "sha512-e6rvdUCiQCAuumZslxRJWR/Doq4VpPR82kqclvcS0efgt430SlGIk05vdCN58+VrzgtIcfNODjozVielycD4Sw==", "license": "MIT", "dependencies": { "is-inside-container": "^1.0.0" @@ -22996,6 +27729,15 @@ "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==", "license": "ISC" }, + "node_modules/yaml": { + "version": "1.10.2", + "resolved": "https://registry.npmjs.org/yaml/-/yaml-1.10.2.tgz", + "integrity": "sha512-r3vXyErRCYJ7wg28yvBY5VSoAF8ZvlcW9/BwUzEtUsjvX/DKs24dIkuwjtuprwJJHsbyUbLApepYTR1BN4uHrg==", + "license": "ISC", + "engines": { + "node": ">= 6" + } + }, "node_modules/yocto-queue": { "version": "1.2.2", "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-1.2.2.tgz", diff --git a/docs/my-website/package.json b/docs/my-website/package.json index 2dad6d0f16..a864301d77 100644 --- a/docs/my-website/package.json +++ b/docs/my-website/package.json @@ -15,10 +15,10 @@ }, "dependencies": { "@docusaurus/core": "3.8.1", - "@docusaurus/plugin-google-gtag": "3.8.1", + "@docusaurus/plugin-google-gtag": "^3.5.2", "@docusaurus/plugin-ideal-image": "3.8.1", - "@docusaurus/preset-classic": "3.8.1", - "@docusaurus/theme-mermaid": "3.8.1", + "@docusaurus/preset-classic": "^3.5.2", + "@docusaurus/theme-mermaid": "^3.5.2", "@inkeep/cxkit-docusaurus": "^0.5.89", "@mdx-js/react": "^3.0.0", "clsx": "^1.2.1", @@ -62,9 +62,10 @@ "gray-matter": "4.0.3", "glob": ">=11.1.0", "tar": ">=7.5.8", - "minimatch": ">=10.2.1", + "minimatch": ">=10.2.4", "diff": ">=8.0.3", "@isaacs/brace-expansion": ">=5.0.1", + "serialize-javascript": ">=7.0.3", "node-forge": ">=1.3.2", "mdast-util-to-hast": ">=13.2.1", "lodash-es": ">=4.17.23", @@ -94,4 +95,4 @@ "serve-static": ">=1.16.0", "path-to-regexp": ">=0.1.12" } -} \ No newline at end of file +} diff --git a/docs/my-website/release_notes/v1.81.14.md b/docs/my-website/release_notes/v1.81.14.md index b3a0018b16..3a133f092a 100644 --- a/docs/my-website/release_notes/v1.81.14.md +++ b/docs/my-website/release_notes/v1.81.14.md @@ -489,6 +489,71 @@ graph LR --- +## Security + +We run [Grype](https://github.com/anchore/grype) and [Trivy](https://github.com/aquasecurity/trivy) security scans on every LiteLLM Docker image. Here's the vulnerability report for this release across all published images: + +### Docker Image Scan Summary + +| Image | Critical | High | Medium | Low | +|-------|----------|------|--------|-----| +| `ghcr.io/berriai/litellm:main-latest` | **0** ✅ | 4 unique CVEs | 4 | 1 | +| `ghcr.io/berriai/litellm-ee:main-latest` | **0** ✅ | 4 unique CVEs | 4 | 1 | +| `ghcr.io/berriai/litellm-non_root:main-latest` | **1** | 11 unique CVEs | 6 | 2 | +| `ghcr.io/berriai/litellm-database:main-latest` | **1** | 7 unique CVEs | 5 | 1 | +| `ghcr.io/berriai/litellm-spend_logs:main-latest` | **4** | 35 matches | 40 | 10 | + +:::note +Vulnerability counts are based on full image scans including build-time tooling. High match counts are often inflated by packages like `minimatch` appearing at multiple versions; the unique CVE counts above reflect the actual distinct vulnerabilities. +::: + +### Critical Severity + +**1. Node.js Critical (non-root, database, spend_logs images):** +Node.js 24.12.0 is used **only** for the Admin UI build and Prisma client generation — it is **not** part of the LiteLLM Python application runtime. + +| Package | Vulnerability | Description | Fix Version | +|---------|---------------|-------------|-------------| +| `node` | CVE-2025-55130 | Node.js critical vulnerability | 20.20.0 | + +**2. OpenSSL & Go Critical (spend_logs image only):** +The `spend_logs` image contains additional vulnerabilities in the underlying Go modules and system libraries. + +| Package | Vulnerability | Description | Fix Version | +|---------|---------------|-------------|-------------| +| `libcrypto3`, `libssl3` | CVE-2025-15467 | OpenSSL critical vulnerability | 3.3.6-r0 | +| `stdlib` (Go) | CVE-2025-68121 | Go standard library critical vulnerability | 1.24.13+ | + +### High Severity + +All high-severity vulnerabilities are in **npm/Node.js build-time dependencies** or system-level libraries — they are **not** in the LiteLLM Python application code. + +**Present in all images:** + +| Package | Vulnerability | Description | Fix Version | +|---------|---------------|-------------|-------------| +| `minimatch` | CVE-2026-26996 | DoS via specially crafted glob patterns | 10.2.1+ / 9.0.6+ | +| `minimatch` | CVE-2026-27903 | DoS due to unbounded recursive backtracking | 10.2.3+ / 9.0.7+ | +| `minimatch` | CVE-2026-27904 | DoS via catastrophic backtracking in glob expressions | 10.2.3+ / 9.0.7+ | +| `tar` | CVE-2026-26960 / GHSA-83g3-92jg-28cx | Arbitrary file read/write via malicious archive hardlinks | 7.5.8 | + +### Medium Severity (all images) + +| Package | Vulnerability | Status | +|---------|---------------|--------| +| `pypdf` 6.7.2 | GHSA-x7hp-r3qg-r3cj | Fix available in 6.7.3 | +| Python 3.13 | CVE-2025-15366, CVE-2025-15367, CVE-2025-12781 | No upstream fix available | + +### Recommendations + +- **LiteLLM Main & EE images** (`litellm:main-latest`, `litellm-ee:main-latest`) have the best security posture with **0 critical vulnerabilities**. +- All HIGH/CRITICAL findings in the main images relate to build-time Node.js/npm tooling, not the Python runtime. +- We are actively monitoring upstream Python and system library fixes for remaining medium-severity vulnerabilities. + +To report a security vulnerability, email support@berri.ai with details and steps to reproduce. + +--- + ## Documentation Updates - Add OpenAI Agents SDK with LiteLLM guide - [PR #21311](https://github.com/BerriAI/litellm/pull/21311) diff --git a/docs/my-website/release_notes/v1.82.0.md b/docs/my-website/release_notes/v1.82.0.md new file mode 100644 index 0000000000..beb2451dd5 --- /dev/null +++ b/docs/my-website/release_notes/v1.82.0.md @@ -0,0 +1,467 @@ +--- +title: "v1.82.0 - Realtime Guardrails, Projects Management, and 10+ Performance Optimizations" +slug: "v1-82-0" +date: 2026-02-28T00:00:00 +authors: + - name: Krrish Dholakia + title: CEO, LiteLLM + url: https://www.linkedin.com/in/krish-d/ + image_url: https://pbs.twimg.com/profile_images/1298587542745358340/DZv3Oj-h_400x400.jpg + - name: Ishaan Jaff + title: CTO, LiteLLM + url: https://www.linkedin.com/in/reffajnaahsi/ + image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg +hide_table_of_contents: false +--- + +## Deploy this version + +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + + + + +``` showLineNumbers title="docker run litellm" +docker run \ +-e STORE_MODEL_IN_DB=True \ +-p 4000:4000 \ +ghcr.io/berriai/litellm:main-1.82.0 +``` + + + + +``` showLineNumbers title="pip install litellm" +pip install litellm==1.82.0 +``` + + + + +## Key Highlights + +- **Realtime API guardrails** — [Full guardrails support for `/v1/realtime` WebSocket sessions with pre/post-call enforcement, voice transcription hooks, session termination policies, and Vertex AI Gemini Live support](../../docs/proxy/guardrails) - [PR #22152](https://github.com/BerriAI/litellm/pull/22152), [PR #22153](https://github.com/BerriAI/litellm/pull/22153), [PR #22161](https://github.com/BerriAI/litellm/pull/22161), [PR #22165](https://github.com/BerriAI/litellm/pull/22165) +- **Projects Management** — [New Projects UI with full CRUD, project-scoped virtual keys, and admin opt-in toggle — organize teams and keys by project](../../docs/proxy/ui_store_model_db_setting) - [PR #22315](https://github.com/BerriAI/litellm/pull/22315), [PR #22360](https://github.com/BerriAI/litellm/pull/22360), [PR #22373](https://github.com/BerriAI/litellm/pull/22373), [PR #22412](https://github.com/BerriAI/litellm/pull/22412) +- **Guardrail ecosystem expansion** — [Noma v2, Lakera v2 post-call, Singapore regulatory policies (PDPA + MAS), employment discrimination blockers, code execution blocker, guardrail policy versioning, and production monitoring](../../docs/proxy/guardrails) - [PR #21400](https://github.com/BerriAI/litellm/pull/21400), [PR #21783](https://github.com/BerriAI/litellm/pull/21783), [PR #21948](https://github.com/BerriAI/litellm/pull/21948) +- **OpenAI Codex 5.3 — day 0** — [Full support for `gpt-5.3-codex` on OpenAI and Azure, plus `gpt-audio-1.5` and `gpt-realtime-1.5` model coverage](../../docs/providers/openai) - [PR #22035](https://github.com/BerriAI/litellm/pull/22035) +- **10+ performance optimizations** — Streaming hot-path fixes, Redis pipeline batching, database task batching, ModelResponse init skip, and router cache improvements — lower latency and CPU on every request + +--- + +## New Models / Updated Models + +#### New Model Support (20 new models) + +| Provider | Model | Context Window | Input ($/1M tokens) | Output ($/1M tokens) | Features | +| -------- | ----- | -------------- | ------------------- | -------------------- | -------- | +| OpenAI | `gpt-5.3-codex` | 272K | $1.75 | $14.00 | Reasoning, coding | +| Azure OpenAI | `azure/gpt-5.3-codex` | 272K | $1.75 | $14.00 | Azure deployment | +| OpenAI | `gpt-audio-1.5` | 128K | $2.50 | $10.00 | Audio model | +| Azure OpenAI | `azure/gpt-audio-1.5-2026-02-23` | 128K | $2.50 | $10.00 | Audio model | +| OpenAI | `gpt-realtime-1.5` | 32K | $4.00 | $16.00 | Realtime model | +| Azure OpenAI | `azure/gpt-realtime-1.5-2026-02-23` | 32K | $4.00 | $16.00 | Realtime model | +| Groq | `groq/openai/gpt-oss-safeguard-20b` | 131K | $0.075 | $0.30 | Guardrail inference | +| Google Vertex AI | `vertex_ai/gemini-3.1-flash-image-preview` | - | - | - | Image generation | +| Perplexity | `perplexity/perplexity/sonar` | - | - | - | Sonar search | +| Perplexity | `perplexity/openai/gpt-5.1` | - | - | - | Hosted routing | +| Perplexity | `perplexity/openai/gpt-5-mini` | - | - | - | Hosted routing | +| Perplexity | `perplexity/google/gemini-2.5-flash` | - | - | - | Hosted routing | +| Perplexity | `perplexity/google/gemini-2.5-pro` | - | - | - | Hosted routing | +| Perplexity | `perplexity/google/gemini-3-flash-preview` | - | - | - | Hosted routing | +| Perplexity | `perplexity/google/gemini-3-pro-preview` | - | - | - | Hosted routing | +| Perplexity | `perplexity/anthropic/claude-haiku-4-5` | - | - | - | Hosted routing | +| Perplexity | `perplexity/anthropic/claude-sonnet-4-5` | - | - | - | Hosted routing | +| Perplexity | `perplexity/anthropic/claude-opus-4-5` | - | - | - | Hosted routing | +| Perplexity | `perplexity/anthropic/claude-opus-4-6` | - | - | - | Hosted routing | +| Perplexity | `perplexity/xai/grok-4-1-fast-non-reasoning` | - | - | - | Hosted routing | + +#### Features + +- **[OpenAI](../../docs/providers/openai)** + - Day 0 support for `gpt-5.3-codex` on OpenAI and Azure - [PR #22035](https://github.com/BerriAI/litellm/pull/22035) + - Add `gpt-audio-1.5` model cost map - [PR #22303](https://github.com/BerriAI/litellm/pull/22303) + - Add `gpt-realtime-1.5` model cost map - [PR #22304](https://github.com/BerriAI/litellm/pull/22304) + - Add `audio` as supported OpenAI param - [PR #22092](https://github.com/BerriAI/litellm/pull/22092) + - Add `prompt_cache_key` and `prompt_cache_retention` support - [PR #20397](https://github.com/BerriAI/litellm/pull/20397) + +- **[Azure OpenAI](../../docs/providers/azure)** + - New Azure OpenAI models 2026-02-25 - [PR #22114](https://github.com/BerriAI/litellm/pull/22114) + +- **[Anthropic](../../docs/providers/anthropic)** + - Add v1 Anthropic Responses API transformation - [PR #22087](https://github.com/BerriAI/litellm/pull/22087) + - Sanitize `tool_use` IDs in `convert_to_anthropic_tool_invoke` - [PR #21964](https://github.com/BerriAI/litellm/pull/21964) + - Fix model wildcard access issue - [PR #21917](https://github.com/BerriAI/litellm/pull/21917) + +- **[AWS Bedrock](../../docs/providers/bedrock)** + - Encode model ARNs for OpenAI-compatible Bedrock imported models - [PR #21701](https://github.com/BerriAI/litellm/pull/21701) + - Support optional regional STS endpoint in role assumption - [PR #21640](https://github.com/BerriAI/litellm/pull/21640) + - Native structured outputs API support - [PR #21222](https://github.com/BerriAI/litellm/pull/21222) + +- **[Google Vertex AI](../../docs/providers/vertex)** + - Add `gemini-3.1-flash-image-preview` to model cost map - [PR #22223](https://github.com/BerriAI/litellm/pull/22223) + - Enable `context-1m-2025-08-07` beta header for Vertex AI provider - [PR #21867](https://github.com/BerriAI/litellm/pull/21867) + +- **[OpenRouter](../../docs/providers/openrouter)** + - Add OpenRouter native models to model cost map - [PR #20520](https://github.com/BerriAI/litellm/pull/20520) + - Add OpenRouter Opus 4.6 to model map - [PR #20525](https://github.com/BerriAI/litellm/pull/20525) + +- **[Mistral](../../docs/providers/mistral)** + - Adjust `mistral-small-2503` input/output cost per token - [PR #22097](https://github.com/BerriAI/litellm/pull/22097) + +- **[Groq](../../docs/providers/groq)** + - Add `groq/openai/gpt-oss-safeguard-20b` model pricing - [PR #21951](https://github.com/BerriAI/litellm/pull/21951) + +- **[AI/ML](../../docs/providers/aiml)** + - Update AIML model pricing - [PR #22139](https://github.com/BerriAI/litellm/pull/22139) + +- **[Ollama](../../docs/providers/ollama)** + - Thread `api_base` to `get_model_info` + graceful fallback - [PR #21970](https://github.com/BerriAI/litellm/pull/21970) + +- **[PublicAI](../../docs/providers/openai)** + - Fix function calling for PublicAI Apertus models - [PR #21582](https://github.com/BerriAI/litellm/pull/21582) + +- **[xAI](../../docs/providers/xai)** + - Add deprecation dates for `grok-2-vision-1212` and `grok-3-mini` models - [PR #20102](https://github.com/BerriAI/litellm/pull/20102) + +- **General** + - Forward auth headers of provider - [PR #22070](https://github.com/BerriAI/litellm/pull/22070) + - Normalize camelCase `thinking` param keys to snake_case - [PR #21762](https://github.com/BerriAI/litellm/pull/21762) + - Allow `dimensions` param passthrough for non-text-embedding-3 OpenAI models - [PR #22144](https://github.com/BerriAI/litellm/pull/22144) + +### Bug Fixes + +- **[AWS Bedrock](../../docs/providers/bedrock)** + - Fix converse handling for `parallel_tool_calls` - [PR #22267](https://github.com/BerriAI/litellm/pull/22267) + - Restore `parallel_tool_calls` mapping in `map_openai_params` - [PR #22333](https://github.com/BerriAI/litellm/pull/22333) + - Correct `modelInput` format for Converse API batch models - [PR #21656](https://github.com/BerriAI/litellm/pull/21656) + - Prevent double UUID in `create_file` S3 key - [PR #21650](https://github.com/BerriAI/litellm/pull/21650) + - Filter internal `json_tool_call` when mixed with real tools - [PR #21107](https://github.com/BerriAI/litellm/pull/21107) + - Pass timeout param to Bedrock rerank HTTP client - [PR #22021](https://github.com/BerriAI/litellm/pull/22021) + +- **[Anthropic](../../docs/providers/anthropic)** + - Fix model cost map for anthropic fast and `inference_geo` - [PR #21904](https://github.com/BerriAI/litellm/pull/21904) + +- **[Image Generation](../../docs/image_generation)** + - Propagate `extra_headers` to upstream image generation - [PR #22026](https://github.com/BerriAI/litellm/pull/22026) + - Add `ChatCompletionImageObject` in `OpenAIChatCompletionAssistantMessage` - [PR #22155](https://github.com/BerriAI/litellm/pull/22155) + +- **General** + - Preserve forwarding of server-side called tools - [PR #22260](https://github.com/BerriAI/litellm/pull/22260) + - Fix free model handling from UI paths - [PR #22258](https://github.com/BerriAI/litellm/pull/22258) + - Fix `None` TypeError in mapping - [PR #22080](https://github.com/BerriAI/litellm/pull/22080) + +--- + +## LLM API Endpoints + +#### Features + +- **[Realtime API](../../docs/response_api)** + - Guardrails support for `/v1/realtime` WebSocket endpoint - [PR #22152](https://github.com/BerriAI/litellm/pull/22152) + - Vertex AI Gemini Live via unified `/realtime` endpoint - [PR #22153](https://github.com/BerriAI/litellm/pull/22153) + - Guardrails with `pre_call`/`post_call` mode on realtime WebSocket - [PR #22161](https://github.com/BerriAI/litellm/pull/22161) + - `end_session_after_n_fails` + Endpoint Settings wizard step - [PR #22165](https://github.com/BerriAI/litellm/pull/22165) + - Guardrail hook for voice transcription - [PR #21976](https://github.com/BerriAI/litellm/pull/21976) + - Fix guardrails not firing for Gemini/Vertex AI and `provider_config` realtime sessions - [PR #22168](https://github.com/BerriAI/litellm/pull/22168) + - Add logging, spend tracking support + tool tracing - [PR #22105](https://github.com/BerriAI/litellm/pull/22105) + +- **[Video Generation](../../docs/video_generation)** + - Add `variant` parameter to video content download - [PR #21955](https://github.com/BerriAI/litellm/pull/21955) + - Pass `api_key` from `litellm_params` to video remix handlers - [PR #21965](https://github.com/BerriAI/litellm/pull/21965) + - Apply custom video pricing from deployment `model_info` - [PR #21923](https://github.com/BerriAI/litellm/pull/21923) + - Fix passing of image and parameters in videos API - [PR #22170](https://github.com/BerriAI/litellm/pull/22170) + +- **[OCR](../../docs/providers/openai#ocr--document-understanding)** + - Enable local file support for OCR - [PR #22133](https://github.com/BerriAI/litellm/pull/22133) + +- **[Websearch / Tool Calling](../../docs/completion/input)** + - Preserve thinking blocks in agentic loop follow-up messages - [PR #21604](https://github.com/BerriAI/litellm/pull/21604) + +- **General** + - Add configurable upper bound for chunk processing time - [PR #22209](https://github.com/BerriAI/litellm/pull/22209) + - Emit `x-litellm-overhead-duration-ms` header for streaming requests - [PR #22027](https://github.com/BerriAI/litellm/pull/22027) + +#### Bugs + +- **General** + - Fix mypy attr-defined errors on realtime websocket calls - [PR #22202](https://github.com/BerriAI/litellm/pull/22202) + +--- + +## Management Endpoints / UI + +#### Features + +- **Projects** + - Add Projects page with list and create flows - [PR #22315](https://github.com/BerriAI/litellm/pull/22315) + - Add Project Details page with edit modal - [PR #22360](https://github.com/BerriAI/litellm/pull/22360) + - Add project keys table and project dropdown on key create/edit - [PR #22373](https://github.com/BerriAI/litellm/pull/22373) + - Add delete project action to Projects table - [PR #22412](https://github.com/BerriAI/litellm/pull/22412) + - Add Projects Opt-In Toggle in Admin Settings - [PR #22416](https://github.com/BerriAI/litellm/pull/22416) + - Include `created_at` and `updated_at` in `/project/list` response - [PR #22323](https://github.com/BerriAI/litellm/pull/22323) + - Add tags in project - [PR #22216](https://github.com/BerriAI/litellm/pull/22216) + +- **Virtual Keys + Access Groups** + - Add bidirectional team/key sync for Access Group CRUD flows - [PR #22253](https://github.com/BerriAI/litellm/pull/22253) + - Add pagination and search to `/key/aliases` to prevent OOMs - [PR #22137](https://github.com/BerriAI/litellm/pull/22137) + - Add paginated key alias selector in UI - [PR #22157](https://github.com/BerriAI/litellm/pull/22157) + - Add `project_id` and `access_group_id` filters for key list endpoint - [PR #22356](https://github.com/BerriAI/litellm/pull/22356) + - Add KeyInfoHeader component - [PR #22047](https://github.com/BerriAI/litellm/pull/22047) + - Restrict Edit Settings to key owners - [PR #21985](https://github.com/BerriAI/litellm/pull/21985) + - Fix virtual key grace period from env/UI - [PR #20321](https://github.com/BerriAI/litellm/pull/20321) + +- **Agents** + - Assign virtual keys to agents - [PR #22045](https://github.com/BerriAI/litellm/pull/22045) + - Assign tools to agents - [PR #22064](https://github.com/BerriAI/litellm/pull/22064) + - Ensure internal users cannot create agents (RBAC enforcement) - [PR #22329](https://github.com/BerriAI/litellm/pull/22329) + +- **Proxy Auth / SSO** + - OIDC discovery URLs, roles array handling, and dot-notation error hints - [PR #22336](https://github.com/BerriAI/litellm/pull/22336) + - Add PROXY_ADMIN role to system user for key rotation - [PR #21896](https://github.com/BerriAI/litellm/pull/21896) + +- **Usage / Spend Logs** + - Add user filtering to usage page - [PR #22059](https://github.com/BerriAI/litellm/pull/22059) + - Allow using AI to understand usage patterns - [PR #22042](https://github.com/BerriAI/litellm/pull/22042) + - Use backend `request_duration_ms` and make Duration sortable in Logs - [PR #22122](https://github.com/BerriAI/litellm/pull/22122) + - Add `request_duration_ms` to SpendLogs - [PR #22066](https://github.com/BerriAI/litellm/pull/22066) + - Enrich failure spend logs with key/team metadata - [PR #22049](https://github.com/BerriAI/litellm/pull/22049) + - Show real tool names in logs for Anthropic-format tools - [PR #22048](https://github.com/BerriAI/litellm/pull/22048) + +- **Models + Endpoints** + - Show proxy URL in ModelHub - [PR #21660](https://github.com/BerriAI/litellm/pull/21660) + - Add `/public/endpoints` for provider endpoint support - [PR #22248](https://github.com/BerriAI/litellm/pull/22248) + +- **UI Improvements** + - Add custom favicon support - [PR #21653](https://github.com/BerriAI/litellm/pull/21653) + - Add Blog Dropdown in Navbar - [PR #21859](https://github.com/BerriAI/litellm/pull/21859) + - Add UI banner warning for detailed debug mode - [PR #21527](https://github.com/BerriAI/litellm/pull/21527) + - Make auth value optional for MCP Server create flow - [PR #22119](https://github.com/BerriAI/litellm/pull/22119) + - Tool policies: auto-discover tools + policy enforcement guardrail - [PR #22041](https://github.com/BerriAI/litellm/pull/22041) + +- **Health Checks** + - Add health check max tokens configuration - [PR #22299](https://github.com/BerriAI/litellm/pull/22299) + - Limit concurrent health checks with `health_check_concurrency` - [PR #20584](https://github.com/BerriAI/litellm/pull/20584) + - Fix health check `model_id` filtering - [PR #21071](https://github.com/BerriAI/litellm/pull/21071) + +#### Bugs + +- Populate `user_id` and `user_info` for admin users in `/user/info` - [PR #22239](https://github.com/BerriAI/litellm/pull/22239) +- Fix virtual keys pagination stale totals when filtering - [PR #22222](https://github.com/BerriAI/litellm/pull/22222) +- Fix Spend Update Queue aggregation never triggers with default presets - [PR #21963](https://github.com/BerriAI/litellm/pull/21963) +- Fix timezone config lookup and replace hardcoded timezone map with `ZoneInfo` - [PR #21754](https://github.com/BerriAI/litellm/pull/21754) +- Fix custom auth budget issue - [PR #22164](https://github.com/BerriAI/litellm/pull/22164) +- Fix missing OAuth session state - [PR #21992](https://github.com/BerriAI/litellm/pull/21992) +- Fix Transport Type for OpenAPI Spec on UI - [PR #22005](https://github.com/BerriAI/litellm/pull/22005) +- Fix Claude Code plugin schema - [PR #22271](https://github.com/BerriAI/litellm/pull/22271) +- Add missing migration for `LiteLLM_ClaudeCodePluginTable` - [PR #22335](https://github.com/BerriAI/litellm/pull/22335) +- Only tag selected deployment in access group creation - [PR #21655](https://github.com/BerriAI/litellm/pull/21655) +- State management fixes for CheckBatchCost - [PR #21921](https://github.com/BerriAI/litellm/pull/21921) +- Remove duplicate antd import in ToolPolicies - [PR #22107](https://github.com/BerriAI/litellm/pull/22107) + +--- + +## AI Integrations + +### Logging + +- **[DataDog](../../docs/proxy/logging#datadog)** + - Add ability to trace metrics in DataDog - [PR #22103](https://github.com/BerriAI/litellm/pull/22103) + - Correlate LiteLLM call IDs with DataDog APM spans - [PR #22219](https://github.com/BerriAI/litellm/pull/22219) + - Fix TTS metric emission issues - [PR #20632](https://github.com/BerriAI/litellm/pull/20632) + +- **[Prometheus](../../docs/proxy/logging#prometheus)** + - Add opt-in `stream` label on `litellm_proxy_total_requests_metric` - [PR #22023](https://github.com/BerriAI/litellm/pull/22023) + - Fix team `+Inf` budgets in Prometheus metrics - [PR #22243](https://github.com/BerriAI/litellm/pull/22243) + +- **[Langfuse](../../docs/proxy/logging#langfuse)** + - Fix Langfuse OTEL trace issues - [PR #21309](https://github.com/BerriAI/litellm/pull/21309) + +- **[Arize Phoenix](../../docs/observability/arize_phoenix)** + - Fix nested traces coexistence with OTEL callback - [PR #22169](https://github.com/BerriAI/litellm/pull/22169) + +- **[Slack](../../docs/proxy/alerting)** + - Add optional digest mode for Slack alert types - [PR #21683](https://github.com/BerriAI/litellm/pull/21683) + +- **General** + - Fix Gemini trace ID missing in logging - [PR #22077](https://github.com/BerriAI/litellm/pull/22077) + - Populate `cache_read_input_tokens` from `prompt_tokens_details` for OpenAI/Azure - [PR #22090](https://github.com/BerriAI/litellm/pull/22090) + +### Guardrails + +- **[Noma](../../docs/proxy/guardrails)** + - Noma guardrails v2 based on custom guardrails framework - [PR #21400](https://github.com/BerriAI/litellm/pull/21400) + +- **[LakeraAI](../../docs/proxy/guardrails)** + - Add Lakera v2 post-call hook with fixed PII masking - [PR #21783](https://github.com/BerriAI/litellm/pull/21783) + +- **[Presidio](../../docs/proxy/guardrails)** + - Fix Presidio streaming and false positives - [PR #21949](https://github.com/BerriAI/litellm/pull/21949) + - Fix Presidio streaming v3 reliability improvements - [PR #22283](https://github.com/BerriAI/litellm/pull/22283) + - Prevent Presidio crash on non-JSON responses - [PR #22084](https://github.com/BerriAI/litellm/pull/22084) + +- **Built-in Guardrails** + - Block code execution guardrail to prevent agents from executing code - [PR #22154](https://github.com/BerriAI/litellm/pull/22154) + - Employment discrimination topic blockers for 5 protected classes - [PR #21962](https://github.com/BerriAI/litellm/pull/21962) + - Claims agent guardrails (5 categories + policy template) - [PR #22113](https://github.com/BerriAI/litellm/pull/22113) + - New code execution evaluation dataset - [PR #22065](https://github.com/BerriAI/litellm/pull/22065) + - Tool policies: auto-discover tools + policy enforcement - [PR #22041](https://github.com/BerriAI/litellm/pull/22041) + +- **Policy Templates** + - Singapore guardrail policies (PDPA + MAS AI Risk Management) - [PR #21948](https://github.com/BerriAI/litellm/pull/21948) + - Prefix SG guardrail policy IDs with country code - [PR #21974](https://github.com/BerriAI/litellm/pull/21974) + - Guardrail policy versioning - [PR #21862](https://github.com/BerriAI/litellm/pull/21862) + +- **Guardrail Monitoring** + - Guardrail Monitor — measure guardrail reliability in production - [PR #21944](https://github.com/BerriAI/litellm/pull/21944) + +- **Security** + - Fix unauthenticated RCE and sandbox escape in custom code guardrail - [PR #22095](https://github.com/BerriAI/litellm/pull/22095) + +### Prompt Management + +No major prompt management changes in this release. + +### Secret Managers + +No major secret manager changes in this release. + +--- + +## Spend Tracking, Budgets and Rate Limiting + +- **Priority PayGo cost tracking** for Gemini/Vertex AI - [PR #21909](https://github.com/BerriAI/litellm/pull/21909) +- **Add `request_duration_ms` to SpendLogs** for latency tracking per request - [PR #22066](https://github.com/BerriAI/litellm/pull/22066) +- **Add `in_flight_requests` metric** to `/health/backlog` + Prometheus - [PR #22319](https://github.com/BerriAI/litellm/pull/22319) +- **Enrich failure spend logs** with key/team metadata - [PR #22049](https://github.com/BerriAI/litellm/pull/22049) +- **Add spend tracking lifecycle logging** for debugging spend flows - [PR #22029](https://github.com/BerriAI/litellm/pull/22029) +- **Fix budget timezone config lookup** and replace hardcoded timezone map with `ZoneInfo` - [PR #21754](https://github.com/BerriAI/litellm/pull/21754) +- **Fix Spend Update Queue aggregation** never triggering with default presets - [PR #21963](https://github.com/BerriAI/litellm/pull/21963) +- **Avoid mutating caller-owned dicts** in `SpendUpdateQueue` aggregation - [PR #21742](https://github.com/BerriAI/litellm/pull/21742) +- **Optimize old spendlog deletion** cron job - [PR #21930](https://github.com/BerriAI/litellm/pull/21930) +- **Health check max tokens** configuration - [PR #22299](https://github.com/BerriAI/litellm/pull/22299) + +--- + +## MCP Gateway + +- **Pass MCP auth headers** from request context to tool fetch for `/v1/responses` and `/chat/completions` - [PR #22291](https://github.com/BerriAI/litellm/pull/22291) +- **Default `available_on_public_internet` to true** for MCP server behavior consistency - [PR #22331](https://github.com/BerriAI/litellm/pull/22331) +- **Clear error messages** for IP filtering / no available tools - [PR #22142](https://github.com/BerriAI/litellm/pull/22142) +- **Strip stale `mcp-session-id` header** to prevent 400 errors across proxy workers - [PR #21417](https://github.com/BerriAI/litellm/pull/21417) +- **Skip health check for MCP** with passthrough token auth - [PR #21982](https://github.com/BerriAI/litellm/pull/21982) +- **Fix missing OAuth session state** - [PR #21992](https://github.com/BerriAI/litellm/pull/21992) +- **Fix Transport Type** for OpenAPI Spec on UI - [PR #22005](https://github.com/BerriAI/litellm/pull/22005) +- **Add e2e test** for stateless StreamableHTTP behavior - [PR #22033](https://github.com/BerriAI/litellm/pull/22033) + +--- + +## Performance / Loadbalancing / Reliability improvements + +**Streaming & hot-path** + +- Streaming latency improvements — 4 targeted hot-path fixes - [PR #22346](https://github.com/BerriAI/litellm/pull/22346) +- Skip throwaway `Usage()` construction in `ModelResponse.__init__` - [PR #21611](https://github.com/BerriAI/litellm/pull/21611) +- Optimize `is_model_o_series_model` with `startswith` - [PR #21690](https://github.com/BerriAI/litellm/pull/21690) +- Use cached `_safe_get_request_headers` instead of per-request construction - [PR #21430](https://github.com/BerriAI/litellm/pull/21430) +- Emit `x-litellm-overhead-duration-ms` header for streaming requests - [PR #22027](https://github.com/BerriAI/litellm/pull/22027) + +**Database & Redis** + +- Batch 11 `create_task()` calls into 1 in `update_database()` - [PR #22028](https://github.com/BerriAI/litellm/pull/22028) +- Redis pipeline spend updates for batched writes - [PR #22044](https://github.com/BerriAI/litellm/pull/22044) +- Recover from prisma-query-engine zombie process - [PR #21899](https://github.com/BerriAI/litellm/pull/21899) +- Optimize old spendlog deletion cron job - [PR #21930](https://github.com/BerriAI/litellm/pull/21930) + +**Router & caching** + +- Add cache invalidation for `_cached_get_model_group_info` - [PR #20376](https://github.com/BerriAI/litellm/pull/20376) +- Remove cache eviction close that kills in-use httpx clients - [PR #22247](https://github.com/BerriAI/litellm/pull/22247) +- Store background task references in `LLMClientCache._remove_key` to prevent unawaited coroutine warnings - [PR #22143](https://github.com/BerriAI/litellm/pull/22143) +- Fix `ensure_arrival_time` set before calculating queue time - [PR #21918](https://github.com/BerriAI/litellm/pull/21918) + +**Connection management** + +- Only set `enable_cleanup_closed` on aiohttp when required - [PR #21897](https://github.com/BerriAI/litellm/pull/21897) +- Prometheus child_exit cleanup for gunicorn workers - [PR #22324](https://github.com/BerriAI/litellm/pull/22324) +- Prometheus multiprocess cleanup - [PR #22221](https://github.com/BerriAI/litellm/pull/22221) +- Limit concurrent health checks with `health_check_concurrency` - [PR #20584](https://github.com/BerriAI/litellm/pull/20584) +- Isolate `get_config` failures from model sync loop - [PR #22224](https://github.com/BerriAI/litellm/pull/22224) + +**Other** + +- Semantic cache: support configurable vector dimensions - [PR #21649](https://github.com/BerriAI/litellm/pull/21649) +- Honor `MAX_STRING_LENGTH_PROMPT_IN_DB` from config env vars - [PR #22106](https://github.com/BerriAI/litellm/pull/22106) +- Enhance `MidStreamFallbackError` to preserve original status code and attributes - [PR #22225](https://github.com/BerriAI/litellm/pull/22225) +- Network mock utility for testing - [PR #21942](https://github.com/BerriAI/litellm/pull/21942) +- Add missing return type annotations to iterator protocol methods in streaming_handler - [PR #21750](https://github.com/BerriAI/litellm/pull/21750) + +--- + +## Security + +- Fix critical/high CVEs in OS-level libs and NPM transitive dependencies - [PR #22008](https://github.com/BerriAI/litellm/pull/22008) +- Fix unauthenticated RCE and sandbox escape in custom code guardrail - [PR #22095](https://github.com/BerriAI/litellm/pull/22095) +- Remove hardcoded base64 string flagged by secret scanner - [PR #22125](https://github.com/BerriAI/litellm/pull/22125) + +--- + +## Documentation Updates + +- Add OpenAI Agents SDK tutorial with LiteLLM Proxy - [PR #21221](https://github.com/BerriAI/litellm/pull/21221) +- Add OpenClaw integration tutorial - [PR #21605](https://github.com/BerriAI/litellm/pull/21605) +- Add Google GenAI SDK tutorial (JS & Python) - [PR #21885](https://github.com/BerriAI/litellm/pull/21885) +- Add Gollem Go agent framework cookbook example - [PR #21747](https://github.com/BerriAI/litellm/pull/21747) +- Update AssemblyAI docs with Universal-3 Pro, Speech Understanding, and LLM Gateway - [PR #21130](https://github.com/BerriAI/litellm/pull/21130) +- Add `store_model_in_db` release docs - [PR #21863](https://github.com/BerriAI/litellm/pull/21863) +- Add Credential Usage Tracking docs - [PR #22112](https://github.com/BerriAI/litellm/pull/22112) +- Add proxy request tags docs - [PR #22129](https://github.com/BerriAI/litellm/pull/22129) +- Add trailing slash to `/mcp` endpoint URLs - [PR #20509](https://github.com/BerriAI/litellm/pull/20509) +- Add pre-PR checklist to UI contributing guide - [PR #21886](https://github.com/BerriAI/litellm/pull/21886) +- Replace Azure OpenAI key with mock key in docs - [PR #21997](https://github.com/BerriAI/litellm/pull/21997) +- Add performance & reliability section to v1.81.14 release notes - [PR #21950](https://github.com/BerriAI/litellm/pull/21950) +- Update v1.81.12-stable release notes to point to stable.1 - [PR #22036](https://github.com/BerriAI/litellm/pull/22036) +- Add security vulnerability scan report to v1.81.14 release notes - [PR #22385](https://github.com/BerriAI/litellm/pull/22385) + +--- + +## New Contributors + +* @janfrederickk made their first contribution in [PR #21660](https://github.com/BerriAI/litellm/pull/21660) +* @hztBUAA made their first contribution in [PR #21656](https://github.com/BerriAI/litellm/pull/21656) +* @LeeJuOh made their first contribution in [PR #21754](https://github.com/BerriAI/litellm/pull/21754) +* @WhoisMonesh made their first contribution in [PR #21750](https://github.com/BerriAI/litellm/pull/21750) +* @trevorprater made their first contribution in [PR #21747](https://github.com/BerriAI/litellm/pull/21747) +* @edwiniac made their first contribution in [PR #21870](https://github.com/BerriAI/litellm/pull/21870) +* @stakeswky made their first contribution in [PR #21867](https://github.com/BerriAI/litellm/pull/21867) +* @ta-stripe made their first contribution in [PR #21701](https://github.com/BerriAI/litellm/pull/21701) +* @ron-zhong made their first contribution in [PR #21948](https://github.com/BerriAI/litellm/pull/21948) +* @Arindam200 made their first contribution in [PR #21221](https://github.com/BerriAI/litellm/pull/21221) +* @Canvinus made their first contribution in [PR #21964](https://github.com/BerriAI/litellm/pull/21964) +* @nicolopignatelli made their first contribution in [PR #21951](https://github.com/BerriAI/litellm/pull/21951) +* @MarshHawk made their first contribution in [PR #20584](https://github.com/BerriAI/litellm/pull/20584) +* @gavksingh made their first contribution in [PR #22106](https://github.com/BerriAI/litellm/pull/22106) +* @roni-frantchi made their first contribution in [PR #22090](https://github.com/BerriAI/litellm/pull/22090) +* @noahnistler made their first contribution in [PR #22133](https://github.com/BerriAI/litellm/pull/22133) +* @dylan-duan-aai made their first contribution in [PR #21130](https://github.com/BerriAI/litellm/pull/21130) +* @rasmi made their first contribution in [PR #22322](https://github.com/BerriAI/litellm/pull/22322) + +--- + +## Diff Summary + +## 02/28/2026 +* New Models / Updated Models: 26 +* LLM API Endpoints: 14 +* Management Endpoints / UI: 38 +* AI Integrations: 25 +* Spend Tracking, Budgets and Rate Limiting: 10 +* MCP Gateway: 8 +* Performance / Loadbalancing / Reliability improvements: 22 +* Security: 3 +* Documentation Updates: 14 + +--- + +## Full Changelog +[v1.81.14.rc.1...v1.82.0](https://github.com/BerriAI/litellm/compare/v1.81.14.rc.1...v1.82.0) diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index b01bb53cfe..ce1ee0383a 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -348,6 +348,7 @@ const sidebars = { "proxy/access_control", "proxy/self_serve", "proxy/public_teams", + "proxy/ui_project_management", "proxy/ui/bulk_edit_users", "proxy/ui/page_visibility", ] @@ -635,6 +636,7 @@ const sidebars = { "pass_through/bedrock", "pass_through/azure_passthrough", "pass_through/cohere", + "pass_through/cursor", "pass_through/google_ai_studio", "pass_through/langfuse", "pass_through/mistral", diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml index 55720934f0..e77b8690f8 100644 --- a/enterprise/pyproject.toml +++ b/enterprise/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm-enterprise" -version = "0.1.32" +version = "0.1.33" description = "Package for LiteLLM Enterprise features" authors = ["BerriAI"] readme = "README.md" @@ -22,7 +22,7 @@ requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "0.1.32" +version = "0.1.33" version_files = [ "pyproject.toml:version", "../requirements.txt:litellm-enterprise==", diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.49-py3-none-any.whl b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.49-py3-none-any.whl new file mode 100644 index 0000000000..e44b58f8e6 Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.49-py3-none-any.whl differ diff --git a/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.49.tar.gz b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.49.tar.gz new file mode 100644 index 0000000000..2c8549ad06 Binary files /dev/null and b/litellm-proxy-extras/dist/litellm_proxy_extras-0.4.49.tar.gz differ diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260226202727_add_agent_id_to_delete_keys/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260226202727_add_agent_id_to_delete_keys/migration.sql new file mode 100644 index 0000000000..594ab9ac1a --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260226202727_add_agent_id_to_delete_keys/migration.sql @@ -0,0 +1,3 @@ +-- AlterTable +ALTER TABLE "LiteLLM_DeletedVerificationToken" ADD COLUMN "agent_id" TEXT; + diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228000000_add_claude_code_plugin_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228000000_add_claude_code_plugin_table/migration.sql new file mode 100644 index 0000000000..e2a3694e8e --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228000000_add_claude_code_plugin_table/migration.sql @@ -0,0 +1,18 @@ +-- CreateTable +CREATE TABLE "LiteLLM_ClaudeCodePluginTable" ( + "id" TEXT NOT NULL, + "name" TEXT NOT NULL, + "version" TEXT, + "description" TEXT, + "manifest_json" TEXT, + "files_json" TEXT DEFAULT '{}', + "enabled" BOOLEAN NOT NULL DEFAULT true, + "created_at" TIMESTAMP(3) DEFAULT CURRENT_TIMESTAMP, + "updated_at" TIMESTAMP(3) DEFAULT CURRENT_TIMESTAMP, + "created_by" TEXT, + + CONSTRAINT "LiteLLM_ClaudeCodePluginTable_pkey" PRIMARY KEY ("id") +); + +-- CreateIndex +CREATE UNIQUE INDEX "LiteLLM_ClaudeCodePluginTable_name_key" ON "LiteLLM_ClaudeCodePluginTable"("name"); diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228100000_add_spend_logs_composite_index/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228100000_add_spend_logs_composite_index/migration.sql new file mode 100644 index 0000000000..b347a8d589 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228100000_add_spend_logs_composite_index/migration.sql @@ -0,0 +1,2 @@ +-- CreateIndex +CREATE INDEX "LiteLLM_SpendLogs_startTime_request_id_idx" ON "LiteLLM_SpendLogs"("startTime", "request_id"); diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228110000_mcp_default_public_internet_true/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228110000_mcp_default_public_internet_true/migration.sql new file mode 100644 index 0000000000..dd28646414 --- /dev/null +++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260228110000_mcp_default_public_internet_true/migration.sql @@ -0,0 +1,2 @@ +-- AlterTable +ALTER TABLE "LiteLLM_MCPServerTable" ALTER COLUMN "available_on_public_internet" SET DEFAULT true; diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma index 440c9c1d82..f18556ac32 100644 --- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma +++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma @@ -300,7 +300,7 @@ model LiteLLM_MCPServerTable { token_url String? registration_url String? allow_all_keys Boolean @default(false) - available_on_public_internet Boolean @default(false) + available_on_public_internet Boolean @default(true) } // Generate Tokens for Proxy @@ -390,6 +390,7 @@ model LiteLLM_DeletedVerificationToken { config Json @default("{}") user_id String? team_id String? + agent_id String? project_id String? permissions Json @default("{}") max_parallel_requests Int? @@ -504,6 +505,7 @@ model LiteLLM_SpendLogs { agent_id String? proxy_server_request Json? @default("{}") @@index([startTime]) + @@index([startTime, request_id]) @@index([end_user]) @@index([session_id]) } @@ -1094,4 +1096,19 @@ model LiteLLM_AccessGroupTable { created_by String? updated_at DateTime @default(now()) @updatedAt updated_by String? -} \ No newline at end of file +} +// Claude Code Plugin Marketplace table +model LiteLLM_ClaudeCodePluginTable { + id String @id @default(uuid()) + name String @unique + version String? + description String? + manifest_json String? + files_json String? @default("{}") + enabled Boolean @default(true) + created_at DateTime? @default(now()) + updated_at DateTime? @default(now()) @updatedAt + created_by String? + + @@map("LiteLLM_ClaudeCodePluginTable") +} diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml index bd57b248cd..45c8856441 100644 --- a/litellm-proxy-extras/pyproject.toml +++ b/litellm-proxy-extras/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm-proxy-extras" -version = "0.4.48" +version = "0.4.50" description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package." authors = ["BerriAI"] readme = "README.md" @@ -22,7 +22,7 @@ requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "0.4.48" +version = "0.4.50" version_files = [ "pyproject.toml:version", "../requirements.txt:litellm-proxy-extras==", diff --git a/litellm/__init__.py b/litellm/__init__.py index 6e42f2c1ea..59b8e2da2a 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -12,6 +12,13 @@ warnings.filterwarnings( ### INIT VARIABLES ######################### import threading import os + +# Load .env before any other litellm imports so env vars (e.g. LITELLM_UI_SESSION_DURATION) are available +import dotenv as _dotenv + +if os.getenv("LITELLM_MODE", "DEV") == "DEV": + _dotenv.load_dotenv() + from typing import ( Callable, List, @@ -74,12 +81,9 @@ from litellm.constants import ( DEFAULT_ALLOWED_FAILS, ) import httpx -import dotenv # register_async_client_cleanup is lazy-loaded and called on first access litellm_mode = os.getenv("LITELLM_MODE", "DEV") # "PRODUCTION", "DEV" -if litellm_mode == "DEV": - dotenv.load_dotenv() #################################################### @@ -105,6 +109,7 @@ _custom_logger_compatible_callbacks_literal = Literal[ "prometheus", "otel", "datadog", + "datadog_metrics", "datadog_llm_observability", "galileo", "braintrust", @@ -197,6 +202,9 @@ telemetry = True max_tokens: int = DEFAULT_MAX_TOKENS # OpenAI Defaults drop_params = bool(os.getenv("LITELLM_DROP_PARAMS", False)) modify_params = bool(os.getenv("LITELLM_MODIFY_PARAMS", False)) +use_chat_completions_url_for_anthropic_messages: bool = bool( + os.getenv("LITELLM_USE_CHAT_COMPLETIONS_URL_FOR_ANTHROPIC_MESSAGES", False) +) # When True, routes OpenAI /v1/messages requests to chat/completions instead of the Responses API retry = True ### AUTH ### api_key: Optional[str] = None @@ -1513,6 +1521,7 @@ if TYPE_CHECKING: from .llms.azure.completion.transformation import AzureOpenAITextConfig as AzureOpenAITextConfig from .llms.hosted_vllm.chat.transformation import HostedVLLMChatConfig as HostedVLLMChatConfig from .llms.hosted_vllm.embedding.transformation import HostedVLLMEmbeddingConfig as HostedVLLMEmbeddingConfig + from .llms.hosted_vllm.responses.transformation import HostedVLLMResponsesAPIConfig as HostedVLLMResponsesAPIConfig from .llms.github_copilot.chat.transformation import GithubCopilotConfig as GithubCopilotConfig from .llms.github_copilot.responses.transformation import GithubCopilotResponsesAPIConfig as GithubCopilotResponsesAPIConfig from .llms.github_copilot.embedding.transformation import GithubCopilotEmbeddingConfig as GithubCopilotEmbeddingConfig diff --git a/litellm/_lazy_imports_registry.py b/litellm/_lazy_imports_registry.py index 943acc6320..554827b7bc 100644 --- a/litellm/_lazy_imports_registry.py +++ b/litellm/_lazy_imports_registry.py @@ -226,6 +226,7 @@ LLM_CONFIG_NAMES = ( "AzureOpenAIOSeriesResponsesAPIConfig", "XAIResponsesAPIConfig", "LiteLLMProxyResponsesAPIConfig", + "HostedVLLMResponsesAPIConfig", "VolcEngineResponsesAPIConfig", "PerplexityResponsesConfig", "DatabricksResponsesAPIConfig", @@ -897,6 +898,10 @@ _LLM_CONFIGS_IMPORT_MAP = { ".llms.litellm_proxy.responses.transformation", "LiteLLMProxyResponsesAPIConfig", ), + "HostedVLLMResponsesAPIConfig": ( + ".llms.hosted_vllm.responses.transformation", + "HostedVLLMResponsesAPIConfig", + ), "VolcEngineResponsesAPIConfig": ( ".llms.volcengine.responses.transformation", "VolcEngineResponsesAPIConfig", diff --git a/litellm/caching/llm_caching_handler.py b/litellm/caching/llm_caching_handler.py index 5dc16a224c..331aa8f51c 100644 --- a/litellm/caching/llm_caching_handler.py +++ b/litellm/caching/llm_caching_handler.py @@ -3,22 +3,29 @@ Add the event loop to the cache key, to prevent event loop closed errors. """ import asyncio +from typing import Set from .in_memory_cache import InMemoryCache class LLMClientCache(InMemoryCache): + # Background tasks must be stored to prevent garbage collection, which would + # trigger "coroutine was never awaited" warnings. See: + # https://docs.python.org/3/library/asyncio-task.html#creating-tasks + # Intentionally shared across all instances as a global task registry. + _background_tasks: Set[asyncio.Task] = set() + def _remove_key(self, key: str) -> None: """Close async clients before evicting them to prevent connection pool leaks.""" value = self.cache_dict.get(key) super()._remove_key(key) if value is not None: - close_fn = getattr(value, "aclose", None) or getattr( - value, "close", None - ) + close_fn = getattr(value, "aclose", None) or getattr(value, "close", None) if close_fn and asyncio.iscoroutinefunction(close_fn): try: - asyncio.get_running_loop().create_task(close_fn()) + task = asyncio.get_running_loop().create_task(close_fn()) + self._background_tasks.add(task) + task.add_done_callback(self._background_tasks.discard) except RuntimeError: pass elif close_fn and callable(close_fn): diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py index 35fc93bbeb..1704861686 100644 --- a/litellm/completion_extras/litellm_responses_transformation/transformation.py +++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py @@ -49,6 +49,7 @@ if TYPE_CHECKING: ALL_RESPONSES_API_TOOL_PARAMS, AllMessageValues, ChatCompletionImageObject, + ChatCompletionRedactedThinkingBlock, ChatCompletionThinkingBlock, OpenAIMessageContentListBlock, ) @@ -161,7 +162,7 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): "type": "message", "role": role, "content": self._convert_content_to_responses_format( - content, + content, # type: ignore[arg-type] role, # type: ignore ), } @@ -213,7 +214,7 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): { "type": "message", "role": role, - "content": self._convert_content_to_responses_format(content, cast(str, role)), + "content": self._convert_content_to_responses_format(content, cast(str, role)), # type: ignore[arg-type] } ) @@ -579,7 +580,8 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge): content: Optional[ Union[ str, - Iterable[Union["OpenAIMessageContentListBlock", "ChatCompletionThinkingBlock"]], + List[Any], + Iterable[Union["OpenAIMessageContentListBlock", "ChatCompletionThinkingBlock", "ChatCompletionRedactedThinkingBlock"]], ] ], role: str, diff --git a/litellm/constants.py b/litellm/constants.py index b1a0021bcc..c1bb7da1b7 100644 --- a/litellm/constants.py +++ b/litellm/constants.py @@ -49,6 +49,14 @@ DEFAULT_REPLICATE_POLLING_DELAY_SECONDS = int( ) DEFAULT_IMAGE_TOKEN_COUNT = int(os.getenv("DEFAULT_IMAGE_TOKEN_COUNT", 250)) +# Maximum wall-clock seconds a streaming response is allowed to run. +# Streams exceeding this duration are terminated with a Timeout error. +# None (default) = no limit. Set env var to a number of seconds to enable globally. +_max_stream_duration_env = os.getenv("LITELLM_MAX_STREAMING_DURATION_SECONDS", None) +LITELLM_MAX_STREAMING_DURATION_SECONDS = ( + float(_max_stream_duration_env) if _max_stream_duration_env is not None else None +) + # Maximum number of base64 characters to keep in logging payloads. # Data URIs exceeding this are replaced with a size placeholder. # Set to 0 to disable truncation. @@ -129,6 +137,12 @@ MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL = int( MCP_NPM_CACHE_DIR = os.getenv("MCP_NPM_CACHE_DIR", "/tmp/.npm_mcp_cache") MCP_OAUTH2_TOKEN_CACHE_MIN_TTL = int(os.getenv("MCP_OAUTH2_TOKEN_CACHE_MIN_TTL", "10")) +# MCP timeout defaults (seconds). Override via env vars for slow/custom MCP servers. +MCP_CLIENT_TIMEOUT = float(os.getenv("LITELLM_MCP_CLIENT_TIMEOUT", "60.0")) +MCP_TOOL_LISTING_TIMEOUT = float(os.getenv("LITELLM_MCP_TOOL_LISTING_TIMEOUT", "30.0")) +MCP_METADATA_TIMEOUT = float(os.getenv("LITELLM_MCP_METADATA_TIMEOUT", "10.0")) +MCP_HEALTH_CHECK_TIMEOUT = float(os.getenv("LITELLM_MCP_HEALTH_CHECK_TIMEOUT", "10.0")) + LITELLM_UI_ALLOW_HEADERS = [ "x-litellm-semantic-filter", "x-litellm-semantic-filter-tools", @@ -185,9 +199,9 @@ _DEFAULT_TTL_FOR_HTTPX_CLIENTS = 3600 # 1 hour, re-use the same httpx client fo # Aiohttp connection pooling - prevents memory leaks from unbounded connection growth # Set to 0 for unlimited (not recommended for production) -AIOHTTP_CONNECTOR_LIMIT = int(os.getenv("AIOHTTP_CONNECTOR_LIMIT", 300)) +AIOHTTP_CONNECTOR_LIMIT = int(os.getenv("AIOHTTP_CONNECTOR_LIMIT", 1000)) AIOHTTP_CONNECTOR_LIMIT_PER_HOST = int( - os.getenv("AIOHTTP_CONNECTOR_LIMIT_PER_HOST", 50) + os.getenv("AIOHTTP_CONNECTOR_LIMIT_PER_HOST", 500) ) AIOHTTP_KEEPALIVE_TIMEOUT = int(os.getenv("AIOHTTP_KEEPALIVE_TIMEOUT", 120)) AIOHTTP_TTL_DNS_CACHE = int(os.getenv("AIOHTTP_TTL_DNS_CACHE", 300)) @@ -1314,6 +1328,11 @@ CLI_JWT_EXPIRATION_HOURS = int( or 24 ) +########################### UI SESSION DURATION ########################### +# Duration for UI login session (username/password, SSO, invitation links). Format: "30s", "30m", "24h", "7d" +# Does NOT apply to EXPERIMENTAL_UI_LOGIN flow, which intentionally uses a fixed 10-minute expiry for security. +LITELLM_UI_SESSION_DURATION = os.getenv("LITELLM_UI_SESSION_DURATION", "24h") + ########################### DB CRON JOB NAMES ########################### DB_SPEND_UPDATE_JOB_NAME = "db_spend_update_job" PROMETHEUS_EMIT_BUDGET_METRICS_JOB_NAME = "prometheus_emit_budget_metrics" diff --git a/litellm/exceptions.py b/litellm/exceptions.py index eb02733460..b36d4ef877 100644 --- a/litellm/exceptions.py +++ b/litellm/exceptions.py @@ -955,7 +955,8 @@ class MidStreamFallbackError(ServiceUnavailableError): # type: ignore generated_content: str = "", is_pre_first_chunk: bool = False, ): - self.status_code = 503 # Service Unavailable + original_status = getattr(original_exception, "status_code", None) + self.status_code = int(original_status) if original_status is not None else 503 self.message = f"litellm.MidStreamFallbackError: {message}" self.model = model self.llm_provider = llm_provider @@ -978,7 +979,14 @@ class MidStreamFallbackError(ServiceUnavailableError): # type: ignore else: self.response = response - # Call the parent constructor + # Save the original attributes before they are overridden by ServiceUnavailableError + _saved_response = self.response + _saved_request = getattr(self.response, "request", None) or httpx.Request( + method="POST", url=f"https://{llm_provider}.com/v1/" + ) + _saved_message = self.message + + # Call the parent constructor (which hardcodes status_code=503 and modifies the response object) super().__init__( message=self.message, llm_provider=llm_provider, @@ -988,6 +996,13 @@ class MidStreamFallbackError(ServiceUnavailableError): # type: ignore max_retries=self.max_retries, num_retries=self.num_retries, ) + + # Restore the propagated status and original response/request objects + self.status_code = int(original_status) if original_status is not None else 503 + self.response = _saved_response + self.request = _saved_request + self.message = _saved_message + self.args = (_saved_message,) def __str__(self): _message = self.message diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py index 5e21ff9754..849ce02310 100644 --- a/litellm/experimental_mcp_client/client.py +++ b/litellm/experimental_mcp_client/client.py @@ -30,6 +30,7 @@ from mcp.types import Tool as MCPTool from pydantic import AnyUrl from litellm._logging import verbose_logger +from litellm.constants import MCP_CLIENT_TIMEOUT from litellm.llms.custom_httpx.http_handler import get_ssl_configuration from litellm.types.llms.custom_http import VerifyTypes from litellm.types.mcp import ( @@ -63,7 +64,7 @@ class MCPClient: transport_type: MCPTransportType = MCPTransport.http, auth_type: MCPAuthType = None, auth_value: Optional[Union[str, Dict[str, str]]] = None, - timeout: float = 60.0, + timeout: Optional[float] = None, stdio_config: Optional[MCPStdioConfig] = None, extra_headers: Optional[Dict[str, str]] = None, ssl_verify: Optional[VerifyTypes] = None, @@ -71,7 +72,7 @@ class MCPClient: self.server_url: str = server_url self.transport_type: MCPTransport = transport_type self.auth_type: MCPAuthType = auth_type - self.timeout: float = timeout + self.timeout: float = timeout if timeout is not None else MCP_CLIENT_TIMEOUT self._mcp_auth_value: Optional[Union[str, Dict[str, str]]] = None self.stdio_config: Optional[MCPStdioConfig] = stdio_config self.extra_headers: Optional[Dict[str, str]] = extra_headers diff --git a/litellm/images/main.py b/litellm/images/main.py index 6c4c502a7b..236266af6a 100644 --- a/litellm/images/main.py +++ b/litellm/images/main.py @@ -483,6 +483,7 @@ def image_generation( # noqa: PLR0915 organization=organization, aimg_generation=aimg_generation, client=client, + headers=headers, ) elif custom_llm_provider == "bedrock": if model is None: diff --git a/litellm/integrations/callback_configs.json b/litellm/integrations/callback_configs.json index 6a003b8c49..c2b0c4ddce 100644 --- a/litellm/integrations/callback_configs.json +++ b/litellm/integrations/callback_configs.json @@ -83,6 +83,27 @@ }, "description": "Datadog Logging Integration" }, + { + "id": "datadog_metrics", + "displayName": "Datadog Metrics", + "logo": "datadog.png", + "supports_key_team_logging": false, + "dynamic_params": { + "dd_api_key": { + "type": "password", + "ui_name": "API Key", + "description": "Datadog API key for authentication", + "required": true + }, + "dd_site": { + "type": "text", + "ui_name": "Site", + "description": "Datadog site URL (e.g., us5.datadoghq.com)", + "required": true + } + }, + "description": "Datadog Custom Metrics Integration" + }, { "id": "datadog_cost_management", "displayName": "Datadog Cost Management", @@ -434,4 +455,4 @@ }, "description": "SQS Queue (AWS) Logging Integration" } -] \ No newline at end of file +] diff --git a/litellm/integrations/datadog/datadog_metrics.py b/litellm/integrations/datadog/datadog_metrics.py new file mode 100644 index 0000000000..fcf40701e2 --- /dev/null +++ b/litellm/integrations/datadog/datadog_metrics.py @@ -0,0 +1,286 @@ +import asyncio +import gzip +import os +import time +from datetime import datetime +from typing import List, Optional, Union + +from litellm._logging import verbose_logger +from litellm.integrations.custom_batch_logger import CustomBatchLogger +from litellm.integrations.datadog.datadog_handler import ( + get_datadog_env, + get_datadog_hostname, + get_datadog_pod_name, + get_datadog_service, +) +from litellm.litellm_core_utils.safe_json_dumps import safe_dumps +from litellm.llms.custom_httpx.http_handler import ( + get_async_httpx_client, + httpxSpecialProvider, +) +from litellm.types.integrations.base_health_check import IntegrationHealthCheckStatus +from litellm.types.integrations.datadog_metrics import ( + DatadogMetricPoint, + DatadogMetricSeries, + DatadogMetricsPayload, +) +from litellm.types.utils import StandardLoggingPayload + + +class DatadogMetricsLogger(CustomBatchLogger): + def __init__(self, start_periodic_flush: bool = True, **kwargs): + self.dd_api_key = os.getenv("DD_API_KEY") + self.dd_app_key = os.getenv("DD_APP_KEY") + self.dd_site = os.getenv("DD_SITE", "datadoghq.com") + + if not self.dd_api_key: + verbose_logger.warning( + "Datadog Metrics: DD_API_KEY is required. Integration will not work." + ) + + self.upload_url = f"https://api.{self.dd_site}/api/v2/series" + + self.async_client = get_async_httpx_client( + llm_provider=httpxSpecialProvider.LoggingCallback + ) + + # Initialize lock + self.flush_lock = asyncio.Lock() + + # Only set flush_lock if not already provided by caller + if "flush_lock" not in kwargs: + kwargs["flush_lock"] = self.flush_lock + + # Send metrics more quickly to datadog (every 5 seconds) + if "flush_interval" not in kwargs: + kwargs["flush_interval"] = 5 + + super().__init__(**kwargs) + + # Start periodic flush task only if instructed + if start_periodic_flush: + asyncio.create_task(self.periodic_flush()) + + def _extract_tags( + self, + log: StandardLoggingPayload, + status_code: Optional[Union[str, int]] = None, + ) -> List[str]: + """ + Builds the list of tags for a Datadog metric point + """ + # Base tags + tags = [ + f"env:{get_datadog_env()}", + f"service:{get_datadog_service()}", + f"version:{os.getenv('DD_VERSION', 'unknown')}", + f"HOSTNAME:{get_datadog_hostname()}", + f"POD_NAME:{get_datadog_pod_name()}", + ] + + # Add metric-specific tags + if provider := log.get("custom_llm_provider"): + tags.append(f"provider:{provider}") + + if model := log.get("model"): + tags.append(f"model_name:{model}") + + if model_group := log.get("model_group"): + tags.append(f"model_group:{model_group}") + + if status_code is not None: + tags.append(f"status_code:{status_code}") + + # Extract team tag + metadata = log.get("metadata", {}) or {} + team_tag = ( + metadata.get("user_api_key_team_alias") + or metadata.get("team_alias") # type: ignore + or metadata.get("user_api_key_team_id") + or metadata.get("team_id") # type: ignore + ) + + if team_tag: + tags.append(f"team:{team_tag}") + + return tags + + def _add_metrics_from_log( + self, + log: StandardLoggingPayload, + kwargs: dict, + status_code: Union[str, int] = "200", + ): + """ + Extracts latencies and appends Datadog metric series to the queue + """ + tags = self._extract_tags(log, status_code=status_code) + + # We record metrics with the end_time as the timestamp for the point + end_time_dt = kwargs.get("end_time") or datetime.now() + timestamp = int(end_time_dt.timestamp()) + + # 1. Total Request Latency Metric (End to End) + start_time_dt = kwargs.get("start_time") + if start_time_dt and end_time_dt: + total_duration = (end_time_dt - start_time_dt).total_seconds() + series_total_latency: DatadogMetricSeries = { + "metric": "litellm.request.total_latency", + "type": 3, # gauge + "points": [{"timestamp": timestamp, "value": total_duration}], + "tags": tags, + } + self.log_queue.append(series_total_latency) + + # 2. LLM API Latency Metric (Provider alone) + api_call_start_time = kwargs.get("api_call_start_time") + if api_call_start_time and end_time_dt: + llm_api_duration = (end_time_dt - api_call_start_time).total_seconds() + series_llm_latency: DatadogMetricSeries = { + "metric": "litellm.llm_api.latency", + "type": 3, # gauge + "points": [{"timestamp": timestamp, "value": llm_api_duration}], + "tags": tags, + } + self.log_queue.append(series_llm_latency) + + # 3. Request Count / Status Code + series_count: DatadogMetricSeries = { + "metric": "litellm.llm_api.request_count", + "type": 1, # count + "points": [{"timestamp": timestamp, "value": 1.0}], + "tags": tags, + "interval": self.flush_interval, + } + self.log_queue.append(series_count) + + async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): + try: + standard_logging_object: Optional[StandardLoggingPayload] = kwargs.get( + "standard_logging_object", None + ) + + if standard_logging_object is None: + return + + self._add_metrics_from_log( + log=standard_logging_object, kwargs=kwargs, status_code="200" + ) + + if len(self.log_queue) >= self.batch_size: + await self.flush_queue() + + except Exception as e: + verbose_logger.exception( + f"Datadog Metrics: Error in async_log_success_event: {str(e)}" + ) + + async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time): + try: + standard_logging_object: Optional[StandardLoggingPayload] = kwargs.get( + "standard_logging_object", None + ) + + if standard_logging_object is None: + return + + # Extract status code from error information + status_code = "500" # default + error_information = ( + standard_logging_object.get("error_information", {}) or {} + ) + error_code = error_information.get("error_code") # type: ignore + if error_code is not None: + status_code = str(error_code) + + self._add_metrics_from_log( + log=standard_logging_object, kwargs=kwargs, status_code=status_code + ) + + if len(self.log_queue) >= self.batch_size: + await self.flush_queue() + + except Exception as e: + verbose_logger.exception( + f"Datadog Metrics: Error in async_log_failure_event: {str(e)}" + ) + + async def async_send_batch(self): + if not self.log_queue: + return + + batch = self.log_queue.copy() + payload_data: DatadogMetricsPayload = {"series": batch} + + try: + await self._upload_to_datadog(payload_data) + except Exception as e: + verbose_logger.exception( + f"Datadog Metrics: Error in async_send_batch: {str(e)}" + ) + raise + + async def _upload_to_datadog(self, payload: DatadogMetricsPayload): + if not self.dd_api_key: + return + + headers = { + "Content-Type": "application/json", + "DD-API-KEY": self.dd_api_key, + } + + if self.dd_app_key: + headers["DD-APPLICATION-KEY"] = self.dd_app_key + + json_data = safe_dumps(payload) + compressed_data = gzip.compress(json_data.encode("utf-8")) + headers["Content-Encoding"] = "gzip" + + response = await self.async_client.post( + self.upload_url, content=compressed_data, headers=headers # type: ignore + ) + + response.raise_for_status() + + verbose_logger.debug( + f"Datadog Metrics: Uploaded {len(payload['series'])} metric points. Status: {response.status_code}" + ) + + async def async_health_check(self) -> IntegrationHealthCheckStatus: + """ + Check if the service is healthy + """ + try: + # Send a test metric point to Datadog + test_metric_point: DatadogMetricPoint = { + "timestamp": int(time.time()), + "value": 1.0, + } + test_metric_series: DatadogMetricSeries = { + "metric": "litellm.health_check", + "type": 3, # Gauge + "points": [test_metric_point], + "tags": ["env:health_check"], + } + + payload_data: DatadogMetricsPayload = {"series": [test_metric_series]} + + await self._upload_to_datadog(payload_data) + + return IntegrationHealthCheckStatus( + status="healthy", + error_message=None, + ) + except Exception as e: + return IntegrationHealthCheckStatus( + status="unhealthy", + error_message=str(e), + ) + + async def get_request_response_payload( + self, + request_id: str, + start_time_utc: Optional[datetime], + end_time_utc: Optional[datetime], + ) -> Optional[dict]: + pass diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index 08db77e857..7a08432b9a 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -2686,6 +2686,8 @@ class PrometheusLogger(CustomLogger): if team_info: team_object.budget_reset_at = team_info.budget_reset_at + if team_object.max_budget is None and team_info.max_budget is not None: + team_object.max_budget = team_info.max_budget return team_object @@ -2903,6 +2905,8 @@ class PrometheusLogger(CustomLogger): if user_info: user_object.budget_reset_at = user_info.budget_reset_at + if user_object.max_budget is None and user_info.max_budget is not None: + user_object.max_budget = user_info.max_budget return user_object diff --git a/litellm/integrations/websearch_interception/handler.py b/litellm/integrations/websearch_interception/handler.py index d7858d71eb..bef8925e8e 100644 --- a/litellm/integrations/websearch_interception/handler.py +++ b/litellm/integrations/websearch_interception/handler.py @@ -299,12 +299,54 @@ class WebSearchInterceptionLogger(CustomLogger): f"WebSearchInterception: Detected {len(tool_calls)} WebSearch tool call(s), executing agentic loop" ) - # Return tools dict with tool calls + # Extract thinking blocks from response content. + # When extended thinking is enabled, the model response includes + # thinking/redacted_thinking blocks that must be preserved and + # prepended to the follow-up assistant message. + thinking_blocks: List[Dict] = [] + if isinstance(response, dict): + content = response.get("content", []) + else: + content = getattr(response, "content", []) or [] + + for block in content: + if isinstance(block, dict): + block_type = block.get("type") + else: + block_type = getattr(block, "type", None) + + if block_type in ("thinking", "redacted_thinking"): + if isinstance(block, dict): + thinking_blocks.append(block) + else: + # Convert object to dict using getattr, matching the + # pattern in _detect_from_non_streaming_response + thinking_block_dict: Dict = {"type": block_type} + if block_type == "thinking": + thinking_block_dict["thinking"] = getattr( + block, "thinking", "" + ) + thinking_block_dict["signature"] = getattr( + block, "signature", "" + ) + else: # redacted_thinking + thinking_block_dict["data"] = getattr( + block, "data", "" + ) + thinking_blocks.append(thinking_block_dict) + + if thinking_blocks: + verbose_logger.debug( + f"WebSearchInterception: Extracted {len(thinking_blocks)} thinking block(s) from response" + ) + + # Return tools dict with tool calls and thinking blocks tools_dict = { "tool_calls": tool_calls, "tool_type": "websearch", "provider": custom_llm_provider, "response_format": "anthropic", + "thinking_blocks": thinking_blocks, } return True, tools_dict @@ -387,6 +429,7 @@ class WebSearchInterceptionLogger(CustomLogger): """ tool_calls = tools["tool_calls"] + thinking_blocks = tools.get("thinking_blocks", []) verbose_logger.debug( f"WebSearchInterception: Executing agentic loop for {len(tool_calls)} search(es)" @@ -396,6 +439,7 @@ class WebSearchInterceptionLogger(CustomLogger): model=model, messages=messages, tool_calls=tool_calls, + thinking_blocks=thinking_blocks, anthropic_messages_optional_request_params=anthropic_messages_optional_request_params, logging_obj=logging_obj, stream=stream, @@ -442,6 +486,7 @@ class WebSearchInterceptionLogger(CustomLogger): model: str, messages: List[Dict], tool_calls: List[Dict], + thinking_blocks: List[Dict], anthropic_messages_optional_request_params: Dict, logging_obj: Any, stream: bool, @@ -495,6 +540,7 @@ class WebSearchInterceptionLogger(CustomLogger): assistant_message, user_message = WebSearchTransformation.transform_response( tool_calls=tool_calls, search_results=final_search_results, + thinking_blocks=thinking_blocks, ) # Make follow-up request with search results diff --git a/litellm/integrations/websearch_interception/transformation.py b/litellm/integrations/websearch_interception/transformation.py index e44ec35c3a..e016899e0c 100644 --- a/litellm/integrations/websearch_interception/transformation.py +++ b/litellm/integrations/websearch_interception/transformation.py @@ -4,7 +4,7 @@ WebSearch Tool Transformation Transforms between Anthropic/OpenAI tool_use format and LiteLLM search format. """ import json -from typing import Any, Dict, List, Tuple, Union +from typing import Any, Dict, List, Optional, Tuple, Union from litellm._logging import verbose_logger from litellm.constants import LITELLM_WEB_SEARCH_TOOL_NAME @@ -224,6 +224,7 @@ class WebSearchTransformation: tool_calls: List[Dict], search_results: List[str], response_format: str = "anthropic", + thinking_blocks: Optional[List[Dict]] = None, ) -> Tuple[Dict, Union[Dict, List[Dict]]]: """ Transform LiteLLM search results to Anthropic/OpenAI tool_result format. @@ -235,6 +236,10 @@ class WebSearchTransformation: tool_calls: List of tool_use/tool_calls dicts from transform_request search_results: List of search result strings (one per tool_call) response_format: Response format - "anthropic" or "openai" (default: "anthropic") + thinking_blocks: Optional list of thinking/redacted_thinking blocks + from the model's response. When present, prepended to the + assistant message content (required by Anthropic API when + thinking is enabled). Returns: (assistant_message, user_or_tool_messages): @@ -247,19 +252,29 @@ class WebSearchTransformation: ) else: return WebSearchTransformation._transform_response_anthropic( - tool_calls, search_results + tool_calls, search_results, thinking_blocks=thinking_blocks ) @staticmethod def _transform_response_anthropic( tool_calls: List[Dict], search_results: List[str], + thinking_blocks: Optional[List[Dict]] = None, ) -> Tuple[Dict, Dict]: """Transform to Anthropic format (single user message with tool_result blocks)""" - # Build assistant message with tool_use blocks - assistant_message = { - "role": "assistant", - "content": [ + # Build assistant message content + assistant_content: List[Dict] = [] + + # Prepend thinking blocks if present. + # When extended thinking is enabled, Anthropic requires the assistant + # message to start with thinking/redacted_thinking blocks before any + # tool_use blocks. Same pattern as anthropic_messages_pt in factory.py. + if thinking_blocks: + assistant_content.extend(thinking_blocks) + + # Add tool_use blocks + assistant_content.extend( + [ { "type": "tool_use", "id": tc["id"], @@ -267,7 +282,12 @@ class WebSearchTransformation: "input": tc["input"], } for tc in tool_calls - ], + ] + ) + + assistant_message = { + "role": "assistant", + "content": assistant_content, } # Build user message with tool_result blocks diff --git a/litellm/litellm_core_utils/custom_logger_registry.py b/litellm/litellm_core_utils/custom_logger_registry.py index fc73701ea9..2d483f7861 100644 --- a/litellm/litellm_core_utils/custom_logger_registry.py +++ b/litellm/litellm_core_utils/custom_logger_registry.py @@ -20,6 +20,7 @@ from litellm.integrations.braintrust_logging import BraintrustLogger from litellm.integrations.cloudzero.cloudzero import CloudZeroLogger from litellm.integrations.datadog.datadog import DataDogLogger from litellm.integrations.datadog.datadog_llm_obs import DataDogLLMObsLogger +from litellm.integrations.datadog.datadog_metrics import DatadogMetricsLogger from litellm.integrations.deepeval import DeepEvalLogger from litellm.integrations.dotprompt import DotpromptManager from litellm.integrations.focus.focus_logger import FocusLogger @@ -66,6 +67,7 @@ class CustomLoggerRegistry: "prometheus": PrometheusLogger, "datadog": DataDogLogger, "datadog_llm_observability": DataDogLLMObsLogger, + "datadog_metrics": DatadogMetricsLogger, "gcs_bucket": GCSBucketLogger, "opik": OpikLogger, "argilla": ArgillaLogger, diff --git a/litellm/litellm_core_utils/dd_tracing.py b/litellm/litellm_core_utils/dd_tracing.py index ce784ecf6a..ae4f46c38b 100644 --- a/litellm/litellm_core_utils/dd_tracing.py +++ b/litellm/litellm_core_utils/dd_tracing.py @@ -5,7 +5,7 @@ If the ddtrace package is not installed, the tracer will be a no-op. """ from contextlib import contextmanager -from typing import TYPE_CHECKING, Any, Union +from typing import TYPE_CHECKING, Any, Optional, Union from litellm.secret_managers.main import get_secret_bool @@ -76,3 +76,48 @@ if should_use_dd_tracer: tracer = NullTracer() else: tracer = NullTracer() + + +def get_active_span() -> Optional[Any]: + """ + Return the active Datadog span, checking current span first and then root span. + """ + try: + current_span_fn = getattr(tracer, "current_span", None) + if callable(current_span_fn): + current_span = current_span_fn() + if current_span is not None: + return current_span + + current_root_span_fn = getattr(tracer, "current_root_span", None) + if callable(current_root_span_fn): + return current_root_span_fn() + except Exception: + return None + return None + + +def set_active_span_tag(tag_key: str, tag_value: str) -> bool: + """ + Best-effort helper to set a tag on the active Datadog span. + + Returns: + bool: True if a span tag was set, False otherwise. + """ + if not tag_key or tag_value is None: + return False + + span = get_active_span() + if span is None: + return False + + try: + if hasattr(span, "set_tag_str"): + span.set_tag_str(tag_key, str(tag_value)) + return True + if hasattr(span, "set_tag"): + span.set_tag(tag_key, str(tag_value)) + return True + except Exception: + return False + return False diff --git a/litellm/litellm_core_utils/health_check_helpers.py b/litellm/litellm_core_utils/health_check_helpers.py index 47a27c8ef5..9e972f1910 100644 --- a/litellm/litellm_core_utils/health_check_helpers.py +++ b/litellm/litellm_core_utils/health_check_helpers.py @@ -14,7 +14,6 @@ TEST_PDF_URL = "data:application/pdf;base64,JVBERi0xLjQKJeLjz9MKMyAwIG9iago8PC9U class HealthCheckHelpers: - @staticmethod async def ahealth_check_wildcard_models( model: str, @@ -44,7 +43,9 @@ class HealthCheckHelpers: model_params["model"] = cheapest_models[0] model_params["litellm_logging_obj"] = litellm_logging_obj model_params["fallbacks"] = fallback_models - model_params["max_tokens"] = 10 # gpt-5-nano throws errors for max_tokens=1 + model_params["max_tokens"] = model_params.get( + "max_tokens", 10 + ) # gpt-5-nano throws errors for max_tokens=1 await acompletion(**model_params) return {} @@ -130,7 +131,7 @@ class HealthCheckHelpers: Callable, ]: """ - Returns a dictionary of mode handlers for health check calls. + Returns a dictionary of mode handlers for health check calls. Mode Handlers are Callables that need to be run for execution of the health check call. @@ -215,4 +216,4 @@ class HealthCheckHelpers: "document_url": TEST_PDF_URL, }, ), - } \ No newline at end of file + } diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py index e450b233c7..5e5a6cea1b 100644 --- a/litellm/litellm_core_utils/litellm_logging.py +++ b/litellm/litellm_core_utils/litellm_logging.py @@ -133,6 +133,7 @@ from ..integrations.azure_sentinel.azure_sentinel import AzureSentinelLogger from ..integrations.azure_storage.azure_storage import AzureBlobStorageLogger from ..integrations.custom_prompt_management import CustomPromptManagement from ..integrations.datadog.datadog import DataDogLogger +from ..integrations.datadog.datadog_metrics import DatadogMetricsLogger from ..integrations.datadog.datadog_llm_obs import DataDogLLMObsLogger from ..integrations.dotprompt import DotpromptManager from ..integrations.dynamodb import DyanmoDBLogger @@ -3661,6 +3662,14 @@ def _init_custom_logger_compatible_class( # noqa: PLR0915 _datadog_logger = DataDogLogger() _in_memory_loggers.append(_datadog_logger) return _datadog_logger # type: ignore + elif logging_integration == "datadog_metrics": + for callback in _in_memory_loggers: + if isinstance(callback, DatadogMetricsLogger): + return callback # type: ignore + + _datadog_metrics_logger = DatadogMetricsLogger() + _in_memory_loggers.append(_datadog_metrics_logger) + return _datadog_metrics_logger # type: ignore elif logging_integration == "datadog_llm_observability": _datadog_llm_obs_logger = DataDogLLMObsLogger() _in_memory_loggers.append(_datadog_llm_obs_logger) @@ -4268,6 +4277,10 @@ def get_custom_logger_compatible_class( # noqa: PLR0915 for callback in _in_memory_loggers: if isinstance(callback, DataDogLogger): return callback + elif logging_integration == "datadog_metrics": + for callback in _in_memory_loggers: + if isinstance(callback, DatadogMetricsLogger): + return callback elif logging_integration == "datadog_llm_observability": for callback in _in_memory_loggers: if isinstance(callback, DataDogLLMObsLogger): diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py index a9fd0f4ea8..bf0b270936 100644 --- a/litellm/litellm_core_utils/llm_cost_calc/utils.py +++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py @@ -8,9 +8,11 @@ from litellm._logging import verbose_logger from litellm.types.utils import ( CacheCreationTokenDetails, CallTypes, + CompletionTokensDetailsWrapper, ImageResponse, ModelInfo, PassthroughCallTypes, + PromptTokensDetailsWrapper, ServiceTier, Usage, ) @@ -767,6 +769,64 @@ def generic_cost_per_token( # noqa: PLR0915 return prompt_cost, completion_cost +def calculate_image_response_cost_from_usage( + model: str, + image_response: ImageResponse, + custom_llm_provider: str, +) -> Optional[float]: + """ + Calculate image generation cost from usage metadata when available. + + Returns: + Optional[float]: total cost from token usage, or None when usage metadata + is missing/incomplete and caller should fall back to flat per-image pricing. + """ + usage = image_response.usage + if usage is None: + return None + + prompt_tokens = usage.input_tokens + completion_tokens = usage.output_tokens + total_tokens = usage.total_tokens + + if prompt_tokens is None or completion_tokens is None or total_tokens is None: + return None + + # ImageResponse may carry a default zeroed usage object even when provider + # usage metadata is absent. Treat this as missing usage and fall back. + if prompt_tokens == 0 and completion_tokens == 0 and total_tokens == 0: + return None + + input_tokens_details = getattr(usage, "input_tokens_details", None) + prompt_tokens_details: Optional[PromptTokensDetailsWrapper] = None + if input_tokens_details is not None: + prompt_tokens_details = PromptTokensDetailsWrapper( + text_tokens=getattr(input_tokens_details, "text_tokens", None), + image_tokens=getattr(input_tokens_details, "image_tokens", None), + cached_tokens=0, + ) + + normalized_usage = Usage( + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, + total_tokens=total_tokens, + prompt_tokens_details=prompt_tokens_details, + completion_tokens_details=CompletionTokensDetailsWrapper( + text_tokens=0, + image_tokens=completion_tokens, + reasoning_tokens=0, + audio_tokens=0, + ), + ) + + prompt_cost, completion_cost = generic_cost_per_token( + model=model, + usage=normalized_usage, + custom_llm_provider=custom_llm_provider, + ) + return prompt_cost + completion_cost + + class CostCalculatorUtils: @staticmethod def _call_type_has_image_response(call_type: str) -> bool: diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index ba415af9a5..796223ff8e 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -1766,6 +1766,7 @@ def convert_function_to_anthropic_tool_invoke( def convert_to_anthropic_tool_invoke( tool_calls: List[ChatCompletionAssistantToolCall], web_search_results: Optional[List[Any]] = None, + tool_results: Optional[List[Any]] = None, ) -> List[Union[AnthropicMessagesToolUseParam, Dict[str, Any]]]: """ OpenAI tool invokes: @@ -1840,12 +1841,18 @@ def convert_to_anthropic_tool_invoke( } anthropic_tool_invoke.append(_anthropic_server_tool_use) - # Add corresponding web_search_tool_result if available + # Add corresponding tool result if available. + # Check both web_search_results (web_search_tool_result / web_fetch_tool_result) + # and tool_results (bash_code_execution_tool_result, etc.) + _all_tool_results: List[Any] = [] if web_search_results: - for result in web_search_results: - if result.get("tool_use_id") == tool_id: - anthropic_tool_invoke.append(result) - break + _all_tool_results.extend(web_search_results) + if tool_results: + _all_tool_results.extend(tool_results) + for result in _all_tool_results: + if result.get("tool_use_id") == tool_id: + anthropic_tool_invoke.append(result) + break else: # Regular tool_use sanitized_tool_id = _sanitize_anthropic_tool_use_id(tool_id) @@ -2472,9 +2479,10 @@ def anthropic_messages_pt( # noqa: PLR0915 # Pass through as-is since these are Anthropic-native content types elif m.get("type", "") == "server_tool_use": assistant_content.append(m) # type: ignore - # handle tool_search_tool_result blocks + # handle all *_tool_result blocks (tool_search_tool_result, + # web_search_tool_result, bash_code_execution_tool_result, etc.) # Pass through as-is since these are Anthropic-native content types - elif m.get("type", "") == "tool_search_tool_result": + elif m.get("type", "").endswith("_tool_result"): assistant_content.append(m) # type: ignore elif ( "content" in assistant_content_block @@ -2504,7 +2512,8 @@ def anthropic_messages_pt( # noqa: PLR0915 if ( assistant_tool_calls is not None ): # support assistant tool invoke conversion - # Get web_search_results from provider_specific_fields for server_tool_use reconstruction + # Get web_search_results and tool_results from provider_specific_fields + # for server_tool_use reconstruction. # Fixes: https://github.com/BerriAI/litellm/issues/17737 _provider_specific_fields_raw = assistant_content_block.get( "provider_specific_fields" @@ -2517,9 +2526,11 @@ def anthropic_messages_pt( # noqa: PLR0915 _web_search_results = _provider_specific_fields.get( "web_search_results" ) + _tool_results = _provider_specific_fields.get("tool_results") tool_invoke_results = convert_to_anthropic_tool_invoke( assistant_tool_calls, web_search_results=_web_search_results, + tool_results=_tool_results, ) # Prevent "tool_use ids must be unique" errors by filtering duplicates diff --git a/litellm/litellm_core_utils/realtime_streaming.py b/litellm/litellm_core_utils/realtime_streaming.py index 8df41aea4a..14a25e61d6 100644 --- a/litellm/litellm_core_utils/realtime_streaming.py +++ b/litellm/litellm_core_utils/realtime_streaming.py @@ -72,6 +72,9 @@ class RealTimeStreaming: self.request_data: Dict = request_data or {} # Violation counter for end_session_after_n_fails support self._violation_count: int = 0 + # When a text message is blocked, hold the guardrail reason so the next + # response.create can be rewritten to include the failure context. + self._pending_guardrail_message: Optional[str] = None def _should_store_message( self, @@ -230,9 +233,9 @@ class RealTimeStreaming: message, self.model, self.session_configuration_request ) for msg in transformed: - await self.backend_ws.send(msg) + await self.backend_ws.send(msg) # type: ignore[union-attr, attr-defined] else: - await self.backend_ws.send(message) + await self.backend_ws.send(message) # type: ignore[union-attr, attr-defined] def _has_realtime_guardrails(self) -> bool: """Return True if any callback is registered for realtime guardrail event types.""" @@ -261,18 +264,12 @@ class RealTimeStreaming: When this returns True, we inject a session.update to disable the LLM's auto-response so the guardrail can gate it first. - """ - from litellm.integrations.custom_guardrail import CustomGuardrail - from litellm.types.guardrails import GuardrailEventHooks - return any( - isinstance(cb, CustomGuardrail) - and cb.should_run_guardrail( - data=self.request_data, - event_type=GuardrailEventHooks.realtime_input_transcription, - ) - for cb in litellm.callbacks - ) + Must match the same hook criteria as run_realtime_guardrails() so that + any guardrail that would actually check the transcript also disables + auto-response before the transcript arrives. + """ + return self._has_realtime_guardrails() async def run_realtime_guardrails( self, @@ -335,18 +332,35 @@ class RealTimeStreaming: # Use realtime_violation_message if configured; fall back to guardrail error text. error_msg = getattr(callback, "realtime_violation_message", None) or safe_msg - # Return the error directly to the WebSocket consumer. + # Cancel any in-progress LLM response (e.g. VAD auto-response). + await self._send_to_backend(json.dumps({"type": "response.cancel"})) + # Send the policy violation hint (shows as small gray status text in UI). await self.websocket.send_text( - json.dumps( - { - "type": "error", - "error": { - "type": "guardrail_violation", - "message": error_msg, - "code": "content_policy_violation", - }, - } - ) + json.dumps({ + "type": "error", + "error": { + "type": "guardrail_violation", + "message": error_msg, + "code": "content_policy_violation", + }, + }) + ) + # Ask the LLM to voice the exact guardrail message so the + # user hears it as audio in voice sessions (not just text). + guardrail_prompt = ( + f"Say exactly the following message to the user, word for word, " + f"do not add anything else: {error_msg}" + ) + await self._send_to_backend(json.dumps({ + "type": "conversation.item.create", + "item": { + "type": "message", + "role": "user", + "content": [{"type": "input_text", "text": guardrail_prompt}], + }, + })) + await self._send_to_backend( + json.dumps({"type": "response.create"}) ) self._violation_count += 1 @@ -362,7 +376,7 @@ class RealTimeStreaming: "[realtime guardrail] ending session after violation %d", self._violation_count, ) - await self.backend_ws.close() + await self.backend_ws.close() # type: ignore[union-attr, attr-defined] verbose_logger.warning( "[realtime guardrail] BLOCKED transcript (violation %d): %r", @@ -502,11 +516,11 @@ class RealTimeStreaming: try: while True: try: - raw_response = await self.backend_ws.recv( + raw_response = await self.backend_ws.recv( # type: ignore[union-attr] decode=False ) # improves performance except TypeError: - raw_response = await self.backend_ws.recv() # type: ignore[assignment] + raw_response = await self.backend_ws.recv() # type: ignore[union-attr, assignment] if self.provider_config: try: @@ -559,7 +573,17 @@ class RealTimeStreaming: combined_text ) if blocked: - continue # don't forward to backend + # Store the guardrail reason so the next response.create + # (sent automatically by the client) is rewritten to + # include it as response instructions. + self._pending_guardrail_message = combined_text + continue # don't forward the original blocked message + + if msg_type == "response.create" and self._pending_guardrail_message: + # The guardrail already sent the synthetic AI bubble — drop this + # response.create so OpenAI doesn't generate an additional response. + self._pending_guardrail_message = None + continue except (json.JSONDecodeError, AttributeError): pass @@ -573,9 +597,9 @@ class RealTimeStreaming: ) for msg in message: - await self.backend_ws.send(msg) + await self.backend_ws.send(msg) # type: ignore[union-attr] else: - await self.backend_ws.send(message) + await self.backend_ws.send(message) # type: ignore[union-attr] except Exception as e: verbose_logger.debug(f"Error in client ack messages: {e}") diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py index ccd5c1dd8f..569cbdaa2e 100644 --- a/litellm/litellm_core_utils/streaming_handler.py +++ b/litellm/litellm_core_utils/streaming_handler.py @@ -13,6 +13,7 @@ from typing import ( Dict, Iterator, List, + NoReturn, Optional, Union, cast, @@ -96,6 +97,7 @@ class CustomStreamWrapper: self.completion_stream = completion_stream self.sent_first_chunk = False self.sent_last_chunk = False + self._stream_created_time: float = time.time() litellm_params: GenericLiteLLMParams = GenericLiteLLMParams( **self.logging_obj.model_call_details.get("litellm_params", {}) @@ -161,6 +163,20 @@ class CustomStreamWrapper: self.is_function_call = self.check_is_function_call(logging_obj=logging_obj) self.created: Optional[int] = None + def _check_max_streaming_duration(self) -> None: + """Raise litellm.Timeout if the stream has exceeded LITELLM_MAX_STREAMING_DURATION_SECONDS.""" + from litellm.constants import LITELLM_MAX_STREAMING_DURATION_SECONDS + + if LITELLM_MAX_STREAMING_DURATION_SECONDS is None: + return + elapsed = time.time() - self._stream_created_time + if elapsed > LITELLM_MAX_STREAMING_DURATION_SECONDS: + raise litellm.Timeout( + message=f"Stream exceeded max streaming duration of {LITELLM_MAX_STREAMING_DURATION_SECONDS}s (elapsed {elapsed:.1f}s)", + model=self.model or "", + llm_provider=self.custom_llm_provider or "", + ) + def __iter__(self) -> Iterator["ModelResponseStream"]: return self @@ -1236,27 +1252,27 @@ class CustomStreamWrapper: else: completion_obj["content"] = str(chunk) elif self.custom_llm_provider == "petals": - if len(self.completion_stream) == 0: + if self.completion_stream is None or len(self.completion_stream) == 0: if self.received_finish_reason is not None: raise StopIteration else: self.received_finish_reason = "stop" chunk_size = 30 - new_chunk = self.completion_stream[:chunk_size] + new_chunk = self.completion_stream[:chunk_size] # type: ignore[index] completion_obj["content"] = new_chunk - self.completion_stream = self.completion_stream[chunk_size:] + self.completion_stream = self.completion_stream[chunk_size:] # type: ignore[index] elif self.custom_llm_provider == "palm": # fake streaming response_obj = {} - if len(self.completion_stream) == 0: + if self.completion_stream is None or len(self.completion_stream) == 0: if self.received_finish_reason is not None: raise StopIteration else: self.received_finish_reason = "stop" chunk_size = 30 - new_chunk = self.completion_stream[:chunk_size] + new_chunk = self.completion_stream[:chunk_size] # type: ignore[index] completion_obj["content"] = new_chunk - self.completion_stream = self.completion_stream[chunk_size:] + self.completion_stream = self.completion_stream[chunk_size:] # type: ignore[index] elif self.custom_llm_provider == "triton": response_obj = self.handle_triton_stream(chunk) completion_obj["content"] = response_obj["text"] @@ -1743,6 +1759,7 @@ class CustomStreamWrapper: and self.custom_llm_provider == "cached_response" ): cache_hit = True + self._check_max_streaming_duration() try: if self.completion_stream is None: self.fetch_sync_stream() @@ -1755,7 +1772,7 @@ class CustomStreamWrapper: ): chunk = self.completion_stream else: - chunk = next(self.completion_stream) + chunk = next(self.completion_stream) # type: ignore[arg-type] if chunk is not None and chunk != b"": print_verbose( f"PROCESSED CHUNK PRE CHUNK CREATOR: {chunk.decode('utf-8', errors='replace') if isinstance(chunk, bytes) else chunk}; custom_llm_provider: {self.custom_llm_provider}" @@ -1883,14 +1900,7 @@ class CustomStreamWrapper: threading.Thread( target=self.logging_obj.failure_handler, args=(e, traceback_exception) ).start() - if isinstance(e, OpenAIError): - raise e - else: - raise exception_type( - model=self.model, - original_exception=e, - custom_llm_provider=self.custom_llm_provider, - ) + self._handle_stream_fallback_error(e) def fetch_sync_stream(self): if self.completion_stream is None and self.make_call is not None: @@ -1917,12 +1927,13 @@ class CustomStreamWrapper: and self.custom_llm_provider == "cached_response" ): cache_hit = True + self._check_max_streaming_duration() try: if self.completion_stream is None: await self.fetch_stream() if is_async_iterable(self.completion_stream): - async for chunk in self.completion_stream: + async for chunk in self.completion_stream: # type: ignore[union-attr] if chunk == "None" or chunk is None: continue # skip None chunks @@ -1951,22 +1962,24 @@ class CustomStreamWrapper: self.rules.post_call_rules( input=self.response_uptil_now, model=self.model ) - # Store a shallow copy so usage stripping below - # does not mutate the stored chunk. - self.chunks.append(processed_chunk.model_copy()) - # Add mcp_list_tools to first chunk if present if not self.sent_first_chunk: processed_chunk = self._add_mcp_list_tools_to_first_chunk(processed_chunk) self.sent_first_chunk = True - if ( + + _has_usage = ( hasattr(processed_chunk, "usage") and getattr(processed_chunk, "usage", None) is not None - ): + ) + + if _has_usage: + # Store a copy ONLY when usage stripping below will mutate + # the chunk. For non-usage chunks (vast majority), store + # directly to avoid expensive model_copy() per chunk. + self.chunks.append(processed_chunk.model_copy()) + # Strip usage from the outgoing chunk so it's not sent twice # (once in the chunk, once in _hidden_params). - # Create a new object without usage, matching sync behavior. - # The copy in self.chunks retains usage for calculate_total_usage(). obj_dict = processed_chunk.model_dump() if "usage" in obj_dict: del obj_dict["usage"] @@ -1978,6 +1991,9 @@ class CustomStreamWrapper: ) if is_empty: continue + else: + # No usage data — safe to store directly without copying + self.chunks.append(processed_chunk) # add usage as hidden param if self.sent_last_chunk is True and self.stream_options is None: @@ -2004,7 +2020,7 @@ class CustomStreamWrapper: ): chunk = self.completion_stream else: - chunk = next(self.completion_stream) + chunk = next(self.completion_stream) # type: ignore[arg-type] if chunk is not None and chunk != b"": processed_chunk = self.chunk_creator(chunk=chunk) if processed_chunk is None: @@ -2102,7 +2118,25 @@ class CustomStreamWrapper: asyncio.create_task( self.logging_obj.async_failure_handler(e, traceback_exception) # type: ignore ) - ## Map to OpenAI Exception + self._handle_stream_fallback_error(e) + + def _handle_stream_fallback_error(self, e: Exception) -> "NoReturn": + """ + Common error handling for both __next__ and __anext__. + + Maps the raw exception to an OpenAI-compatible type, then decides + whether to raise it directly (non-retriable 4xx) or wrap it in + MidStreamFallbackError so the Router can trigger a fallback. + + 429 (rate-limit) is explicitly exempted from the 4xx filter because + it is transient and the Router should switch to another model group. + """ + from litellm.exceptions import MidStreamFallbackError + + # Map to OpenAI exception format + if isinstance(e, OpenAIError): + mapped_exception: Exception = e + else: try: mapped_exception = exception_type( model=self.model, @@ -2114,46 +2148,44 @@ class CustomStreamWrapper: except Exception as mapping_error: mapped_exception = mapping_error - def _normalize_status_code(exc: Exception) -> Optional[int]: - """ - Best-effort status_code extraction. - Uses status_code on the exception, then falls back to the response. - """ + def _normalize_status_code(exc: Exception) -> Optional[int]: + """Best-effort status_code extraction.""" + try: + code = getattr(exc, "status_code", None) + if code is not None: + return int(code) + except Exception: + pass + + response = getattr(exc, "response", None) + if response is not None: try: - code = getattr(exc, "status_code", None) - if code is not None: - return int(code) + status_code = getattr(response, "status_code", None) + if status_code is not None: + return int(status_code) except Exception: pass + return None - response = getattr(exc, "response", None) - if response is not None: - try: - status_code = getattr(response, "status_code", None) - if status_code is not None: - return int(status_code) - except Exception: - pass - return None + mapped_status_code = _normalize_status_code(mapped_exception) + original_status_code = _normalize_status_code(e) - mapped_status_code = _normalize_status_code(mapped_exception) - original_status_code = _normalize_status_code(e) + # Raise non-retriable client errors directly (skip fallback). + # Exception: 429 (rate-limit) IS retriable/transient — allow it + # through so the Router can switch to a different model group. + if mapped_status_code is not None and 400 <= mapped_status_code < 500 and mapped_status_code != 429: + raise mapped_exception + if original_status_code is not None and 400 <= original_status_code < 500 and original_status_code != 429: + raise mapped_exception - if mapped_status_code is not None and 400 <= mapped_status_code < 500: - raise mapped_exception - if original_status_code is not None and 400 <= original_status_code < 500: - raise mapped_exception - - from litellm.exceptions import MidStreamFallbackError - - raise MidStreamFallbackError( - message=str(mapped_exception), - model=self.model, - llm_provider=self.custom_llm_provider or "anthropic", - original_exception=mapped_exception, - generated_content=self.response_uptil_now, - is_pre_first_chunk=not self.sent_first_chunk, - ) + raise MidStreamFallbackError( + message=str(mapped_exception), + model=self.model, + llm_provider=self.custom_llm_provider or "anthropic", + original_exception=mapped_exception, + generated_content=self.response_uptil_now, + is_pre_first_chunk=not self.sent_first_chunk, + ) @staticmethod def _strip_sse_data_from_chunk(chunk: Optional[str]) -> Optional[str]: diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py index 17b5afb843..b9d07d7c54 100644 --- a/litellm/llms/anthropic/chat/transformation.py +++ b/litellm/llms/anthropic/chat/transformation.py @@ -997,12 +997,18 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): optional_params["thinking"] = AnthropicConfig._map_reasoning_effort( reasoning_effort=value, model=model ) + # For Claude 4.6 models, effort is controlled via output_config, + # not thinking budget_tokens. Map reasoning_effort to output_config. if AnthropicConfig._is_claude_4_6_model(model): - # Map reasoning_effort to Anthropic's output_config for 4.6 models - effort_map = {"minimal": "low", "low": "low", "medium": "medium", "high": "high", "max": "max"} - anthropic_effort = effort_map.get(value) - if anthropic_effort is not None: - optional_params["output_config"] = {"effort": anthropic_effort} + effort_map = { + "low": "low", + "minimal": "low", + "medium": "medium", + "high": "high", + "max": "max", + } + mapped_effort = effort_map.get(value, value) + optional_params["output_config"] = {"effort": mapped_effort} elif param == "web_search_options" and isinstance(value, dict): hosted_web_search_tool = self.map_web_search_tool( cast(OpenAIWebSearchOptions, value) diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py index a1a47daf6d..8f196966dc 100644 --- a/litellm/llms/anthropic/common_utils.py +++ b/litellm/llms/anthropic/common_utils.py @@ -31,6 +31,15 @@ def is_anthropic_oauth_key(value: Optional[str]) -> bool: value = value[7:] return value.startswith(ANTHROPIC_OAUTH_TOKEN_PREFIX) +def _merge_beta_headers(existing: Optional[str], new_beta: str) -> str: + """Merge a new beta value into an existing comma-separated anthropic-beta header.""" + if not existing: + return new_beta + betas = {b.strip() for b in existing.split(",") if b.strip()} + betas.add(new_beta) + return ",".join(sorted(betas)) + + def optionally_handle_anthropic_oauth( headers: dict, api_key: Optional[str] ) -> tuple[dict, Optional[str]]: @@ -52,14 +61,18 @@ def optionally_handle_anthropic_oauth( if auth_header and auth_header.startswith(f"Bearer {ANTHROPIC_OAUTH_TOKEN_PREFIX}"): api_key = auth_header.replace("Bearer ", "") headers.pop("x-api-key", None) - headers["anthropic-beta"] = ANTHROPIC_OAUTH_BETA_HEADER + headers["anthropic-beta"] = _merge_beta_headers( + headers.get("anthropic-beta"), ANTHROPIC_OAUTH_BETA_HEADER + ) headers["anthropic-dangerous-direct-browser-access"] = "true" return headers, api_key # Check api_key directly (standard chat/completion flow) if api_key and api_key.startswith(ANTHROPIC_OAUTH_TOKEN_PREFIX): headers.pop("x-api-key", None) headers["authorization"] = f"Bearer {api_key}" - headers["anthropic-beta"] = ANTHROPIC_OAUTH_BETA_HEADER + headers["anthropic-beta"] = _merge_beta_headers( + headers.get("anthropic-beta"), ANTHROPIC_OAUTH_BETA_HEADER + ) headers["anthropic-dangerous-direct-browser-access"] = "true" return headers, api_key diff --git a/litellm/llms/anthropic/count_tokens/transformation.py b/litellm/llms/anthropic/count_tokens/transformation.py index c3ad72436b..6ecbd54699 100644 --- a/litellm/llms/anthropic/count_tokens/transformation.py +++ b/litellm/llms/anthropic/count_tokens/transformation.py @@ -63,12 +63,20 @@ class AnthropicCountTokensConfig: Returns: Dictionary of required headers """ - return { + from litellm.llms.anthropic.common_utils import ( + optionally_handle_anthropic_oauth, + ) + + headers: Dict[str, str] = { "Content-Type": "application/json", "x-api-key": api_key, "anthropic-version": "2023-06-01", "anthropic-beta": ANTHROPIC_TOKEN_COUNTING_BETA_VERSION, } + headers, _ = optionally_handle_anthropic_oauth( + headers=headers, api_key=api_key + ) + return headers def validate_request( self, model: str, messages: List[Dict[str, Any]] diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py index 7e5a4f22a7..5b215c1fe5 100644 --- a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py +++ b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py @@ -25,8 +25,24 @@ from litellm.types.router import GenericLiteLLMParams from litellm.utils import ProviderConfigManager, client from ..adapters.handler import LiteLLMMessagesToCompletionTransformationHandler +from ..responses_adapters.handler import LiteLLMMessagesToResponsesAPIHandler from .utils import AnthropicMessagesRequestUtils, mock_response +# Providers that are routed directly to the OpenAI Responses API instead of +# going through chat/completions. +_RESPONSES_API_PROVIDERS = frozenset({"openai"}) + + +def _should_route_to_responses_api(custom_llm_provider: Optional[str]) -> bool: + """Return True when the provider should use the Responses API path. + + Set ``litellm.use_chat_completions_url_for_anthropic_messages = True`` to + opt out and route OpenAI/Azure requests through chat/completions instead. + """ + if litellm.use_chat_completions_url_for_anthropic_messages: + return False + return custom_llm_provider in _RESPONSES_API_PROVIDERS + ####### ENVIRONMENT VARIABLES ################### # Initialize any necessary instances or variables here base_llm_http_handler = BaseLLMHTTPHandler() @@ -282,29 +298,34 @@ def anthropic_messages_handler( ) ) if anthropic_messages_provider_config is None: - # Handle non-Anthropic models using the adapter - return ( - LiteLLMMessagesToCompletionTransformationHandler.anthropic_messages_handler( - 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, - _is_async=is_async, - api_key=api_key, - api_base=api_base, - client=client, - custom_llm_provider=custom_llm_provider, - **kwargs, + # Route to Responses API for OpenAI / Azure, chat/completions for everything else. + _shared_kwargs = dict( + 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, + _is_async=is_async, + api_key=api_key, + api_base=api_base, + client=client, + custom_llm_provider=custom_llm_provider, + **kwargs, + ) + if _should_route_to_responses_api(custom_llm_provider): + return LiteLLMMessagesToResponsesAPIHandler.anthropic_messages_handler( + **_shared_kwargs ) + return LiteLLMMessagesToCompletionTransformationHandler.anthropic_messages_handler( + **_shared_kwargs ) if custom_llm_provider is None: diff --git a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/__init__.py b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/__init__.py new file mode 100644 index 0000000000..6ad3c7b016 --- /dev/null +++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/__init__.py @@ -0,0 +1,3 @@ +from .transformation import LiteLLMAnthropicToResponsesAPIAdapter + +__all__ = ["LiteLLMAnthropicToResponsesAPIAdapter"] diff --git a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/handler.py b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/handler.py new file mode 100644 index 0000000000..ebc7d136f6 --- /dev/null +++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/handler.py @@ -0,0 +1,229 @@ +""" +Handler for the Anthropic v1/messages -> OpenAI Responses API path. + +Used when the target model is an OpenAI or Azure model. +""" + +from typing import Any, AsyncIterator, Coroutine, Dict, List, Optional, Union + +import litellm +from litellm.types.llms.anthropic import AnthropicMessagesRequest +from litellm.types.llms.anthropic_messages.anthropic_response import ( + AnthropicMessagesResponse, +) +from litellm.types.llms.openai import ResponsesAPIResponse + +from .streaming_iterator import AnthropicResponsesStreamWrapper +from .transformation import LiteLLMAnthropicToResponsesAPIAdapter + +_ADAPTER = LiteLLMAnthropicToResponsesAPIAdapter() + + +def _build_responses_kwargs( + *, + max_tokens: int, + messages: List[Dict], + model: str, + context_management: Optional[Dict] = None, + metadata: Optional[Dict] = None, + output_config: Optional[Dict] = None, + stop_sequences: Optional[List[str]] = None, + stream: Optional[bool] = False, + system: Optional[str] = None, + temperature: Optional[float] = None, + thinking: Optional[Dict] = None, + tool_choice: Optional[Dict] = None, + tools: Optional[List[Dict]] = None, + top_k: Optional[int] = None, + top_p: Optional[float] = None, + output_format: Optional[Dict] = None, + extra_kwargs: Optional[Dict[str, Any]] = None, +) -> Dict[str, Any]: + """ + Build the kwargs dict to pass directly to litellm.responses() / litellm.aresponses(). + """ + # Build a typed AnthropicMessagesRequest for the adapter + request_data: Dict[str, Any] = {"model": model, "messages": messages, "max_tokens": max_tokens} + if context_management: + request_data["context_management"] = context_management + if output_config: + request_data["output_config"] = output_config + if metadata: + request_data["metadata"] = metadata + if system: + request_data["system"] = system + if temperature is not None: + request_data["temperature"] = temperature + if thinking: + request_data["thinking"] = thinking + if tool_choice: + request_data["tool_choice"] = tool_choice + if tools: + request_data["tools"] = tools + if top_p is not None: + request_data["top_p"] = top_p + if output_format: + request_data["output_format"] = output_format + + anthropic_request = AnthropicMessagesRequest(**request_data) # type: ignore[typeddict-item] + responses_kwargs = _ADAPTER.translate_request(anthropic_request) + + if stream: + responses_kwargs["stream"] = True + + # Forward litellm-specific kwargs (api_key, api_base, logging obj, etc.) + excluded = {"anthropic_messages"} + for key, value in (extra_kwargs or {}).items(): + if key == "litellm_logging_obj" and value is not None: + from litellm.litellm_core_utils.litellm_logging import ( + Logging as LiteLLMLoggingObject, + ) + from litellm.types.utils import CallTypes + + if isinstance(value, LiteLLMLoggingObject): + # Reclassify as acompletion so the success handler doesn't try to + # validate the Responses API event as an AnthropicResponse. + # (Mirrors the pattern used in LiteLLMMessagesToCompletionTransformationHandler.) + setattr(value, "call_type", CallTypes.acompletion.value) + responses_kwargs[key] = value + elif key not in excluded and key not in responses_kwargs and value is not None: + responses_kwargs[key] = value + + return responses_kwargs + + +class LiteLLMMessagesToResponsesAPIHandler: + """ + Handles Anthropic /v1/messages requests for OpenAI / Azure models by + calling litellm.responses() / litellm.aresponses() directly and translating + the response back to Anthropic format. + """ + + @staticmethod + async def async_anthropic_messages_handler( + max_tokens: int, + messages: List[Dict], + model: str, + context_management: Optional[Dict] = None, + metadata: Optional[Dict] = None, + output_config: Optional[Dict] = None, + stop_sequences: Optional[List[str]] = None, + stream: Optional[bool] = False, + system: Optional[str] = None, + temperature: Optional[float] = None, + thinking: Optional[Dict] = None, + tool_choice: Optional[Dict] = None, + tools: Optional[List[Dict]] = None, + top_k: Optional[int] = None, + top_p: Optional[float] = None, + output_format: Optional[Dict] = None, + **kwargs, + ) -> Union[AnthropicMessagesResponse, AsyncIterator]: + responses_kwargs = _build_responses_kwargs( + max_tokens=max_tokens, + messages=messages, + model=model, + context_management=context_management, + metadata=metadata, + output_config=output_config, + 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, + output_format=output_format, + extra_kwargs=kwargs, + ) + + result = await litellm.aresponses(**responses_kwargs) + + if stream: + wrapper = AnthropicResponsesStreamWrapper(responses_stream=result, model=model) + return wrapper.async_anthropic_sse_wrapper() + + if not isinstance(result, ResponsesAPIResponse): + raise ValueError(f"Expected ResponsesAPIResponse, got {type(result)}") + + return _ADAPTER.translate_response(result) + + @staticmethod + def anthropic_messages_handler( + max_tokens: int, + messages: List[Dict], + model: str, + context_management: Optional[Dict] = None, + metadata: Optional[Dict] = None, + output_config: Optional[Dict] = None, + stop_sequences: Optional[List[str]] = None, + stream: Optional[bool] = False, + system: Optional[str] = None, + temperature: Optional[float] = None, + thinking: Optional[Dict] = None, + tool_choice: Optional[Dict] = None, + tools: Optional[List[Dict]] = None, + top_k: Optional[int] = None, + top_p: Optional[float] = None, + output_format: Optional[Dict] = None, + _is_async: bool = False, + **kwargs, + ) -> Union[ + AnthropicMessagesResponse, + AsyncIterator[Any], + Coroutine[Any, Any, Union[AnthropicMessagesResponse, AsyncIterator[Any]]], + ]: + if _is_async: + return LiteLLMMessagesToResponsesAPIHandler.async_anthropic_messages_handler( + max_tokens=max_tokens, + messages=messages, + model=model, + context_management=context_management, + metadata=metadata, + output_config=output_config, + 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, + output_format=output_format, + **kwargs, + ) + + # Sync path + responses_kwargs = _build_responses_kwargs( + max_tokens=max_tokens, + messages=messages, + model=model, + context_management=context_management, + metadata=metadata, + output_config=output_config, + 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, + output_format=output_format, + extra_kwargs=kwargs, + ) + + result = litellm.responses(**responses_kwargs) + + if stream: + wrapper = AnthropicResponsesStreamWrapper(responses_stream=result, model=model) + return wrapper.async_anthropic_sse_wrapper() + + if not isinstance(result, ResponsesAPIResponse): + raise ValueError(f"Expected ResponsesAPIResponse, got {type(result)}") + + return _ADAPTER.translate_response(result) 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 new file mode 100644 index 0000000000..926719c4ab --- /dev/null +++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py @@ -0,0 +1,265 @@ +# What is this? +## Translates OpenAI call to Anthropic `/v1/messages` format +import json +import traceback +from collections import deque +from typing import Any, AsyncIterator, Dict + +from litellm import verbose_logger +from litellm._uuid import uuid + + +class AnthropicResponsesStreamWrapper: + """ + Wraps a Responses API streaming iterator and re-emits events in Anthropic SSE format. + + Responses API event flow (relevant subset): + response.created -> message_start + response.output_item.added -> content_block_start (if message/function_call) + response.output_text.delta -> content_block_delta (text_delta) + response.reasoning_summary_text.delta -> content_block_delta (thinking_delta) + response.function_call_arguments.delta -> content_block_delta (input_json_delta) + response.output_item.done -> content_block_stop + response.completed -> message_delta + message_stop + """ + + def __init__( + self, + responses_stream: Any, + model: str, + ) -> None: + self.responses_stream = responses_stream + self.model = model + self._message_id: str = f"msg_{uuid.uuid4()}" + self._current_block_index: int = -1 + # Map item_id -> content_block_index so we can stop the right block later + self._item_id_to_block_index: Dict[str, int] = {} + # Track open function_call items by item_id so we can emit tool_use start + self._pending_tool_ids: Dict[str, str] = {} # item_id -> call_id / name accumulator + self._sent_message_start = False + self._sent_message_stop = False + self._chunk_queue: deque = deque() + + def _make_message_start(self) -> Dict[str, Any]: + return { + "type": "message_start", + "message": { + "id": self._message_id, + "type": "message", + "role": "assistant", + "content": [], + "model": self.model, + "stop_reason": None, + "stop_sequence": None, + "usage": { + "input_tokens": 0, + "output_tokens": 0, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + }, + }, + } + + def _next_block_index(self) -> int: + self._current_block_index += 1 + return self._current_block_index + + def _process_event(self, event: Any) -> None: # noqa: PLR0915 + """Convert one Responses API event into zero or more Anthropic chunks queued for emission.""" + event_type = getattr(event, "type", None) + if event_type is None and isinstance(event, dict): + event_type = event.get("type") + + if event_type is None: + return + + # ---- message_start ---- + if event_type == "response.created": + self._sent_message_start = True + self._chunk_queue.append(self._make_message_start()) + return + + # ---- content_block_start for a new output message item ---- + if event_type == "response.output_item.added": + item = getattr(event, "item", None) or (event.get("item") if isinstance(event, dict) else None) + if item is None: + return + item_type = getattr(item, "type", None) or (item.get("type") if isinstance(item, dict) else None) + item_id = getattr(item, "id", None) or (item.get("id") if isinstance(item, dict) else None) + + if item_type == "message": + block_idx = self._next_block_index() + if item_id: + self._item_id_to_block_index[item_id] = block_idx + self._chunk_queue.append({ + "type": "content_block_start", + "index": block_idx, + "content_block": {"type": "text", "text": ""}, + }) + elif item_type == "function_call": + call_id = getattr(item, "call_id", None) or (item.get("call_id") if isinstance(item, dict) else None) or "" + name = getattr(item, "name", None) or (item.get("name") if isinstance(item, dict) else None) or "" + block_idx = self._next_block_index() + if item_id: + self._item_id_to_block_index[item_id] = block_idx + self._pending_tool_ids[item_id] = call_id + self._chunk_queue.append({ + "type": "content_block_start", + "index": block_idx, + "content_block": { + "type": "tool_use", + "id": call_id, + "name": name, + "input": {}, + }, + }) + elif item_type == "reasoning": + block_idx = self._next_block_index() + if item_id: + self._item_id_to_block_index[item_id] = block_idx + self._chunk_queue.append({ + "type": "content_block_start", + "index": block_idx, + "content_block": {"type": "thinking", "thinking": ""}, + }) + return + + # ---- text delta ---- + if event_type == "response.output_text.delta": + item_id = getattr(event, "item_id", None) or (event.get("item_id") if isinstance(event, dict) else None) + delta = getattr(event, "delta", "") or (event.get("delta", "") if isinstance(event, dict) else "") + block_idx = self._item_id_to_block_index.get(item_id, self._current_block_index) if item_id else self._current_block_index + self._chunk_queue.append({ + "type": "content_block_delta", + "index": block_idx, + "delta": {"type": "text_delta", "text": delta}, + }) + return + + # ---- reasoning summary text delta ---- + if event_type == "response.reasoning_summary_text.delta": + item_id = getattr(event, "item_id", None) or (event.get("item_id") if isinstance(event, dict) else None) + delta = getattr(event, "delta", "") or (event.get("delta", "") if isinstance(event, dict) else "") + block_idx = self._item_id_to_block_index.get(item_id, self._current_block_index) if item_id else self._current_block_index + self._chunk_queue.append({ + "type": "content_block_delta", + "index": block_idx, + "delta": {"type": "thinking_delta", "thinking": delta}, + }) + return + + # ---- function call arguments delta ---- + if event_type == "response.function_call_arguments.delta": + item_id = getattr(event, "item_id", None) or (event.get("item_id") if isinstance(event, dict) else None) + delta = getattr(event, "delta", "") or (event.get("delta", "") if isinstance(event, dict) else "") + block_idx = self._item_id_to_block_index.get(item_id, self._current_block_index) if item_id else self._current_block_index + self._chunk_queue.append({ + "type": "content_block_delta", + "index": block_idx, + "delta": {"type": "input_json_delta", "partial_json": delta}, + }) + return + + # ---- output item done -> content_block_stop ---- + if event_type == "response.output_item.done": + item = getattr(event, "item", None) or (event.get("item") if isinstance(event, dict) else None) + item_id = getattr(item, "id", None) or (item.get("id") if isinstance(item, dict) else None) if item else None + block_idx = self._item_id_to_block_index.get(item_id, self._current_block_index) if item_id else self._current_block_index + self._chunk_queue.append({ + "type": "content_block_stop", + "index": block_idx, + }) + return + + # ---- response completed -> message_delta + message_stop ---- + if event_type in ("response.completed", "response.failed", "response.incomplete"): + response_obj = getattr(event, "response", None) or (event.get("response") if isinstance(event, dict) else None) + stop_reason = "end_turn" + input_tokens = 0 + output_tokens = 0 + cache_creation_tokens = 0 + cache_read_tokens = 0 + + if response_obj is not None: + status = getattr(response_obj, "status", None) + if status == "incomplete": + stop_reason = "max_tokens" + usage = getattr(response_obj, "usage", None) + if usage is not None: + input_tokens = getattr(usage, "input_tokens", 0) or 0 + output_tokens = getattr(usage, "output_tokens", 0) or 0 + cache_creation_tokens = getattr(usage, "input_tokens_details", None) # type: ignore[assignment] + cache_read_tokens = getattr(usage, "output_tokens_details", None) # type: ignore[assignment] + # Prefer direct cache fields if present + cache_creation_tokens = int(getattr(usage, "cache_creation_input_tokens", 0) or 0) + cache_read_tokens = int(getattr(usage, "cache_read_input_tokens", 0) or 0) + + # Check if tool_use was in the output to override stop_reason + if response_obj is not None: + output = getattr(response_obj, "output", []) or [] + for out_item in output: + out_type = getattr(out_item, "type", None) or (out_item.get("type") if isinstance(out_item, dict) else None) + if out_type == "function_call": + stop_reason = "tool_use" + break + + usage_delta: Dict[str, Any] = { + "input_tokens": input_tokens, + "output_tokens": output_tokens, + } + if cache_creation_tokens: + usage_delta["cache_creation_input_tokens"] = cache_creation_tokens + if cache_read_tokens: + usage_delta["cache_read_input_tokens"] = cache_read_tokens + + self._chunk_queue.append({ + "type": "message_delta", + "delta": {"stop_reason": stop_reason, "stop_sequence": None}, + "usage": usage_delta, + }) + self._chunk_queue.append({"type": "message_stop"}) + self._sent_message_stop = True + return + + def __aiter__(self) -> "AnthropicResponsesStreamWrapper": + return self + + async def __anext__(self) -> Dict[str, Any]: + # Return any queued chunks first + if self._chunk_queue: + return self._chunk_queue.popleft() + + # Emit message_start if not yet done (fallback if response.created wasn't fired) + if not self._sent_message_start: + self._sent_message_start = True + self._chunk_queue.append(self._make_message_start()) + return self._chunk_queue.popleft() + + # Consume the upstream stream + try: + async for event in self.responses_stream: + self._process_event(event) + if self._chunk_queue: + return self._chunk_queue.popleft() + except StopAsyncIteration: + pass + except Exception as e: + verbose_logger.error( + f"AnthropicResponsesStreamWrapper error: {e}\n{traceback.format_exc()}" + ) + + # Drain any remaining queued chunks + if self._chunk_queue: + return self._chunk_queue.popleft() + + raise StopAsyncIteration + + async def async_anthropic_sse_wrapper(self) -> AsyncIterator[bytes]: + """Yield SSE-encoded bytes for each Anthropic event chunk.""" + async for chunk in self: + if isinstance(chunk, dict): + event_type: str = str(chunk.get("type", "message")) + payload = f"event: {event_type}\ndata: {json.dumps(chunk)}\n\n" + yield payload.encode() + else: + yield chunk diff --git a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/transformation.py new file mode 100644 index 0000000000..935babe438 --- /dev/null +++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/transformation.py @@ -0,0 +1,450 @@ +""" +Transformation layer: Anthropic /v1/messages <-> OpenAI Responses API. + +This module owns all format conversions for the direct v1/messages -> Responses API +path used for OpenAI and Azure models. +""" + +import json +from typing import Any, Dict, List, Optional, Union, cast + +from litellm.types.llms.anthropic import ( + AllAnthropicToolsValues, + AnthopicMessagesAssistantMessageParam, + AnthropicFinishReason, + AnthropicMessagesRequest, + AnthropicMessagesToolChoice, + AnthropicMessagesUserMessageParam, + AnthropicResponseContentBlockText, + AnthropicResponseContentBlockThinking, + AnthropicResponseContentBlockToolUse, +) +from litellm.types.llms.anthropic_messages.anthropic_response import ( + AnthropicMessagesResponse, + AnthropicUsage, +) +from litellm.types.llms.openai import ResponsesAPIResponse + + +class LiteLLMAnthropicToResponsesAPIAdapter: + """ + Converts Anthropic /v1/messages requests to OpenAI Responses API format and + converts Responses API responses back to Anthropic format. + """ + + # ------------------------------------------------------------------ # + # Request translation: Anthropic -> Responses API # + # ------------------------------------------------------------------ # + + @staticmethod + def _translate_anthropic_image_source_to_url(source: dict) -> Optional[str]: + """Convert Anthropic image source to a URL string.""" + source_type = source.get("type") + if source_type == "base64": + media_type = source.get("media_type", "image/jpeg") + data = source.get("data", "") + return f"data:{media_type};base64,{data}" if data else None + elif source_type == "url": + return source.get("url") + return None + + def translate_messages_to_responses_input( # noqa: PLR0915 + self, + messages: List[ + Union[ + AnthropicMessagesUserMessageParam, + AnthopicMessagesAssistantMessageParam, + ] + ], + ) -> List[Dict[str, Any]]: + """ + Convert Anthropic messages list to Responses API `input` items. + + Mapping: + user text -> message(role=user, input_text) + user image -> message(role=user, input_image) + user tool_result -> function_call_output + assistant text -> message(role=assistant, output_text) + assistant tool_use -> function_call + """ + input_items: List[Dict[str, Any]] = [] + + for m in messages: + role = m["role"] + content = m.get("content") + + if role == "user": + if isinstance(content, str): + input_items.append({ + "type": "message", + "role": "user", + "content": [{"type": "input_text", "text": content}], + }) + elif isinstance(content, list): + user_parts: List[Dict[str, Any]] = [] + for block in content: + if not isinstance(block, dict): + continue + btype = block.get("type") + if btype == "text": + user_parts.append({"type": "input_text", "text": block.get("text", "")}) + elif btype == "image": + url = self._translate_anthropic_image_source_to_url(block.get("source", {})) + if url: + user_parts.append({"type": "input_image", "image_url": url}) + elif btype == "tool_result": + tool_use_id = block.get("tool_use_id", "") + inner = block.get("content") + if inner is None: + output_text = "" + elif isinstance(inner, str): + output_text = inner + elif isinstance(inner, list): + parts = [ + c.get("text", "") + for c in inner + if isinstance(c, dict) and c.get("type") == "text" + ] + output_text = "\n".join(parts) + else: + output_text = str(inner) + # tool_result is a top-level item, not inside the message + input_items.append({ + "type": "function_call_output", + "call_id": tool_use_id, + "output": output_text, + }) + if user_parts: + input_items.append({ + "type": "message", + "role": "user", + "content": user_parts, + }) + + elif role == "assistant": + if isinstance(content, str): + input_items.append({ + "type": "message", + "role": "assistant", + "content": [{"type": "output_text", "text": content}], + }) + elif isinstance(content, list): + asst_parts: List[Dict[str, Any]] = [] + for block in content: + if not isinstance(block, dict): + continue + btype = block.get("type") + if btype == "text": + asst_parts.append({"type": "output_text", "text": block.get("text", "")}) + elif btype == "tool_use": + # tool_use becomes a top-level function_call item + input_items.append({ + "type": "function_call", + "call_id": block.get("id", ""), + "name": block.get("name", ""), + "arguments": json.dumps(block.get("input", {})), + }) + elif btype == "thinking": + thinking_text = block.get("thinking", "") + if thinking_text: + asst_parts.append({"type": "output_text", "text": thinking_text}) + if asst_parts: + input_items.append({ + "type": "message", + "role": "assistant", + "content": asst_parts, + }) + + return input_items + + def translate_tools_to_responses_api( + self, + tools: List[AllAnthropicToolsValues], + ) -> List[Dict[str, Any]]: + """Convert Anthropic tool definitions to Responses API function tools.""" + result: List[Dict[str, Any]] = [] + for tool in tools: + tool_dict = cast(Dict[str, Any], tool) + tool_type = tool_dict.get("type", "") + tool_name = tool_dict.get("name", "") + # web_search tool + if (isinstance(tool_type, str) and tool_type.startswith("web_search")) or tool_name == "web_search": + result.append({"type": "web_search_preview"}) + continue + func_tool: Dict[str, Any] = {"type": "function", "name": tool_name} + if "description" in tool_dict: + func_tool["description"] = tool_dict["description"] + if "input_schema" in tool_dict: + func_tool["parameters"] = tool_dict["input_schema"] + result.append(func_tool) + return result + + @staticmethod + def translate_tool_choice_to_responses_api( + tool_choice: AnthropicMessagesToolChoice, + ) -> 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"} + elif tc_type == "tool": + return {"type": "function", "name": tool_choice.get("name", "")} + return {"type": "auto"} + + @staticmethod + def translate_context_management_to_responses_api( + context_management: Dict[str, Any], + ) -> Optional[List[Dict[str, Any]]]: + """ + Convert Anthropic context_management dict to OpenAI Responses API array format. + + Anthropic format: {"edits": [{"type": "compact_20260112", "trigger": {"type": "input_tokens", "value": 150000}}]} + OpenAI format: [{"type": "compaction", "compact_threshold": 150000}] + """ + if not isinstance(context_management, dict): + return None + + edits = context_management.get("edits", []) + if not isinstance(edits, list): + return None + + result: List[Dict[str, Any]] = [] + for edit in edits: + if not isinstance(edit, dict): + continue + edit_type = edit.get("type", "") + if edit_type == "compact_20260112": + entry: Dict[str, Any] = {"type": "compaction"} + trigger = edit.get("trigger") + if isinstance(trigger, dict) and trigger.get("value") is not None: + entry["compact_threshold"] = int(trigger["value"]) + result.append(entry) + + return result if result else None + + @staticmethod + def translate_thinking_to_reasoning(thinking: Dict[str, Any]) -> Optional[Dict[str, Any]]: + """ + Convert Anthropic thinking param to Responses API reasoning param. + + thinking.budget_tokens maps to reasoning effort: + >= 10000 -> high, >= 5000 -> medium, >= 2000 -> low, < 2000 -> minimal + """ + if not isinstance(thinking, dict) or thinking.get("type") != "enabled": + return None + budget = thinking.get("budget_tokens", 0) + if budget >= 10000: + effort = "high" + elif budget >= 5000: + effort = "medium" + elif budget >= 2000: + effort = "low" + else: + effort = "minimal" + return {"effort": effort, "summary": "detailed"} + + def translate_request( + self, + anthropic_request: AnthropicMessagesRequest, + ) -> Dict[str, Any]: + """ + Translate a full Anthropic /v1/messages request dict to + litellm.responses() / litellm.aresponses() kwargs. + """ + model: str = anthropic_request["model"] + messages_list = cast( + List[Union[AnthropicMessagesUserMessageParam, AnthopicMessagesAssistantMessageParam]], + anthropic_request["messages"], + ) + + responses_kwargs: Dict[str, Any] = { + "model": model, + "input": self.translate_messages_to_responses_input(messages_list), + } + + # system -> instructions + system = anthropic_request.get("system") + if system: + if isinstance(system, str): + responses_kwargs["instructions"] = system + elif isinstance(system, list): + text_parts = [ + b.get("text", "") + for b in system + if isinstance(b, dict) and b.get("type") == "text" + ] + responses_kwargs["instructions"] = "\n".join(filter(None, text_parts)) + + # max_tokens -> max_output_tokens + max_tokens = anthropic_request.get("max_tokens") + if max_tokens: + responses_kwargs["max_output_tokens"] = max_tokens + + # temperature / top_p passed through + if "temperature" in anthropic_request: + responses_kwargs["temperature"] = anthropic_request["temperature"] + if "top_p" in anthropic_request: + responses_kwargs["top_p"] = anthropic_request["top_p"] + + # tools + tools = anthropic_request.get("tools") + if tools: + responses_kwargs["tools"] = self.translate_tools_to_responses_api( + cast(List[AllAnthropicToolsValues], tools) + ) + + # tool_choice + tool_choice = anthropic_request.get("tool_choice") + if tool_choice: + responses_kwargs["tool_choice"] = self.translate_tool_choice_to_responses_api( + cast(AnthropicMessagesToolChoice, tool_choice) + ) + + # thinking -> reasoning + thinking = anthropic_request.get("thinking") + if isinstance(thinking, dict): + reasoning = self.translate_thinking_to_reasoning(thinking) + if reasoning: + responses_kwargs["reasoning"] = reasoning + + # output_format / output_config.format -> text format + # output_format: {"type": "json_schema", "schema": {...}} + # output_config: {"format": {"type": "json_schema", "schema": {...}}} + output_format: Any = anthropic_request.get("output_format") + output_config = anthropic_request.get("output_config") + if not isinstance(output_format, dict) and isinstance(output_config, dict): + output_format = output_config.get("format") # type: ignore[assignment] + if isinstance(output_format, dict) and output_format.get("type") == "json_schema": + schema = output_format.get("schema") + if schema: + responses_kwargs["text"] = { + "format": { + "type": "json_schema", + "name": "structured_output", + "schema": schema, + "strict": True, + } + } + + # context_management: Anthropic dict -> OpenAI array + context_management = anthropic_request.get("context_management") + if isinstance(context_management, dict): + openai_cm = self.translate_context_management_to_responses_api(context_management) + if openai_cm is not None: + responses_kwargs["context_management"] = openai_cm + + # metadata user_id -> user + metadata = anthropic_request.get("metadata") + if isinstance(metadata, dict) and "user_id" in metadata: + responses_kwargs["user"] = str(metadata["user_id"])[:64] + + return responses_kwargs + + # ------------------------------------------------------------------ # + # Response translation: Responses API -> Anthropic # + # ------------------------------------------------------------------ # + + def translate_response( + self, + response: ResponsesAPIResponse, + ) -> AnthropicMessagesResponse: + """ + Translate an OpenAI ResponsesAPIResponse to AnthropicMessagesResponse. + """ + from openai.types.responses import ( + ResponseFunctionToolCall, + ResponseOutputMessage, + ResponseReasoningItem, + ) + + from litellm.types.llms.openai import ResponseAPIUsage + + content: List[Dict[str, Any]] = [] + stop_reason: AnthropicFinishReason = "end_turn" + + for item in response.output: + if isinstance(item, ResponseReasoningItem): + for summary in item.summary: + text = getattr(summary, "text", "") + if text: + content.append( + AnthropicResponseContentBlockThinking( + type="thinking", + thinking=text, + signature=None, + ).model_dump() + ) + + elif isinstance(item, ResponseOutputMessage): + for part in item.content: + if getattr(part, "type", None) == "output_text": + content.append( + AnthropicResponseContentBlockText( + type="text", text=getattr(part, "text", "") + ).model_dump() + ) + + elif isinstance(item, ResponseFunctionToolCall): + try: + input_data = json.loads(item.arguments) if item.arguments else {} + except (json.JSONDecodeError, TypeError): + input_data = {} + content.append( + AnthropicResponseContentBlockToolUse( + type="tool_use", + id=item.call_id or item.id or "", + name=item.name, + input=input_data, + ).model_dump() + ) + stop_reason = "tool_use" + + elif isinstance(item, dict): + item_type = item.get("type") + if item_type == "message": + for part in item.get("content", []): + if isinstance(part, dict) and part.get("type") == "output_text": + content.append( + AnthropicResponseContentBlockText( + type="text", text=part.get("text", "") + ).model_dump() + ) + elif item_type == "function_call": + try: + input_data = json.loads(item.get("arguments", "{}")) + except (json.JSONDecodeError, TypeError): + input_data = {} + content.append( + AnthropicResponseContentBlockToolUse( + type="tool_use", + id=item.get("call_id") or item.get("id", ""), + name=item.get("name", ""), + input=input_data, + ).model_dump() + ) + stop_reason = "tool_use" + + # status -> stop_reason override + if response.status == "incomplete": + stop_reason = "max_tokens" + + # usage + raw_usage: Optional[ResponseAPIUsage] = response.usage + input_tokens = int(getattr(raw_usage, "input_tokens", 0) or 0) + output_tokens = int(getattr(raw_usage, "output_tokens", 0) or 0) + + anthropic_usage = AnthropicUsage( + input_tokens=input_tokens, + output_tokens=output_tokens, + ) + + return AnthropicMessagesResponse( + id=response.id, + type="message", + role="assistant", + model=response.model or "unknown-model", + stop_sequence=None, + usage=anthropic_usage, # type: ignore + content=content, # type: ignore + stop_reason=stop_reason, + ) diff --git a/litellm/llms/azure/azure.py b/litellm/llms/azure/azure.py index 44ee51d14a..51b98c4af5 100644 --- a/litellm/llms/azure/azure.py +++ b/litellm/llms/azure/azure.py @@ -343,6 +343,11 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): headers, response = self.make_sync_azure_openai_chat_completion_request( azure_client=azure_client, data=data, timeout=timeout ) + if isinstance(response, str): + raise AzureOpenAIError( + status_code=500, + message=f"Unexpected string response from Azure: {response[:500]}", + ) stringified_response = response.model_dump() ## LOGGING logging_obj.post_call( @@ -432,6 +437,11 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): ) logging_obj.model_call_details["response_headers"] = headers + if isinstance(response, str): + raise AzureOpenAIError( + status_code=500, + message=f"Unexpected string response from Azure: {response[:500]}", + ) stringified_response = response.model_dump() logging_obj.post_call( input=data["messages"], @@ -690,7 +700,11 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): status_code=raw_response.status_code or 500, message=f"Failed to parse raw Azure embedding response: {str(json_error)}" ) from json_error - + if isinstance(response, str): + raise AzureOpenAIError( + status_code=raw_response.status_code or 500, + message=f"Unexpected string response from Azure: {response[:500]}", + ) stringified_response = response.model_dump() ## LOGGING @@ -792,6 +806,11 @@ class AzureChatCompletion(BaseAzureLLM, BaseLLM): raw_response = azure_client.embeddings.with_raw_response.create(**data, timeout=timeout) # type: ignore headers = dict(raw_response.headers) response = raw_response.parse() + if isinstance(response, str): + raise AzureOpenAIError( + status_code=raw_response.status_code or 500, + message=f"Unexpected string response from Azure: {response[:500]}", + ) ## LOGGING logging_obj.post_call( input=input, diff --git a/litellm/llms/azure/realtime/handler.py b/litellm/llms/azure/realtime/handler.py index 8f4291ec27..0ad6fb5735 100644 --- a/litellm/llms/azure/realtime/handler.py +++ b/litellm/llms/azure/realtime/handler.py @@ -33,7 +33,7 @@ class AzureOpenAIRealtime(AzureChatCompletion): self, api_base: str, model: str, - api_version: str, + api_version: Optional[str], realtime_protocol: Optional[str] = None, ) -> str: """ @@ -56,8 +56,9 @@ class AzureOpenAIRealtime(AzureChatCompletion): """ api_base = api_base.replace("https://", "wss://") - # Determine path based on realtime_protocol - if realtime_protocol in ("GA", "v1"): + # Determine path based on realtime_protocol (case-insensitive) + _is_ga = realtime_protocol is not None and realtime_protocol.upper() in ("GA", "V1") + if _is_ga: path = "/openai/v1/realtime" return f"{api_base}{path}?model={model}" else: @@ -85,7 +86,7 @@ class AzureOpenAIRealtime(AzureChatCompletion): if api_base is None: raise ValueError("api_base is required for Azure OpenAI calls") - if api_version is None: + if api_version is None and (realtime_protocol is None or realtime_protocol.upper() not in ("GA", "V1")): raise ValueError("api_version is required for Azure OpenAI calls") url = self._construct_url( diff --git a/litellm/llms/base_llm/ocr/transformation.py b/litellm/llms/base_llm/ocr/transformation.py index fb13332c46..29929a2bf6 100644 --- a/litellm/llms/base_llm/ocr/transformation.py +++ b/litellm/llms/base_llm/ocr/transformation.py @@ -15,7 +15,9 @@ else: LiteLLMLoggingObj = Any -# DocumentType for OCR - Mistral format document dict +# DocumentType for OCR - providers always receive a dict with +# type="document_url" or type="image_url" (str values only). +# File-type inputs are preprocessed to this format in litellm/ocr/main.py. DocumentType = Dict[str, str] @@ -141,9 +143,13 @@ class BaseOCRConfig: Transform OCR request to provider-specific format. Override in provider-specific implementations. + Note: By the time this method is called, any file-type documents have already + been converted to document_url/image_url format with base64 data URIs by + the preprocessing in litellm/ocr/main.py. + Args: model: Model name - document: Document to process (Mistral format dict, or file path, bytes, etc.) + document: Document to process - always a dict with type="document_url" or type="image_url" optional_params: Optional parameters for the request headers: Request headers diff --git a/litellm/llms/bedrock/chat/converse_handler.py b/litellm/llms/bedrock/chat/converse_handler.py index 60a93b169c..26986aab58 100644 --- a/litellm/llms/bedrock/chat/converse_handler.py +++ b/litellm/llms/bedrock/chat/converse_handler.py @@ -4,6 +4,9 @@ from typing import Any, Optional, Union import httpx import litellm +from litellm.anthropic_beta_headers_manager import ( + update_headers_with_filtered_beta, +) from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObject from litellm.llms.custom_httpx.http_handler import ( AsyncHTTPHandler, @@ -13,11 +16,9 @@ from litellm.llms.custom_httpx.http_handler import ( ) from litellm.types.utils import ModelResponse from litellm.utils import CustomStreamWrapper -from litellm.anthropic_beta_headers_manager import ( - update_headers_with_filtered_beta, - ) + from ..base_aws_llm import BaseAWSLLM, Credentials -from ..common_utils import BedrockError +from ..common_utils import BedrockError, _get_all_bedrock_regions from .invoke_handler import AWSEventStreamDecoder, MockResponseIterator, make_call @@ -68,7 +69,7 @@ def make_sync_call( model_response=model_response, json_mode=json_mode ) else: - decoder = AWSEventStreamDecoder(model=model) + decoder = AWSEventStreamDecoder(model=model, json_mode=json_mode) completion_stream = decoder.iter_bytes(response.iter_bytes(chunk_size=stream_chunk_size)) # LOGGING @@ -279,11 +280,22 @@ class BedrockConverseLLM(BaseAWSLLM): if _stripped.startswith(rp): _stripped = _stripped[len(rp):] break + # Strip embedded region prefix (e.g. "bedrock/us-east-1/model" -> "model") + # and capture it so it can be used as aws_region_name below. + _region_from_model: Optional[str] = None + _potential_region = _stripped.split("/", 1)[0] + if _potential_region in _get_all_bedrock_regions() and "/" in _stripped: + _region_from_model = _potential_region + _stripped = _stripped.split("/", 1)[1] + _model_for_id = _stripped for _nova_prefix in ["nova-2/", "nova/"]: if _stripped.startswith(_nova_prefix): _model_for_id = _model_for_id.replace(_nova_prefix, "", 1) break modelId = self.encode_model_id(model_id=_model_for_id) + # Inject region extracted from model path so _get_aws_region_name picks it up + if _region_from_model is not None and "aws_region_name" not in optional_params: + optional_params["aws_region_name"] = _region_from_model fake_stream = litellm.AmazonConverseConfig().should_fake_stream( fake_stream=fake_stream, diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py index d4fd060630..d210f294c6 100644 --- a/litellm/llms/bedrock/chat/converse_transformation.py +++ b/litellm/llms/bedrock/chat/converse_transformation.py @@ -1217,15 +1217,15 @@ class AmazonConverseConfig(BaseConfig): # Handle parallel_tool_calls configuration parallel_tool_use_config = additional_request_params.pop("_parallel_tool_use_config", None) - if parallel_tool_use_config is not None: - # Merge the tool_choice config from parallel_tool_calls into additional_request_params + if parallel_tool_use_config is not None and is_claude_4_5_on_bedrock(model): for key, value in parallel_tool_use_config.items(): if key in additional_request_params and isinstance(additional_request_params[key], dict) and isinstance(value, dict): - # Merge dictionaries additional_request_params[key].update(value) else: additional_request_params[key] = value + additional_request_params.pop("parallel_tool_calls", None) + # Only set the topK value in for models that support it additional_request_params.update( self._handle_top_k_value(model, inference_params) @@ -1779,6 +1779,92 @@ class AmazonConverseConfig(BaseConfig): return content_str, tools, reasoningContentBlocks, citationsContentBlocks + @staticmethod + def _unwrap_bedrock_properties(json_str: str) -> str: + """ + Unwrap Bedrock's response_format JSON structure. + + If the JSON has a single "properties" key, extract its value. + Otherwise, return the original string. + + Args: + json_str: JSON string to unwrap + + Returns: + Unwrapped JSON string or original if unwrapping not needed + """ + try: + response_data = json.loads(json_str) + if ( + isinstance(response_data, dict) + and "properties" in response_data + and len(response_data) == 1 + ): + response_data = response_data["properties"] + return json.dumps(response_data) + except json.JSONDecodeError: + pass + return json_str + + @staticmethod + def _filter_json_mode_tools( + json_mode: Optional[bool], + tools: List[ChatCompletionToolCallChunk], + chat_completion_message: ChatCompletionResponseMessage, + ) -> Optional[List[ChatCompletionToolCallChunk]]: + """ + When json_mode is True, Bedrock may return the internal `json_tool_call` + tool alongside real user-defined tools. This method handles 3 scenarios: + + 1. Only json_tool_call present -> convert to text content, return None + 2. Mixed json_tool_call + real -> filter out json_tool_call, return real tools + 3. No json_tool_call / no json_mode -> return tools as-is + """ + if not json_mode or not tools: + return tools if tools else None + + json_tool_indices = [ + i + for i, t in enumerate(tools) + if t["function"].get("name") == RESPONSE_FORMAT_TOOL_NAME + ] + + if not json_tool_indices: + # No json_tool_call found, return tools unchanged + return tools + + if len(json_tool_indices) == len(tools): + # All tools are json_tool_call — convert first one to content + verbose_logger.debug( + "Processing JSON tool call response for response_format" + ) + json_mode_content_str: Optional[str] = tools[0]["function"].get( + "arguments" + ) + if json_mode_content_str is not None: + json_mode_content_str = AmazonConverseConfig._unwrap_bedrock_properties( + json_mode_content_str + ) + chat_completion_message["content"] = json_mode_content_str + return None + + # Mixed: filter out json_tool_call, keep real tools. + # Preserve the json_tool_call content as message text so the structured + # output from response_format is not silently lost. + first_idx = json_tool_indices[0] + json_mode_args = tools[first_idx]["function"].get("arguments") + if json_mode_args is not None: + json_mode_args = AmazonConverseConfig._unwrap_bedrock_properties( + json_mode_args + ) + existing = chat_completion_message.get("content") or "" + chat_completion_message["content"] = ( + existing + json_mode_args if existing else json_mode_args + ) + + real_tools = [t for i, t in enumerate(tools) if i not in json_tool_indices] + return real_tools if real_tools else None + def _transform_response( # noqa: PLR0915 self, model: str, @@ -1801,7 +1887,7 @@ class AmazonConverseConfig(BaseConfig): additional_args={"complete_input_dict": data}, ) - json_mode: Optional[bool] = optional_params.pop("json_mode", None) + json_mode: Optional[bool] = optional_params.get("json_mode", None) ## RESPONSE OBJECT try: completion_response = ConverseResponseBlock(**response.json()) # type: ignore @@ -1885,37 +1971,13 @@ class AmazonConverseConfig(BaseConfig): self._transform_thinking_blocks(reasoningContentBlocks) ) chat_completion_message["content"] = content_str - if ( - json_mode is True - and tools is not None - and len(tools) == 1 - and tools[0]["function"].get("name") == RESPONSE_FORMAT_TOOL_NAME - ): - verbose_logger.debug( - "Processing JSON tool call response for response_format" - ) - json_mode_content_str: Optional[str] = tools[0]["function"].get("arguments") - if json_mode_content_str is not None: - # Bedrock returns the response wrapped in a "properties" object - # We need to extract the actual content from this wrapper - try: - response_data = json.loads(json_mode_content_str) - - # If Bedrock wrapped the response in "properties", extract the content - if ( - isinstance(response_data, dict) - and "properties" in response_data - and len(response_data) == 1 - ): - response_data = response_data["properties"] - json_mode_content_str = json.dumps(response_data) - except json.JSONDecodeError: - # If parsing fails, use the original response - pass - - chat_completion_message["content"] = json_mode_content_str - elif tools: - chat_completion_message["tool_calls"] = tools + filtered_tools = self._filter_json_mode_tools( + json_mode=json_mode, + tools=tools, + chat_completion_message=chat_completion_message, + ) + if filtered_tools: + chat_completion_message["tool_calls"] = filtered_tools ## CALCULATING USAGE - bedrock returns usage in the headers usage = self._transform_usage(completion_response["usage"]) diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py index 1c58a11eeb..88f7341ed0 100644 --- a/litellm/llms/bedrock/chat/invoke_handler.py +++ b/litellm/llms/bedrock/chat/invoke_handler.py @@ -22,6 +22,7 @@ import litellm from litellm import verbose_logger from litellm._uuid import uuid from litellm.caching.caching import InMemoryCache +from litellm.constants import RESPONSE_FORMAT_TOOL_NAME from litellm.litellm_core_utils.core_helpers import map_finish_reason from litellm.litellm_core_utils.litellm_logging import Logging from litellm.litellm_core_utils.logging_utils import track_llm_api_timing @@ -252,7 +253,7 @@ async def make_call( response.aiter_bytes(chunk_size=stream_chunk_size) ) else: - decoder = AWSEventStreamDecoder(model=model) + decoder = AWSEventStreamDecoder(model=model, json_mode=json_mode) completion_stream = decoder.aiter_bytes( response.aiter_bytes(chunk_size=stream_chunk_size) ) @@ -346,7 +347,7 @@ def make_sync_call( response.iter_bytes(chunk_size=stream_chunk_size) ) else: - decoder = AWSEventStreamDecoder(model=model) + decoder = AWSEventStreamDecoder(model=model, json_mode=json_mode) completion_stream = decoder.iter_bytes( response.iter_bytes(chunk_size=stream_chunk_size) ) @@ -1282,7 +1283,7 @@ def get_response_stream_shape(): class AWSEventStreamDecoder: - def __init__(self, model: str) -> None: + def __init__(self, model: str, json_mode: Optional[bool] = False) -> None: from botocore.parsers import EventStreamJSONParser self.model = model @@ -1290,6 +1291,8 @@ class AWSEventStreamDecoder: self.content_blocks: List[ContentBlockDeltaEvent] = [] self.tool_calls_index: Optional[int] = None self.response_id: Optional[str] = None + self.json_mode = json_mode + self._current_tool_name: Optional[str] = None def check_empty_tool_call_args(self) -> bool: """ @@ -1391,6 +1394,16 @@ class AWSEventStreamDecoder: response_tool_name = get_bedrock_tool_name( response_tool_name=_response_tool_name ) + self._current_tool_name = response_tool_name + + # When json_mode is True, suppress the internal json_tool_call + # and convert its content to text in delta events instead + if ( + self.json_mode is True + and response_tool_name == RESPONSE_FORMAT_TOOL_NAME + ): + return tool_use, provider_specific_fields, thinking_blocks + self.tool_calls_index = ( 0 if self.tool_calls_index is None else self.tool_calls_index + 1 ) @@ -1445,19 +1458,27 @@ class AWSEventStreamDecoder: if "text" in delta_obj: text = delta_obj["text"] elif "toolUse" in delta_obj: - tool_use = { - "id": None, - "type": "function", - "function": { - "name": None, - "arguments": delta_obj["toolUse"]["input"], - }, - "index": ( - self.tool_calls_index - if self.tool_calls_index is not None - else index - ), - } + # When json_mode is True and this is the internal json_tool_call, + # convert tool input to text content instead of tool call arguments + if ( + self.json_mode is True + and self._current_tool_name == RESPONSE_FORMAT_TOOL_NAME + ): + text = delta_obj["toolUse"]["input"] + else: + tool_use = { + "id": None, + "type": "function", + "function": { + "name": None, + "arguments": delta_obj["toolUse"]["input"], + }, + "index": ( + self.tool_calls_index + if self.tool_calls_index is not None + else index + ), + } elif "reasoningContent" in delta_obj: provider_specific_fields = { "reasoningContent": delta_obj["reasoningContent"], @@ -1494,6 +1515,17 @@ class AWSEventStreamDecoder: ) -> Optional[ChatCompletionToolCallChunk]: """Handle stop/contentBlockIndex event in converse chunk parsing.""" tool_use: Optional[ChatCompletionToolCallChunk] = None + + # If the ending block was the internal json_tool_call, skip emitting + # the empty-args tool chunk and reset tracking state + if ( + self.json_mode is True + and self._current_tool_name == RESPONSE_FORMAT_TOOL_NAME + ): + self._current_tool_name = None + return tool_use + + self._current_tool_name = None is_empty = self.check_empty_tool_call_args() if is_empty: tool_use = { diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index b09a36be60..d6fdc58099 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -1,4 +1,5 @@ import json +import ssl from typing import ( TYPE_CHECKING, Any, @@ -4659,6 +4660,8 @@ class BaseLLMHTTPHandler: api_key: Optional[str] = None, client: Optional[Any] = None, timeout: Optional[float] = None, + user_api_key_dict: Optional[Any] = None, + litellm_metadata: Optional[Dict[str, Any]] = None, ): import websockets from websockets.asyncio.client import ClientConnection @@ -4672,6 +4675,11 @@ class BaseLLMHTTPHandler: try: ssl_context = get_shared_realtime_ssl_context() + if url.startswith("wss://") and ssl_context is False: + # Keep TLS for wss:// while honoring SSL_VERIFY=False semantics. + ssl_context = ssl.SSLContext(ssl.PROTOCOL_TLS_CLIENT) + ssl_context.check_hostname = False + ssl_context.verify_mode = ssl.CERT_NONE async with websockets.connect( # type: ignore url, additional_headers=headers, @@ -4686,12 +4694,17 @@ class BaseLLMHTTPHandler: if _session_config: await backend_ws.send(_session_config) + _request_data: Dict[str, Any] = {} + if litellm_metadata: + _request_data["litellm_metadata"] = litellm_metadata realtime_streaming = RealTimeStreaming( websocket, cast(ClientConnection, backend_ws), logging_obj, provider_config, model, + user_api_key_dict=user_api_key_dict, + request_data=_request_data, ) if _session_config: realtime_streaming.session_configuration_request = _session_config diff --git a/litellm/llms/featherless_ai/chat/transformation.py b/litellm/llms/featherless_ai/chat/transformation.py index 96702cf886..e62108624d 100644 --- a/litellm/llms/featherless_ai/chat/transformation.py +++ b/litellm/llms/featherless_ai/chat/transformation.py @@ -103,10 +103,15 @@ class FeatherlessAIConfig(OpenAIGPTConfig): # FeatherlessAI is openai compatible, set to custom_openai and use FeatherlessAI's endpoint api_base = ( api_base + or get_secret_str("FEATHERLESS_AI_API_BASE") or get_secret_str("FEATHERLESS_API_BASE") or "https://api.featherless.ai/v1" ) - dynamic_api_key = api_key or get_secret_str("FEATHERLESS_API_KEY") + dynamic_api_key = ( + api_key + or get_secret_str("FEATHERLESS_AI_API_KEY") + or get_secret_str("FEATHERLESS_API_KEY") + ) return api_base, dynamic_api_key def validate_environment( diff --git a/litellm/llms/gemini/image_generation/cost_calculator.py b/litellm/llms/gemini/image_generation/cost_calculator.py index 0a9ca2e527..941ab0d50f 100644 --- a/litellm/llms/gemini/image_generation/cost_calculator.py +++ b/litellm/llms/gemini/image_generation/cost_calculator.py @@ -5,6 +5,9 @@ Google AI Image Generation Cost Calculator from typing import Any import litellm +from litellm.litellm_core_utils.llm_cost_calc.utils import ( + calculate_image_response_cost_from_usage, +) from litellm.types.utils import ImageResponse @@ -13,13 +16,22 @@ def cost_calculator( image_response: Any, ) -> float: """ - Vertex AI Image Generation Cost Calculator + Google AI Image Generation Cost Calculator """ _model_info = litellm.get_model_info( model=model, custom_llm_provider="gemini", ) + if isinstance(image_response, ImageResponse): + token_based_cost = calculate_image_response_cost_from_usage( + model=model, + image_response=image_response, + custom_llm_provider="gemini", + ) + if token_based_cost is not None: + return token_based_cost + output_cost_per_image: float = _model_info.get("output_cost_per_image") or 0.0 num_images: int = 0 if isinstance(image_response, ImageResponse): diff --git a/litellm/llms/gemini/realtime/transformation.py b/litellm/llms/gemini/realtime/transformation.py index 2e0e678e69..a3eedd36a6 100644 --- a/litellm/llms/gemini/realtime/transformation.py +++ b/litellm/llms/gemini/realtime/transformation.py @@ -829,7 +829,7 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): raise ValueError(f"Unknown openai event: {key}, value: {value}") return openai_event - def transform_realtime_response( + def transform_realtime_response( # noqa: PLR0915 self, message: Union[str, bytes], model: str, @@ -867,6 +867,52 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): ) returned_message: List[OpenAIRealtimeEvents] = [] + # Handle transcription events that arrive independently from model + # content. Gemini sends inputTranscription / outputTranscription + # inside serverContent, separately from modelTurn / turnComplete. + server_content = json_message.get("serverContent") + if isinstance(server_content, dict): + input_tx = server_content.get("inputTranscription") + if isinstance(input_tx, dict) and input_tx.get("text"): + returned_message.append( + cast(OpenAIRealtimeEvents, { + "type": "conversation.item.input_audio_transcription.completed", + "event_id": "event_{}".format(uuid.uuid4()), + "transcript": input_tx["text"], + "item_id": "item_{}".format(uuid.uuid4()), + "content_index": 0, + }) + ) + + output_tx = server_content.get("outputTranscription") + if isinstance(output_tx, dict) and output_tx.get("text"): + returned_message.append( + cast(OpenAIRealtimeEvents, { + "type": "response.audio_transcript.delta", + "event_id": "event_{}".format(uuid.uuid4()), + "delta": output_tx["text"], + "item_id": current_output_item_id or "item_{}".format(uuid.uuid4()), + "response_id": current_response_id or "resp_{}".format(uuid.uuid4()), + "output_index": 0, + "content_index": 0, + }) + ) + + # If serverContent only contained transcription(s) and no model + # content, return early — the main loop would fail on unknown keys. + _model_content_keys = {"modelTurn", "turnComplete", "interrupted", "generationComplete"} + if not any(k in server_content for k in _model_content_keys): + return { + "response": returned_message, + "current_output_item_id": current_output_item_id, + "current_response_id": current_response_id, + "current_delta_chunks": current_delta_chunks, + "current_conversation_id": current_conversation_id, + "current_item_chunks": current_item_chunks, + "current_delta_type": current_delta_type, + "session_configuration_request": session_configuration_request, + } + for key, value in json_message.items(): # Check if this key or any nested key matches our mapping openai_event = self.map_openai_event( @@ -974,6 +1020,8 @@ class GeminiRealtimeConfig(BaseRealtimeConfig): setup_config: BidiGenerateContentSetup = { "model": f"models/{model}", "generationConfig": {"responseModalities": response_modalities}, + # Return input transcript so guardrails can inspect user speech. + "inputAudioTranscription": {}, } if output_audio_transcription: setup_config["outputAudioTranscription"] = {} diff --git a/litellm/llms/hosted_vllm/responses/transformation.py b/litellm/llms/hosted_vllm/responses/transformation.py new file mode 100644 index 0000000000..4dfead0d98 --- /dev/null +++ b/litellm/llms/hosted_vllm/responses/transformation.py @@ -0,0 +1,71 @@ +""" +Responses API transformation for Hosted VLLM provider. + +vLLM natively supports the OpenAI-compatible /v1/responses endpoint, +so this config enables direct routing instead of falling back to +the chat completions → responses conversion pipeline. +""" + +from typing import Optional + +from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig +from litellm.secret_managers.main import get_secret_str +from litellm.types.router import GenericLiteLLMParams +from litellm.types.utils import LlmProviders + + +class HostedVLLMResponsesAPIConfig(OpenAIResponsesAPIConfig): + """ + Configuration for Hosted VLLM Responses API support. + + Extends OpenAI's config since vLLM follows OpenAI's API spec, + but uses HOSTED_VLLM_API_BASE for the base URL and defaults + to "fake-api-key" when no API key is provided (vLLM does not + require authentication by default). + """ + + @property + def custom_llm_provider(self) -> LlmProviders: + return LlmProviders.HOSTED_VLLM + + def validate_environment( + self, + headers: dict, + model: str, + litellm_params: Optional[GenericLiteLLMParams], + ) -> dict: + litellm_params = litellm_params or GenericLiteLLMParams() + api_key = ( + litellm_params.api_key + or get_secret_str("HOSTED_VLLM_API_KEY") + or "fake-api-key" + ) # vllm does not require an api key + headers.update( + { + "Authorization": f"Bearer {api_key}", + } + ) + return headers + + def get_complete_url( + self, + api_base: Optional[str], + litellm_params: dict, + ) -> str: + api_base = api_base or get_secret_str("HOSTED_VLLM_API_BASE") + + if api_base is None: + raise ValueError( + "api_base not set for Hosted VLLM responses API. " + "Set via api_base parameter or HOSTED_VLLM_API_BASE environment variable" + ) + + # Remove trailing slashes + api_base = api_base.rstrip("/") + + # If api_base already ends with /v1, append /responses + # Otherwise append /v1/responses + if api_base.endswith("/v1"): + return f"{api_base}/responses" + + return f"{api_base}/v1/responses" diff --git a/litellm/llms/mistral/ocr/guardrail_translation/__init__.py b/litellm/llms/mistral/ocr/guardrail_translation/__init__.py new file mode 100644 index 0000000000..da7b6ee6bf --- /dev/null +++ b/litellm/llms/mistral/ocr/guardrail_translation/__init__.py @@ -0,0 +1,11 @@ +"""Mistral OCR handler for Unified Guardrails.""" + +from litellm.llms.mistral.ocr.guardrail_translation.handler import OCRHandler +from litellm.types.utils import CallTypes + +guardrail_translation_mappings = { + CallTypes.ocr: OCRHandler, + CallTypes.aocr: OCRHandler, +} + +__all__ = ["guardrail_translation_mappings", "OCRHandler"] diff --git a/litellm/llms/mistral/ocr/guardrail_translation/handler.py b/litellm/llms/mistral/ocr/guardrail_translation/handler.py new file mode 100644 index 0000000000..87d79a3ce6 --- /dev/null +++ b/litellm/llms/mistral/ocr/guardrail_translation/handler.py @@ -0,0 +1,155 @@ +""" +OCR Handler for Unified Guardrails + +Provides guardrail translation support for the OCR endpoint. +Processes the extracted markdown text from OCR pages. +""" + +from typing import TYPE_CHECKING, Any, List, Optional + +from litellm._logging import verbose_proxy_logger +from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation +from litellm.types.utils import GenericGuardrailAPIInputs + +if TYPE_CHECKING: + from litellm.integrations.custom_guardrail import CustomGuardrail + from litellm.llms.base_llm.ocr.transformation import OCRResponse + + +class OCRHandler(BaseTranslation): + """ + Handler for processing OCR requests/responses with guardrails. + + Input: The OCR input is a document URL/reference - not text content. + We pass the document URL as text for guardrails that may want to + validate or filter document sources. + + Output: OCR responses contain extracted markdown text per page. + The handler extracts all page markdown, applies guardrails, + and maps the guardrailed text back to the pages. + """ + + async def process_input_messages( + self, + data: dict, + guardrail_to_apply: "CustomGuardrail", + litellm_logging_obj: Optional[Any] = None, + ) -> Any: + """ + Process OCR input by applying guardrails to the document reference. + + The OCR input contains a document dict with a URL. We extract + the URL and pass it to the guardrail for validation. + + Args: + data: Request data containing 'document' parameter + guardrail_to_apply: The guardrail instance to apply + litellm_logging_obj: Optional logging object + + Returns: + Modified data with guardrails applied + """ + document = data.get("document") + if document is None or not isinstance(document, dict): + verbose_proxy_logger.debug( + "OCR guardrail: No valid document found in request data" + ) + return data + + # Extract the document URL for guardrail checking + texts_to_check: List[str] = [] + doc_type = document.get("type") + if doc_type == "document_url": + url = document.get("document_url") + if url and isinstance(url, str): + texts_to_check.append(url) + elif doc_type == "image_url": + url = document.get("image_url") + if url and isinstance(url, str): + texts_to_check.append(url) + + if not texts_to_check: + return data + + inputs = GenericGuardrailAPIInputs(texts=texts_to_check) + model = data.get("model") + if model: + inputs["model"] = model + + await guardrail_to_apply.apply_guardrail( + inputs=inputs, + request_data=data, + input_type="request", + logging_obj=litellm_logging_obj, + ) + + return data + + async def process_output_response( + self, + response: "OCRResponse", + guardrail_to_apply: "CustomGuardrail", + litellm_logging_obj: Optional[Any] = None, + user_api_key_dict: Optional[Any] = None, + ) -> Any: + """ + Process OCR output by applying guardrails to extracted page text. + + Extracts markdown text from each OCR page, applies guardrails, + and maps the guardrailed text back to the pages. + + Args: + response: OCRResponse with pages containing markdown text + guardrail_to_apply: The guardrail instance to apply + litellm_logging_obj: Optional logging object + user_api_key_dict: User API key metadata + + Returns: + Modified OCRResponse with guardrailed page text + """ + if not hasattr(response, "pages") or not response.pages: + verbose_proxy_logger.debug( + "OCR guardrail: No pages found in OCR response" + ) + return response + + # Extract markdown text from all pages + texts_to_check: List[str] = [] + page_indices: List[int] = [] + for i, page in enumerate(response.pages): + if hasattr(page, "markdown") and page.markdown: + texts_to_check.append(page.markdown) + page_indices.append(i) + + if not texts_to_check: + return response + + inputs = GenericGuardrailAPIInputs(texts=texts_to_check) + model = getattr(response, "model", None) + if model: + inputs["model"] = model + + # Add user metadata if available + if user_api_key_dict is not None: + metadata = self.transform_user_api_key_dict_to_metadata(user_api_key_dict) + inputs.update(metadata) # type: ignore + + guardrailed_inputs = await guardrail_to_apply.apply_guardrail( + inputs=inputs, + request_data={}, + input_type="response", + logging_obj=litellm_logging_obj, + ) + + # Map guardrailed text back to pages + guardrailed_texts = guardrailed_inputs.get("texts", []) + for idx, page_idx in enumerate(page_indices): + if idx < len(guardrailed_texts): + response.pages[page_idx].markdown = guardrailed_texts[idx] + + verbose_proxy_logger.debug( + "OCR guardrail: Applied guardrail to %d pages", + len(guardrailed_texts), + ) + + return response diff --git a/litellm/llms/openai/chat/gpt_5_transformation.py b/litellm/llms/openai/chat/gpt_5_transformation.py index 05c003c8b7..e491770a24 100644 --- a/litellm/llms/openai/chat/gpt_5_transformation.py +++ b/litellm/llms/openai/chat/gpt_5_transformation.py @@ -40,11 +40,16 @@ class OpenAIGPT5Config(OpenAIGPTConfig): gpt-5.1/5.2 support temperature when reasoning_effort="none", unlike base gpt-5 which only supports temperature=1. Excludes - pro variants which keep stricter knobs. + pro variants which keep stricter knobs and gpt-5.2-chat variants + which only support temperature=1. """ model_name = model.split("/")[-1] is_gpt_5_1 = model_name.startswith("gpt-5.1") - is_gpt_5_2 = model_name.startswith("gpt-5.2") and "pro" not in model_name + is_gpt_5_2 = ( + model_name.startswith("gpt-5.2") + and "pro" not in model_name + and not model_name.startswith("gpt-5.2-chat") + ) return is_gpt_5_1 or is_gpt_5_2 @classmethod diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py index c7524925bd..7020f796bb 100644 --- a/litellm/llms/openai/openai.py +++ b/litellm/llms/openai/openai.py @@ -1401,6 +1401,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): client=None, max_retries=None, organization: Optional[str] = None, + headers: Optional[dict] = None, ): response = None try: @@ -1414,6 +1415,8 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): client=client, ) + if headers: + data["extra_headers"] = headers response = await openai_aclient.images.generate(**data, timeout=timeout) # type: ignore stringified_response = response.model_dump() ## LOGGING @@ -1446,6 +1449,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): client=None, aimg_generation=None, organization: Optional[str] = None, + headers: Optional[dict] = None, ) -> ImageResponse: data = {} try: @@ -1455,7 +1459,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): raise OpenAIError(status_code=422, message="max retries must be an int") if aimg_generation is True: - return self.aimage_generation(data=data, prompt=prompt, logging_obj=logging_obj, model_response=model_response, api_base=api_base, api_key=api_key, timeout=timeout, client=client, max_retries=max_retries, organization=organization) # type: ignore + return self.aimage_generation(data=data, prompt=prompt, logging_obj=logging_obj, model_response=model_response, api_base=api_base, api_key=api_key, timeout=timeout, client=client, max_retries=max_retries, organization=organization, headers=headers) # type: ignore openai_client: OpenAI = self._get_openai_client( # type: ignore is_async=False, @@ -1480,6 +1484,8 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): ) ## COMPLETION CALL + if headers: + data["extra_headers"] = headers _response = openai_client.images.generate(**data, timeout=timeout) # type: ignore response = _response.model_dump() diff --git a/litellm/llms/openai_like/providers.json b/litellm/llms/openai_like/providers.json index 1b1b1c2f8c..b3125d4ad3 100644 --- a/litellm/llms/openai_like/providers.json +++ b/litellm/llms/openai_like/providers.json @@ -90,5 +90,9 @@ "headers": { "api-subscription-key": "{api_key}" } + }, + "assemblyai": { + "base_url": "https://llm-gateway.assemblyai.com/v1", + "api_key_env": "ASSEMBLYAI_API_KEY" } } diff --git a/litellm/llms/vertex_ai/gemini/transformation.py b/litellm/llms/vertex_ai/gemini/transformation.py index 5d39729789..b8343d735b 100644 --- a/litellm/llms/vertex_ai/gemini/transformation.py +++ b/litellm/llms/vertex_ai/gemini/transformation.py @@ -500,7 +500,7 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 messages[msg_i]["role"] not in tool_call_message_roles ): if len(tool_call_responses) > 0: - contents.append(ContentType(parts=tool_call_responses)) + contents.append(ContentType(role="user", parts=tool_call_responses)) tool_call_responses = [] if msg_i == init_msg_i: # prevent infinite loops @@ -510,7 +510,7 @@ def _gemini_convert_messages_with_history( # noqa: PLR0915 ) ) if len(tool_call_responses) > 0: - contents.append(ContentType(parts=tool_call_responses)) + contents.append(ContentType(role="user", parts=tool_call_responses)) if len(contents) == 0: verbose_logger.warning( 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 3e0c5e69a9..21fb04c279 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 @@ -313,6 +313,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): "logprobs", "top_logprobs", "modalities", + "audio", "parallel_tool_calls", "web_search_options", ] @@ -1633,6 +1634,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): prompt_audio_tokens: Optional[int] = None prompt_image_tokens: Optional[int] = None prompt_text_tokens: Optional[int] = None + prompt_video_tokens: Optional[int] = None prompt_tokens_details: Optional[PromptTokensDetailsWrapper] = None reasoning_tokens: Optional[int] = None response_tokens: Optional[int] = None @@ -1667,9 +1669,11 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): response_tokens_details.audio_tokens = token_count elif modality == "IMAGE": response_tokens_details.image_tokens = token_count + elif modality == "VIDEO": + response_tokens_details.video_tokens = token_count # Calculate text_tokens if not explicitly provided in candidatesTokensDetails - # candidatesTokenCount includes all modalities, so: text = total - (image + audio) + # candidatesTokenCount includes all modalities, so: text = total - (image + audio + video) candidates_token_count = usage_metadata.get("candidatesTokenCount", 0) if candidates_token_count > 0: if response_tokens_details is None: @@ -1677,10 +1681,12 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): if response_tokens_details.text_tokens is None: completion_image_tokens = response_tokens_details.image_tokens or 0 completion_audio_tokens = response_tokens_details.audio_tokens or 0 + completion_video_tokens = response_tokens_details.video_tokens or 0 calculated_text_tokens = ( candidates_token_count - completion_image_tokens - completion_audio_tokens + - completion_video_tokens ) response_tokens_details.text_tokens = calculated_text_tokens ######################################################### @@ -1694,12 +1700,15 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): prompt_text_tokens = detail.get("tokenCount", 0) elif detail["modality"] == "IMAGE": prompt_image_tokens = detail.get("tokenCount", 0) + elif detail["modality"] == "VIDEO": + prompt_video_tokens = detail.get("tokenCount", 0) ## Parse cacheTokensDetails (breakdown of cached tokens by modality) ## When explicit caching is used, Gemini provides this field to show which modalities were cached cached_text_tokens: Optional[int] = None cached_audio_tokens: Optional[int] = None cached_image_tokens: Optional[int] = None + cached_video_tokens: Optional[int] = None if "cacheTokensDetails" in usage_metadata: for detail in usage_metadata["cacheTokensDetails"]: @@ -1709,6 +1718,8 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): cached_text_tokens = detail.get("tokenCount", 0) elif detail["modality"] == "IMAGE": cached_image_tokens = detail.get("tokenCount", 0) + elif detail["modality"] == "VIDEO": + cached_video_tokens = detail.get("tokenCount", 0) ## Calculate non-cached tokens by subtracting cached from total (per modality) ## This is necessary because promptTokensDetails includes both cached and non-cached tokens @@ -1720,6 +1731,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): cached_tokens is not None and prompt_text_tokens is not None and cached_text_tokens is None + and "cacheTokensDetails" not in usage_metadata ): # Implicit caching: only cachedContentTokenCount is provided (no cacheTokensDetails) # Subtract from text tokens since implicit caching is primarily for text content @@ -1729,6 +1741,8 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): prompt_audio_tokens = prompt_audio_tokens - cached_audio_tokens if cached_image_tokens is not None and prompt_image_tokens is not None: prompt_image_tokens = prompt_image_tokens - cached_image_tokens + if cached_video_tokens is not None and prompt_video_tokens is not None: + prompt_video_tokens = prompt_video_tokens - cached_video_tokens if "thoughtsTokenCount" in usage_metadata: reasoning_tokens = usage_metadata["thoughtsTokenCount"] @@ -1742,6 +1756,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig): audio_tokens=prompt_audio_tokens, text_tokens=prompt_text_tokens, image_tokens=prompt_image_tokens, + video_tokens=prompt_video_tokens, ) completion_tokens = response_tokens or completion_response["usageMetadata"].get( diff --git a/litellm/llms/vertex_ai/image_generation/cost_calculator.py b/litellm/llms/vertex_ai/image_generation/cost_calculator.py index 646c6080a2..012de5498c 100644 --- a/litellm/llms/vertex_ai/image_generation/cost_calculator.py +++ b/litellm/llms/vertex_ai/image_generation/cost_calculator.py @@ -3,6 +3,9 @@ Vertex AI Image Generation Cost Calculator """ import litellm +from litellm.litellm_core_utils.llm_cost_calc.utils import ( + calculate_image_response_cost_from_usage, +) from litellm.types.utils import ImageResponse @@ -18,6 +21,14 @@ def cost_calculator( custom_llm_provider="vertex_ai", ) + token_based_cost = calculate_image_response_cost_from_usage( + model=model, + image_response=image_response, + custom_llm_provider="vertex_ai", + ) + if token_based_cost is not None: + return token_based_cost + output_cost_per_image: float = _model_info.get("output_cost_per_image") or 0.0 num_images: int = 0 if image_response.data: diff --git a/litellm/llms/vertex_ai/realtime/transformation.py b/litellm/llms/vertex_ai/realtime/transformation.py index eaa9844f10..5eae143175 100644 --- a/litellm/llms/vertex_ai/realtime/transformation.py +++ b/litellm/llms/vertex_ai/realtime/transformation.py @@ -124,6 +124,8 @@ class VertexAIRealtimeConfig(GeminiRealtimeConfig): "silenceDurationMs": 800, } }, + # Return input transcript so guardrails can inspect user speech. + "inputAudioTranscription": {}, # Return output transcript so clients can read what the model said. "outputAudioTranscription": {}, } 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 6a5b934661..78418799eb 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 @@ -144,6 +144,7 @@ class VertexAIAnthropicConfig(AnthropicConfig): if beta_set: data["anthropic_beta"] = list(beta_set) + headers["anthropic-beta"] = ",".join(beta_set) return data diff --git a/litellm/llms/vertex_ai/videos/transformation.py b/litellm/llms/vertex_ai/videos/transformation.py index 8cdccc4cd6..60852c1bf0 100644 --- a/litellm/llms/vertex_ai/videos/transformation.py +++ b/litellm/llms/vertex_ai/videos/transformation.py @@ -119,6 +119,12 @@ class VertexAIVideoConfig(BaseVideoConfig, VertexBase): # Map input_reference to image (will be processed in transform_video_create_request) if "input_reference" in video_create_optional_params: mapped_params["image"] = video_create_optional_params["input_reference"] + elif "image" in video_create_optional_params: + mapped_params["image"] = video_create_optional_params["image"] + + # Pass through a provider-specific parameters block if provided directly + if "parameters" in video_create_optional_params: + mapped_params["parameters"] = video_create_optional_params["parameters"] # Map size to aspectRatio if "size" in video_create_optional_params: @@ -263,23 +269,49 @@ class VertexAIVideoConfig(BaseVideoConfig, VertexBase): instance_dict: Dict[str, Any] = {"prompt": prompt} params_copy = video_create_optional_request_params.copy() - # Check if user wants to provide full instance dict if "instances" in params_copy and isinstance(params_copy["instances"], dict): # Replace/merge with user-provided instance instance_dict.update(params_copy["instances"]) params_copy.pop("instances") elif "image" in params_copy and params_copy["image"] is not None: - image_data = _convert_image_to_vertex_format(params_copy["image"]) + image = params_copy["image"] + if isinstance(image, dict): + # Already in Vertex format e.g. {"gcsUri": "gs://..."} or + # {"bytesBase64Encoded": "...", "mimeType": "..."} + image_data = image + elif isinstance(image, str) and image.startswith("gs://"): + # Bare GCS URI — Vertex AI accepts gcsUri natively, no download needed + image_data = {"gcsUri": image} + elif isinstance(image, str): + raise ValueError( + f"Unsupported image value '{image}'. " + "Provide a GCS URI (gs://...), a dict with 'gcsUri' or " + "'bytesBase64Encoded'/'mimeType', or a binary file-like object." + ) + else: + # File-like object — encode to base64 + image_data = _convert_image_to_vertex_format(image) instance_dict["image"] = image_data params_copy.pop("image") + # Extract a nested "parameters" block that map_openai_params may have placed + # inside params_copy (e.g. from provider-specific pass-through). Merging it + # flat prevents the double-nesting bug: + # {"parameters": {"parameters": {...}}} ← wrong + # {"parameters": {...}} ← correct + nested_params = params_copy.pop("parameters", None) + vertex_params: Dict[str, Any] = {} + if isinstance(nested_params, dict): + vertex_params.update(nested_params) + vertex_params.update(params_copy) + # Build request data directly (TypedDict doesn't have model_dump) request_data: Dict[str, Any] = {"instances": [instance_dict]} # Only add parameters if there are any - if params_copy: - request_data["parameters"] = params_copy + if vertex_params: + request_data["parameters"] = vertex_params # Append :predictLongRunning endpoint to api_base url = f"{api_base}:predictLongRunning" diff --git a/litellm/main.py b/litellm/main.py index 1adf790bf6..378de17396 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -4680,12 +4680,16 @@ def embedding( # noqa: PLR0915 if dynamic_api_key is not None: api_key = dynamic_api_key + allowed_openai_params: Optional[List[str]] = kwargs.get( + "allowed_openai_params", None + ) optional_params = get_optional_params_embeddings( model=model, user=user, dimensions=dimensions, encoding_format=encoding_format, custom_llm_provider=custom_llm_provider, + allowed_openai_params=allowed_openai_params, **non_default_params, ) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 57563fc0bc..cbd64a178b 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -14194,6 +14194,38 @@ "supports_vision": true, "supports_web_search": true }, + "gemini-3.1-flash-image-preview": { + "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, + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models", + "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_response_schema": true, + "supports_system_messages": true, + "supports_vision": true, + "supports_web_search": true + }, "deep-research-pro-preview-12-2025": { "input_cost_per_image": 0.0011, "input_cost_per_token": 2e-06, @@ -16257,7 +16289,7 @@ "cache_read_input_token_cost": 3e-08, "input_cost_per_audio_token": 1e-06, "input_cost_per_token": 3e-07, - "litellm_provider": "vertex_ai-language-models", + "litellm_provider": "gemini", "max_audio_length_hours": 8.4, "max_audio_per_prompt": 1, "supports_reasoning": false, @@ -19178,6 +19210,39 @@ "supports_tool_choice": true, "supports_vision": false }, + "gpt-audio-1.5": { + "input_cost_per_audio_token": 3.2e-05, + "input_cost_per_token": 2.5e-06, + "litellm_provider": "openai", + "max_input_tokens": 128000, + "max_output_tokens": 16384, + "max_tokens": 16384, + "mode": "chat", + "output_cost_per_audio_token": 6.4e-05, + "output_cost_per_token": 1e-05, + "supported_endpoints": [ + "/v1/chat/completions" + ], + "supported_modalities": [ + "text", + "audio" + ], + "supported_output_modalities": [ + "text", + "audio" + ], + "supports_audio_input": true, + "supports_audio_output": true, + "supports_function_calling": true, + "supports_native_streaming": true, + "supports_parallel_function_calling": true, + "supports_prompt_caching": false, + "supports_reasoning": false, + "supports_response_schema": false, + "supports_system_messages": true, + "supports_tool_choice": true, + "supports_vision": false + }, "gpt-audio-2025-08-28": { "input_cost_per_audio_token": 3.2e-05, "input_cost_per_token": 2.5e-06, @@ -20895,6 +20960,38 @@ "supports_system_messages": true, "supports_tool_choice": true }, + "gpt-realtime-1.5": { + "cache_creation_input_audio_token_cost": 4e-07, + "cache_read_input_token_cost": 4e-07, + "input_cost_per_audio_token": 3.2e-05, + "input_cost_per_image": 5e-06, + "input_cost_per_token": 4e-06, + "litellm_provider": "openai", + "max_input_tokens": 32000, + "max_output_tokens": 4096, + "max_tokens": 4096, + "mode": "chat", + "output_cost_per_audio_token": 6.4e-05, + "output_cost_per_token": 1.6e-05, + "supported_endpoints": [ + "/v1/realtime" + ], + "supported_modalities": [ + "text", + "image", + "audio" + ], + "supported_output_modalities": [ + "text", + "audio" + ], + "supports_audio_input": true, + "supports_audio_output": true, + "supports_function_calling": true, + "supports_parallel_function_calling": true, + "supports_system_messages": true, + "supports_tool_choice": true + }, "gpt-realtime-mini": { "cache_creation_input_audio_token_cost": 3e-07, "cache_read_input_audio_token_cost": 3e-07, @@ -25060,6 +25157,25 @@ "supports_vision": true, "tool_use_system_prompt_tokens": 159 }, + "openrouter/anthropic/claude-opus-4.6": { + "cache_creation_input_token_cost": 6.25e-06, + "cache_read_input_token_cost": 5e-07, + "input_cost_per_token": 5e-06, + "litellm_provider": "openrouter", + "max_input_tokens": 1000000, + "max_output_tokens": 128000, + "max_tokens": 128000, + "mode": "chat", + "output_cost_per_token": 2.5e-05, + "supports_assistant_prefill": true, + "supports_computer_use": true, + "supports_function_calling": true, + "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_tool_choice": true, + "supports_vision": true, + "tool_use_system_prompt_tokens": 346 + }, "openrouter/anthropic/claude-sonnet-4.5": { "input_cost_per_image": 0.0048, "cache_creation_input_token_cost": 3.75e-06, @@ -26072,6 +26188,42 @@ "supports_prompt_caching": true, "supports_computer_use": false }, + "openrouter/openrouter/auto": { + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "litellm_provider": "openrouter", + "max_input_tokens": 2000000, + "max_tokens": 2000000, + "mode": "chat", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_vision": true, + "supports_audio_input": true, + "supports_video_input": true + }, + "openrouter/openrouter/free": { + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "litellm_provider": "openrouter", + "max_input_tokens": 200000, + "max_tokens": 200000, + "mode": "chat", + "supports_function_calling": true, + "supports_tool_choice": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_vision": true + }, + "openrouter/openrouter/bodybuilder": { + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "litellm_provider": "openrouter", + "max_input_tokens": 128000, + "max_tokens": 128000, + "mode": "chat" + }, "ovhcloud/DeepSeek-R1-Distill-Llama-70B": { "input_cost_per_token": 6.7e-07, "litellm_provider": "ovhcloud", @@ -26618,8 +26770,8 @@ "mode": "chat", "output_cost_per_token": 0.0, "source": "https://platform.publicai.co/docs", - "supports_function_calling": true, - "supports_tool_choice": true + "supports_function_calling": false, + "supports_tool_choice": false }, "publicai/swiss-ai/apertus-70b-instruct": { "input_cost_per_token": 0.0, @@ -26630,8 +26782,8 @@ "mode": "chat", "output_cost_per_token": 0.0, "source": "https://platform.publicai.co/docs", - "supports_function_calling": true, - "supports_tool_choice": true + "supports_function_calling": false, + "supports_tool_choice": false }, "publicai/aisingapore/Gemma-SEA-LION-v4-27B-IT": { "input_cost_per_token": 0.0, @@ -31545,6 +31697,19 @@ "output_cost_per_token_batches": 6e-06, "source": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro-image" }, + "vertex_ai/gemini-3.1-flash-image-preview": { + "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, + "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing#gemini-models" + }, "vertex_ai/deep-research-pro-preview-12-2025": { "input_cost_per_image": 0.0011, "input_cost_per_token": 2e-06, @@ -32946,6 +33111,7 @@ "supports_web_search": true }, "xai/grok-2-vision-1212": { + "deprecation_date": "2026-02-28", "input_cost_per_image": 2e-06, "input_cost_per_token": 2e-06, "litellm_provider": "xai", @@ -33050,6 +33216,7 @@ }, "xai/grok-3-mini": { "cache_read_input_token_cost": 7.5e-08, + "deprecation_date": "2026-02-28", "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, @@ -33066,6 +33233,7 @@ }, "xai/grok-3-mini-beta": { "cache_read_input_token_cost": 7.5e-08, + "deprecation_date": "2026-02-28", "input_cost_per_token": 3e-07, "litellm_provider": "xai", "max_input_tokens": 131072, diff --git a/litellm/ocr/main.py b/litellm/ocr/main.py index 5acab8cbf2..47cff8a2c0 100644 --- a/litellm/ocr/main.py +++ b/litellm/ocr/main.py @@ -2,8 +2,14 @@ Main OCR function for LiteLLM. """ import asyncio +import base64 import contextvars +import mimetypes +import os +import re from functools import partial +from io import IOBase +from pathlib import Path from typing import Any, Coroutine, Dict, Optional, Union import httpx @@ -25,7 +31,7 @@ base_llm_http_handler = BaseLLMHTTPHandler() @client async def aocr( model: str, - document: Dict[str, str], + document: Dict[str, Any], api_key: Optional[str] = None, api_base: Optional[str] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, @@ -35,26 +41,27 @@ async def aocr( ) -> OCRResponse: """ Async OCR function. - + Args: model: Model name (e.g., "mistral/mistral-ocr-latest") document: Document to process in Mistral format: - {"type": "document_url", "document_url": "https://..."} for PDFs/docs or - {"type": "image_url", "image_url": "https://..."} for images + {"type": "document_url", "document_url": "https://..."} for PDFs/docs, + {"type": "image_url", "image_url": "https://..."} for images, or + {"type": "file", "file": } for local files api_key: Optional API key api_base: Optional API base URL timeout: Optional timeout custom_llm_provider: Optional custom LLM provider extra_headers: Optional extra headers **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit) - + Returns: OCRResponse in Mistral OCR format with pages, model, usage_info, etc. - + Example: ```python import litellm - + # OCR with PDF response = await litellm.aocr( model="mistral/mistral-ocr-latest", @@ -64,7 +71,7 @@ async def aocr( }, include_image_base64=True ) - + # OCR with image response = await litellm.aocr( model="mistral/mistral-ocr-latest", @@ -73,7 +80,7 @@ async def aocr( "image_url": "https://example.com/image.png" } ) - + # OCR with base64 encoded PDF response = await litellm.aocr( model="mistral/mistral-ocr-latest", @@ -82,6 +89,12 @@ async def aocr( "document_url": f"data:application/pdf;base64,{base64_pdf}" } ) + + # OCR with local file + response = await litellm.aocr( + model="mistral/mistral-ocr-latest", + document={"type": "file", "file": "/path/to/document.pdf"} + ) ``` """ local_vars = locals() @@ -135,7 +148,7 @@ async def aocr( @client def ocr( model: str, - document: Dict[str, str], + document: Dict[str, Any], api_key: Optional[str] = None, api_base: Optional[str] = None, timeout: Optional[Union[float, httpx.Timeout]] = None, @@ -145,26 +158,27 @@ def ocr( ) -> Union[OCRResponse, Coroutine[Any, Any, OCRResponse]]: """ Synchronous OCR function. - + Args: model: Model name (e.g., "mistral/mistral-ocr-latest") document: Document to process in Mistral format: - {"type": "document_url", "document_url": "https://..."} for PDFs/docs or - {"type": "image_url", "image_url": "https://..."} for images + {"type": "document_url", "document_url": "https://..."} for PDFs/docs, + {"type": "image_url", "image_url": "https://..."} for images, or + {"type": "file", "file": } for local files api_key: Optional API key api_base: Optional API base URL timeout: Optional timeout custom_llm_provider: Optional custom LLM provider extra_headers: Optional extra headers **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit) - + Returns: OCRResponse in Mistral OCR format with pages, model, usage_info, etc. - + Example: ```python import litellm - + # OCR with PDF response = litellm.ocr( model="mistral/mistral-ocr-latest", @@ -174,7 +188,7 @@ def ocr( }, include_image_base64=True ) - + # OCR with image response = litellm.ocr( model="mistral/mistral-ocr-latest", @@ -183,7 +197,7 @@ def ocr( "image_url": "https://example.com/image.png" } ) - + # OCR with base64 encoded PDF response = litellm.ocr( model="mistral/mistral-ocr-latest", @@ -192,7 +206,13 @@ def ocr( "document_url": f"data:application/pdf;base64,{base64_pdf}" } ) - + + # OCR with local file + response = litellm.ocr( + model="mistral/mistral-ocr-latest", + document={"type": "file", "file": "/path/to/document.pdf"} + ) + # Access pages for page in response.pages: print(f"Page {page.index}: {page.markdown}") @@ -203,24 +223,38 @@ def ocr( litellm_logging_obj: LiteLLMLoggingObj = kwargs.pop("litellm_logging_obj") # type: ignore litellm_call_id: Optional[str] = kwargs.get("litellm_call_id", None) _is_async = kwargs.pop("aocr", False) is True - - # Validate document parameter format (Mistral spec) - if not isinstance(document, dict): - raise ValueError(f"document must be a dict with 'type' and URL field, got {type(document)}") - - doc_type = document.get("type") - if doc_type not in ["document_url", "image_url"]: - raise ValueError(f"Invalid document type: {doc_type}. Must be 'document_url' or 'image_url'") - model, custom_llm_provider, dynamic_api_key, dynamic_api_base = ( - litellm.get_llm_provider( - model=model, - custom_llm_provider=custom_llm_provider, - api_base=api_base, - api_key=api_key, + # Validate document parameter format + if not isinstance(document, dict): + raise ValueError( + f"document must be a dict with 'type' and URL/file field, got {type(document)}" ) + + doc_type = document.get("type") + + # Handle file type: convert to document_url/image_url with base64 data URI + if doc_type == "file": + document = convert_file_document_to_url_document(document) + doc_type = document.get("type") + + if doc_type not in ["document_url", "image_url"]: + raise ValueError( + f"Invalid document type: {doc_type}. " + "Must be 'document_url', 'image_url', or 'file'" + ) + + ( + model, + custom_llm_provider, + dynamic_api_key, + dynamic_api_base, + ) = litellm.get_llm_provider( + model=model, + custom_llm_provider=custom_llm_provider, + api_base=api_base, + api_key=api_key, ) - + # Update with dynamic values if available if dynamic_api_key: api_key = dynamic_api_key @@ -228,11 +262,11 @@ def ocr( api_base = dynamic_api_base # Get provider config - ocr_provider_config: Optional[BaseOCRConfig] = ( - ProviderConfigManager.get_provider_ocr_config( - model=model, - provider=litellm.LlmProviders(custom_llm_provider), - ) + ocr_provider_config: Optional[ + BaseOCRConfig + ] = ProviderConfigManager.get_provider_ocr_config( + model=model, + provider=litellm.LlmProviders(custom_llm_provider), ) if ocr_provider_config is None: @@ -246,21 +280,21 @@ def ocr( # Get litellm params using GenericLiteLLMParams (same as responses API) litellm_params = GenericLiteLLMParams(**kwargs) - + # Extract OCR-specific parameters from kwargs supported_params = ocr_provider_config.get_supported_ocr_params(model=model) non_default_params = {} for param in supported_params: if param in kwargs: non_default_params[param] = kwargs.pop(param) - + # Map parameters to provider-specific format optional_params = ocr_provider_config.map_ocr_params( non_default_params=non_default_params, optional_params={}, model=model, ) - + verbose_logger.debug(f"OCR optional_params after mapping: {optional_params}") # Pre Call logging @@ -300,3 +334,111 @@ def ocr( extra_kwargs=kwargs, ) + +################################################# +# Public utilities — used by the SDK and the proxy +################################################# + +_MIME_PATTERN = re.compile(r"^[\w.+-]+/[\w.+-]+$") + +_MIME_TYPE_MAP = { + ".pdf": "application/pdf", + ".png": "image/png", + ".jpg": "image/jpeg", + ".jpeg": "image/jpeg", + ".gif": "image/gif", + ".webp": "image/webp", + ".tiff": "image/tiff", + ".tif": "image/tiff", + ".bmp": "image/bmp", +} + + +def get_mime_type(file_path: str) -> str: + """ + Determine MIME type from file path extension. + + Falls back to mimetypes.guess_type, then to 'application/octet-stream'. + """ + ext = os.path.splitext(file_path)[1].lower() + mime = _MIME_TYPE_MAP.get(ext) + if mime: + return mime + guessed, _ = mimetypes.guess_type(file_path) + return guessed or "application/octet-stream" + + +def convert_file_document_to_url_document(document: Dict[str, Any]) -> Dict[str, str]: + """ + Convert a file-type document dict to a document_url-type document dict + with an inline base64 data URI. + + Accepts document dicts like: + {"type": "file", "file": "/path/to/document.pdf"} # file path string + {"type": "file", "file": Path("/path/to/doc.pdf")} # pathlib.Path + {"type": "file", "file": } # file-like object (BinaryIO) + {"type": "file", "file": b"raw bytes"} # raw bytes + + Returns: + {"type": "document_url", "document_url": "data:;base64,"} + or {"type": "image_url", "image_url": "data:;base64,"} + """ + file_input = document.get("file") + if file_input is None: + raise ValueError( + "document with type='file' must include a 'file' field containing " + "a file path (str), pathlib.Path, file-like object, or bytes" + ) + + file_bytes: bytes + mime_type: str = "application/octet-stream" + file_name: Optional[str] = None + + if isinstance(file_input, (str, Path)): + file_path = str(file_input) + if not os.path.isfile(file_path): + raise FileNotFoundError(f"File not found: {file_path}") + mime_type = get_mime_type(file_path) + file_name = os.path.basename(file_path) + with open(file_path, "rb") as f: + file_bytes = f.read() + elif isinstance(file_input, bytes): + file_bytes = file_input + elif isinstance(file_input, IOBase) or hasattr(file_input, "read"): + if hasattr(file_input, "name"): + file_name = getattr(file_input, "name", None) + if file_name: + mime_type = get_mime_type(file_name) + file_bytes = file_input.read() + if isinstance(file_bytes, str): + file_bytes = file_bytes.encode("utf-8") + else: + raise ValueError( + f"Unsupported file input type: {type(file_input)}. " + "Expected str (file path), pathlib.Path, bytes, or a file-like object." + ) + + if not file_bytes: + raise ValueError("File is empty or could not be read") + + if "mime_type" in document: + mime_type = document["mime_type"] + + if not _MIME_PATTERN.match(mime_type): + raise ValueError(f"Invalid MIME type: {mime_type}") + + base64_data = base64.b64encode(file_bytes).decode("utf-8") + data_uri = f"data:{mime_type};base64,{base64_data}" + + if mime_type.startswith("image/"): + verbose_logger.debug( + f"OCR file input: Converted file to image_url data URI " + f"(mime={mime_type}, size={len(file_bytes)} bytes, name={file_name})" + ) + return {"type": "image_url", "image_url": data_uri} + else: + verbose_logger.debug( + f"OCR file input: Converted file to document_url data URI " + f"(mime={mime_type}, size={len(file_bytes)} bytes, name={file_name})" + ) + return {"type": "document_url", "document_url": data_uri} diff --git a/litellm/provider_endpoints_support_backup.json b/litellm/provider_endpoints_support_backup.json new file mode 100644 index 0000000000..fc79ba5475 --- /dev/null +++ b/litellm/provider_endpoints_support_backup.json @@ -0,0 +1,2748 @@ +{ + "_comment": "This file defines which endpoints are supported by each LiteLLM provider", + "_schema": { + "provider_slug": { + "display_name": "Display name shown in README (e.g., 'OpenAI (`openai`)')", + "url": "Link to provider documentation", + "endpoints": { + "chat_completions": "Supports /chat/completions endpoint", + "messages": "Supports /messages endpoint (Anthropic format)", + "responses": "Supports /responses endpoint (OpenAI/Anthropic unified)", + "embeddings": "Supports /embeddings endpoint", + "image_generations": "Supports /image/generations endpoint", + "audio_transcriptions": "Supports /audio/transcriptions endpoint", + "audio_speech": "Supports /audio/speech endpoint", + "moderations": "Supports /moderations endpoint", + "batches": "Supports /batches endpoint", + "rerank": "Supports /rerank endpoint", + "ocr": "Supports /ocr endpoint", + "search": "Supports /search endpoint", + "skills": "Supports /skills endpoint", + "interactions": "Supports /interactions endpoint (Google AI Interactions API)", + "a2a": "Supports /a2a/{agent}/message/send endpoint (A2A Protocol)", + "container": "Supports OpenAI's /containers endpoint", + "container_files": "Supports OpenAI's /containers/{id}/files endpoint", + "compact": "Supports /responses/compact endpoint", + "files": "Supports /files endpoint for file operations", + "image_edits": "Supports /images/edits endpoint for image editing", + "vector_stores_create": "Supports creating a new vector store via /vector_stores endpoint", + "vector_stores_search": "Supports searching a vector store via /vector_stores/{id}/search endpoint", + "video_generations": "Supports /videos/generations endpoint for video generation" + } + } + }, + "providers": { + "a2a": { + "display_name": "A2A (Agent-to-Agent) (`a2a`)", + "url": "https://docs.litellm.ai/docs/providers/a2a", + "endpoints": { + "chat_completions": true, + "messages": false, + "responses": false, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": false + } + }, + "abliteration": { + "display_name": "Abliteration (`abliteration`)", + "url": "https://docs.litellm.ai/docs/providers/abliteration", + "endpoints": { + "chat_completions": true, + "messages": false, + "responses": false, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": false + } + }, + "aiml": { + "display_name": "AI/ML API (`aiml`)", + "url": "https://docs.litellm.ai/docs/providers/aiml", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": true, + "image_generations": true, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": true, + "interactions": true + } + }, + "ai21": { + "display_name": "AI21 (`ai21`)", + "url": "https://docs.litellm.ai/docs/providers/ai21", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": true, + "interactions": true + } + }, + "ai21_chat": { + "display_name": "AI21 Chat (`ai21_chat`)", + "url": "https://docs.litellm.ai/docs/providers/ai21", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": true, + "interactions": true + } + }, + "amazon_nova": { + "display_name": "Amazon Nova (`amazon_nova`)", + "url": "https://docs.litellm.ai/docs/providers/amazon_nova", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": true, + "interactions": true + } + }, + "anthropic": { + "display_name": "Anthropic (`anthropic`)", + "url": "https://docs.litellm.ai/docs/providers/anthropic", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": true, + "rerank": false, + "skills": true, + "a2a": true, + "interactions": true, + "count_tokens": true + } + }, + "anthropic_text": { + "display_name": "Anthropic Text (`anthropic_text`)", + "url": "https://docs.litellm.ai/docs/providers/anthropic", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": false, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": true, + "rerank": false, + "skills": true, + "a2a": true, + "interactions": true + } + }, + "apertis": { + "display_name": "Apertis (`apertis`)", + "endpoints": { + "chat_completions": true, + "messages": false, + "responses": false, + "embeddings": true, + "image_generations": false, + "audio_transcriptions": false, + "audio_speech": false, + "moderations": false, + "batches": false, + "rerank": false, + "a2a": false + } + }, + "assemblyai": { + "display_name": "AssemblyAI (`assemblyai`)", + "url": "https://docs.litellm.ai/docs/pass_through/assembly_ai", + "endpoints": { + "chat_completions": true, + "messages": true, + "responses": true, + "embeddings": false, + "image_generations": false, + 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"vector_store_files", + "url": "https://docs.litellm.ai/docs/vector_store_files" + }, + "vector_stores_create": { + "docs_label": "vector_stores_create", + "display_name": "OpenAI Vector Stores Create API", + "leftnav_label": "/vector_stores/create", + "provider_json_field": "vector_stores_create", + "url": "https://docs.litellm.ai/docs/vector_stores/create" + }, + "vector_stores_search": { + "docs_label": "vector_stores_search", + "display_name": "OpenAI Vector Stores Search API", + "leftnav_label": "/vector_stores/search", + "provider_json_field": "vector_stores_search", + "url": "https://docs.litellm.ai/docs/vector_stores/search" + }, + "videos": { + "docs_label": "videos", + "display_name": "OpenAI Videos API", + "leftnav_label": "/videos", + "provider_json_field": "video_generations", + "url": "https://docs.litellm.ai/docs/videos" + } + } +} 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 6e78458cc0..c670146be3 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 @@ -649,8 +649,13 @@ class MCPRequestHandler: ) ) - # Combine both lists - all_servers = direct_mcp_servers + access_group_servers + # servers referenced in tool permissions should also be accessible + tool_perm_servers = list( + (key_object_permission.mcp_tool_permissions or {}).keys() + ) + + # Combine all lists + all_servers = direct_mcp_servers + access_group_servers + tool_perm_servers return list(set(all_servers)) except Exception as e: verbose_logger.warning( @@ -686,8 +691,13 @@ class MCPRequestHandler: ) ) - # Combine both lists - all_servers = direct_mcp_servers + access_group_servers + # servers referenced in tool permissions should also be accessible + tool_perm_servers = list( + (object_permissions.mcp_tool_permissions or {}).keys() + ) + + # Combine all lists + all_servers = direct_mcp_servers + access_group_servers + tool_perm_servers return list(set(all_servers)) except Exception as e: verbose_logger.warning( @@ -737,8 +747,6 @@ class MCPRequestHandler: # Get direct MCP servers direct_mcp_servers = end_user_obj.object_permission.mcp_servers or [] - - # Get MCP servers from access groups access_group_servers = ( await MCPRequestHandler._get_mcp_servers_from_access_groups( @@ -746,8 +754,13 @@ class MCPRequestHandler: ) ) - # Combine both lists - all_servers = direct_mcp_servers + access_group_servers + # servers referenced in tool permissions should also be accessible + tool_perm_servers = list( + (end_user_obj.object_permission.mcp_tool_permissions or {}).keys() + ) + + # Combine all lists + all_servers = direct_mcp_servers + access_group_servers + tool_perm_servers return list(set(all_servers)) except Exception as e: verbose_logger.warning( diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py index 7e90c64efd..da29c7804a 100644 --- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py +++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py @@ -31,6 +31,12 @@ from pydantic import AnyUrl import litellm from litellm._logging import verbose_logger +from litellm.constants import ( + MCP_CLIENT_TIMEOUT, + MCP_HEALTH_CHECK_TIMEOUT, + MCP_METADATA_TIMEOUT, + MCP_TOOL_LISTING_TIMEOUT, +) from litellm.exceptions import BlockedPiiEntityError, GuardrailRaisedException from litellm.experimental_mcp_client.client import MCPClient from litellm.llms.custom_httpx.http_handler import get_async_httpx_client @@ -331,7 +337,7 @@ class MCPServerManager: static_headers=server_config.get("static_headers", None), allow_all_keys=bool(server_config.get("allow_all_keys", False)), available_on_public_internet=bool( - server_config.get("available_on_public_internet", False) + server_config.get("available_on_public_internet", True) ), ) self.config_mcp_servers[server_id] = new_server @@ -634,7 +640,7 @@ class MCPServerManager: disallowed_tools=getattr(mcp_server, "disallowed_tools", None), allow_all_keys=mcp_server.allow_all_keys, available_on_public_internet=bool( - getattr(mcp_server, "available_on_public_internet", False) + getattr(mcp_server, "available_on_public_internet", True) ), updated_at=getattr(mcp_server, "updated_at", None), ) @@ -756,14 +762,30 @@ class MCPServerManager: Returns server_ids unchanged when client_ip is None (no filtering). """ + filtered, _ = self.filter_server_ids_by_ip_with_info(server_ids, client_ip) + return filtered + + def filter_server_ids_by_ip_with_info( + self, server_ids: List[str], client_ip: Optional[str] + ) -> Tuple[List[str], int]: + """ + Filter server IDs by client IP — external callers only see public servers. + + Returns (filtered_ids, ip_blocked_count) where ip_blocked_count is the number + of servers that were blocked because the client IP is not allowed to access them. + Returns server_ids unchanged (with 0 blocked) when client_ip is None. + """ if client_ip is None: - return server_ids - return [ - sid - for sid in server_ids - if (s := self.get_mcp_server_by_id(sid)) is not None - and self._is_server_accessible_from_ip(s, client_ip) - ] + return server_ids, 0 + allowed = [] + blocked = 0 + for sid in server_ids: + s = self.get_mcp_server_by_id(sid) + if s is not None and self._is_server_accessible_from_ip(s, client_ip): + allowed.append(sid) + elif s is not None: + blocked += 1 + return allowed, blocked async def get_tools_for_server(self, server_id: str) -> List[MCPTool]: """ @@ -927,7 +949,7 @@ class MCPServerManager: transport_type=transport, auth_type=server.auth_type, auth_value=auth_value, - timeout=60.0, + timeout=MCP_CLIENT_TIMEOUT, stdio_config=stdio_config, extra_headers=extra_headers, ) @@ -939,7 +961,7 @@ class MCPServerManager: transport_type=transport, auth_type=server.auth_type, auth_value=auth_value, - timeout=60.0, + timeout=MCP_CLIENT_TIMEOUT, extra_headers=extra_headers, ) @@ -1318,7 +1340,7 @@ class MCPServerManager: try: client = get_async_httpx_client( llm_provider=httpxSpecialProvider.MCP, - params={"timeout": 10.0}, + params={"timeout": MCP_METADATA_TIMEOUT}, ) response = await client.get(resource_metadata_url) response.raise_for_status() @@ -1414,7 +1436,7 @@ class MCPServerManager: try: client = get_async_httpx_client( llm_provider=httpxSpecialProvider.MCP, - params={"timeout": 10.0}, + params={"timeout": MCP_METADATA_TIMEOUT}, ) response = await client.get(url) response.raise_for_status() @@ -1473,7 +1495,7 @@ class MCPServerManager: List of tools from the server """ try: - with anyio.fail_after(30.0): + with anyio.fail_after(MCP_TOOL_LISTING_TIMEOUT): tools = await client.list_tools() verbose_logger.debug(f"Tools from {server_name}: {tools}") return tools @@ -2492,10 +2514,14 @@ class MCPServerManager: return "ok" # Add timeout wrapper to prevent hanging - await asyncio.wait_for(client.run_with_session(_noop), timeout=10.0) + await asyncio.wait_for( + client.run_with_session(_noop), timeout=MCP_HEALTH_CHECK_TIMEOUT + ) status = "healthy" except asyncio.TimeoutError: - health_check_error = "Health check timed out after 10 seconds" + health_check_error = ( + f"Health check timed out after {MCP_HEALTH_CHECK_TIMEOUT} seconds" + ) status = "unhealthy" except asyncio.CancelledError: health_check_error = "Health check was cancelled" diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py index 6e1a252be7..16f8f83543 100644 --- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py @@ -10,9 +10,9 @@ from litellm.proxy._experimental.mcp_server.ui_session_utils import ( ) from litellm.proxy._experimental.mcp_server.utils import merge_mcp_headers from litellm.proxy._types import UserAPIKeyAuth -from litellm.proxy.common_utils.http_parsing_utils import _safe_get_request_headers 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.common_utils.http_parsing_utils import _safe_get_request_headers from litellm.types.mcp import MCPAuth from litellm.types.utils import CallTypes @@ -283,8 +283,10 @@ if MCP_AVAILABLE: ) allowed_server_ids_set.update(servers) - allowed_server_ids = global_mcp_server_manager.filter_server_ids_by_ip( - list(allowed_server_ids_set), _rest_client_ip + allowed_server_ids, _ip_blocked_count = ( + global_mcp_server_manager.filter_server_ids_by_ip_with_info( + list(allowed_server_ids_set), _rest_client_ip + ) ) list_tools_result = [] @@ -293,6 +295,26 @@ if MCP_AVAILABLE: # If server_id is specified, only query that specific server if server_id: if server_id not in allowed_server_ids: + _server = global_mcp_server_manager.get_mcp_server_by_id(server_id) + if ( + _server is not None + and _rest_client_ip is not None + and not global_mcp_server_manager._is_server_accessible_from_ip( + _server, _rest_client_ip + ) + ): + raise HTTPException( + status_code=403, + detail={ + "error": "ip_filtering", + "message": ( + f"MCP server '{server_id}' is not accessible from your IP address " + f"({_rest_client_ip}). This server is restricted to internal " + "networks only. To make it externally accessible, set " + "'available_on_public_internet: true' in the server configuration." + ), + }, + ) raise HTTPException( status_code=403, detail={ @@ -330,6 +352,19 @@ if MCP_AVAILABLE: } else: if not allowed_server_ids: + if _ip_blocked_count > 0: + raise HTTPException( + status_code=403, + detail={ + "error": "ip_filtering", + "message": ( + f"No MCP tools are available for your IP address ({_rest_client_ip}). " + f"{_ip_blocked_count} server(s) are restricted to internal networks only. " + "To make servers externally accessible, set " + "'available_on_public_internet: true' in the server configuration." + ), + }, + ) raise HTTPException( status_code=403, detail={ diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py index e8877b4fff..5b3d5bd60e 100644 --- a/litellm/proxy/_experimental/mcp_server/server.py +++ b/litellm/proxy/_experimental/mcp_server/server.py @@ -5,6 +5,7 @@ LiteLLM MCP Server Routes import asyncio import contextlib + import traceback import uuid from datetime import datetime @@ -84,6 +85,7 @@ except ImportError as e: _SESSION_MANAGERS_INITIALIZED = False _INITIALIZATION_LOCK = asyncio.Lock() + if MCP_AVAILABLE: from mcp.server import Server @@ -771,8 +773,8 @@ if MCP_AVAILABLE: user_api_key_auth ) ) - allowed_mcp_server_ids = ( - global_mcp_server_manager.filter_server_ids_by_ip( + allowed_mcp_server_ids, _ip_blocked = ( + global_mcp_server_manager.filter_server_ids_by_ip_with_info( allowed_mcp_server_ids, client_ip ) ) @@ -780,6 +782,16 @@ if MCP_AVAILABLE: "MCP IP filter: client_ip=%s, allowed_server_ids=%s", client_ip, allowed_mcp_server_ids, ) + if _ip_blocked > 0: + verbose_logger.debug( + "MCP IP filtering: %d server(s) are not accessible from client IP %s " + "because they are restricted to internal networks. " + "No tools from those servers will be returned. " + "To expose a server externally, set 'available_on_public_internet: true' " + "in its configuration.", + _ip_blocked, + client_ip, + ) allowed_mcp_servers: List[MCPServer] = [] for allowed_mcp_server_id in allowed_mcp_server_ids: mcp_server = global_mcp_server_manager.get_mcp_server_by_id( @@ -1909,65 +1921,86 @@ if MCP_AVAILABLE: mgr: "StreamableHTTPSessionManager", ) -> bool: """ - Handle stale MCP session IDs to prevent "Session not found" errors. - - When clients reconnect after a server restart or session cleanup, they may - send a session ID that no longer exists. This function handles two scenarios: - - 1. Non-DELETE requests: Strip the stale session ID header so the session - manager creates a fresh session transparently. - - 2. DELETE requests: Return success (200) immediately for idempotent behavior, - since the desired state (session doesn't exist) is already achieved. + Inspect the incoming ``mcp-session-id`` header **before** the + request reaches the MCP SDK. If the session is stale (not known + to this worker), strip the header so the SDK creates a fresh + stateless session instead of returning a 400. Returns: - True if the request was handled (DELETE on non-existent session) - False if the request should continue to the session manager + True if the request was fully handled (e.g. DELETE on + non-existent session). False if the request should continue + to the session manager. - Fixes https://github.com/BerriAI/litellm/issues/20292 + Fixes https://github.com/BerriAI/litellm/issues/20992 """ _mcp_session_header = b"mcp-session-id" + _headers = scope.get("headers", []) + + def _normalize_header_name(header_name: Any) -> Optional[bytes]: + if isinstance(header_name, bytes): + return header_name.lower() + if isinstance(header_name, str): + return header_name.lower().encode("utf-8", errors="replace") + return None + _session_id: Optional[str] = None - for header_name, header_value in scope.get("headers", []): - if header_name == _mcp_session_header: - _session_id = header_value.decode("utf-8", errors="replace") + for header_name, header_value in _headers: + if _normalize_header_name(header_name) == _mcp_session_header: + if isinstance(header_value, bytes): + _session_id = header_value.decode("utf-8", errors="replace") + else: + _session_id = str(header_value) break if _session_id is None: return False + # Check in-memory session tracking known_sessions = getattr(mgr, "_server_instances", None) - if known_sessions is None or _session_id in known_sessions: - # Session exists or we can't check - let the session manager handle it + # If we cannot inspect known_sessions, let the manager handle it + if known_sessions is None: return False - # Session doesn't exist - handle based on request method + # If session exists in this worker's memory, let the manager handle it + try: + if _session_id in known_sessions: + return False + except Exception: + verbose_logger.debug( + "Unable to inspect active MCP sessions for '%s'. " + "Deferring to session manager.", + _session_id, + ) + return False + + # --- Session not in this worker's memory --- method = scope.get("method", "").upper() - + if method == "DELETE": - # Idempotent DELETE: session doesn't exist, return success verbose_logger.info( - f"DELETE request for non-existent MCP session '{_session_id}'. " - "Returning success (idempotent DELETE)." + "DELETE request for non-existent MCP session '%s'. " + "Returning success (idempotent DELETE).", + _session_id, ) success_response = JSONResponse( status_code=200, - content={"message": "Session terminated successfully"} + content={"message": "Session terminated successfully"}, ) await success_response(scope, receive, send) return True - else: - # Non-DELETE: strip stale session ID to allow new session creation - verbose_logger.warning( - "MCP session ID '%s' not found in active sessions. " - "Stripping stale header to force new session creation.", - _session_id, - ) - scope["headers"] = [ - (k, v) for k, v in scope["headers"] - if k != _mcp_session_header - ] - return False + + # Non-DELETE: strip stale session ID to allow new session creation + verbose_logger.warning( + "MCP session ID '%s' not found in this worker's memory. " + "Stripping stale header to force new session creation.", + _session_id, + ) + scope["headers"] = [ + (k, v) + for k, v in _headers + if _normalize_header_name(k) != _mcp_session_header + ] + return False async def handle_streamable_http_mcp( scope: Scope, receive: Receive, send: Send @@ -2045,7 +2078,9 @@ if MCP_AVAILABLE: # Handle stale session IDs - either strip them for reconnection # or return success for idempotent DELETE operations - handled = await _handle_stale_mcp_session(scope, receive, send, session_manager) + handled = await _handle_stale_mcp_session( + scope, receive, send, session_manager + ) if handled: # Request was fully handled (e.g., DELETE on non-existent session) return diff --git a/litellm/proxy/_experimental/out/404/index.html b/litellm/proxy/_experimental/out/404.html similarity index 96% rename from litellm/proxy/_experimental/out/404/index.html rename to litellm/proxy/_experimental/out/404.html index 749b925129..0f45eb1aa3 100644 --- a/litellm/proxy/_experimental/out/404/index.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

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

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Promise((e,t)=>{ek(this,I,e,"f"),ek(this,M,t,"f")}),"f"),ek(this,L,new Promise((e,t)=>{ek(this,$,e,"f"),ek(this,U,t,"f")}),"f"),eE(this,R,"f").catch(()=>{}),eE(this,L,"f").catch(()=>{})}get response(){return eE(this,W,"f")}get request_id(){return eE(this,H,"f")}async withResponse(){let e=await eE(this,R,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tJ;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,s){let r=new tJ;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...s,headers:{...s?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},eE(this,V,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,s){let r=s?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),eE(this,P,"m",K).call(this);let{response:a,data:n}=await e.create({...t,stream:!0},{...s,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),n))eE(this,P,"m",X).call(this,e);if(n.controller.signal?.aborted)throw new eR;eE(this,P,"m",Y).call(this)}_connected(e){this.ended||(ek(this,W,e,"f"),ek(this,H,e?.headers.get("request-id"),"f"),eE(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return eE(this,B,"f")}get errored(){return eE(this,q,"f")}get aborted(){return eE(this,z,"f")}abort(){this.controller.abort()}on(e,t){return(eE(this,D,"f")[e]||(eE(this,D,"f")[e]=[])).push({listener:t}),this}off(e,t){let s=eE(this,D,"f")[e];if(!s)return this;let r=s.findIndex(e=>e.listener===t);return r>=0&&s.splice(r,1),this}once(e,t){return(eE(this,D,"f")[e]||(eE(this,D,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,s)=>{ek(this,F,!0,"f"),"error"!==e&&this.once("error",s),this.once(e,t)})}async done(){ek(this,F,!0,"f"),await eE(this,L,"f")}get currentMessage(){return eE(this,O,"f")}async finalMessage(){return await this.done(),eE(this,P,"m",J).call(this)}async finalText(){return await this.done(),eE(this,P,"m",G).call(this)}_emit(e,...t){if(eE(this,B,"f"))return;"end"===e&&(ek(this,B,!0,"f"),eE(this,$,"f").call(this));let s=eE(this,D,"f")[e];if(s&&(eE(this,D,"f")[e]=s.filter(e=>!e.once),s.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];eE(this,F,"f")||s?.length||Promise.reject(e),eE(this,M,"f").call(this,e),eE(this,U,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];eE(this,F,"f")||s?.length||Promise.reject(e),eE(this,M,"f").call(this,e),eE(this,U,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",eE(this,P,"m",J).call(this))}async _fromReadableStream(e,t){let s=t?.signal;s&&(s.aborted&&this.controller.abort(),s.addEventListener("abort",()=>this.controller.abort())),eE(this,P,"m",K).call(this),this._connected(null);let r=ts.fromReadableStream(e,this.controller);for await(let e of r)eE(this,P,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new eR;eE(this,P,"m",Y).call(this)}[(O=new WeakMap,R=new WeakMap,I=new WeakMap,M=new WeakMap,L=new WeakMap,$=new WeakMap,U=new WeakMap,D=new WeakMap,B=new WeakMap,q=new WeakMap,z=new WeakMap,F=new WeakMap,W=new WeakMap,H=new WeakMap,V=new WeakMap,P=new WeakSet,J=function(){if(0===this.receivedMessages.length)throw new eP("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},G=function(){if(0===this.receivedMessages.length)throw new eP("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new eP("stream ended without producing a content block with type=text");return e.join(" ")},K=function(){this.ended||ek(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=eE(this,P,"m",Q).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let s=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===s.type&&this._emit("text",e.delta.text,s.text||"");break;case"citations_delta":"text"===s.type&&this._emit("citation",e.delta.citation,s.citations??[]);break;case"input_json_delta":tH(s)&&s.input&&this._emit("inputJson",e.delta.partial_json,s.input);break;case"thinking_delta":"thinking"===s.type&&this._emit("thinking",e.delta.thinking,s.thinking);break;case"signature_delta":"thinking"===s.type&&this._emit("signature",s.signature);break;default:tG(e.delta)}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":ek(this,O,t,"f")}},Y=function(){if(this.ended)throw new eP("stream has ended, this shouldn't happen");let e=eE(this,O,"f");if(!e)throw new eP("request ended without sending any chunks");return ek(this,O,void 0,"f"),e},Q=function(e){let t=eE(this,O,"f");if("message_start"===e.type){if(t)throw new eP(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new eP(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let s=t.content.at(e.index);switch(e.delta.type){case"text_delta":s?.type==="text"&&(s.text+=e.delta.text);break;case"citations_delta":s?.type==="text"&&(s.citations??(s.citations=[]),s.citations.push(e.delta.citation));break;case"input_json_delta":if(s&&tH(s)){let t=s[tW]||"";Object.defineProperty(s,tW,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(s.input=tI(t))}break;case"thinking_delta":s?.type==="thinking"&&(s.thinking+=e.delta.thinking);break;case"signature_delta":s?.type==="thinking"&&(s.signature=e.delta.signature);break;default:tG(e.delta)}return t}}},Symbol.asyncIterator)](){let e=[],t=[],s=!1;return this.on("streamEvent",s=>{let r=t.shift();r?r.resolve(s):e.push(s)}),this.on("end",()=>{for(let e of(s=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new ts(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function tG(e){}class tV extends tj{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tC`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",tu,{query:e,...t})}delete(e,t){return this._client.delete(tC`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tC`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new eP(`No batch \`results_url\`; Has it finished processing? ${s.processing_status} - ${s.id}`);return this._client.get(s.results_url,{...t,headers:tk([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tP.fromResponse(t.response,t.controller))}}class tK extends tj{constructor(){super(...arguments),this.batches=new tV(this._client)}create(e,t){e.model in tX&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tX[e.model]} +Please migrate to a newer 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exist, create it -if not os.path.isdir(image_dir): - os.mkdir(image_dir) - -# Initialize the image path -image_filename = f"generated_image_{int(time.time())}.png" -image_path = os.path.join(image_dir, image_filename) - -try: - # Retrieve the generated image - if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): - image_url = json_response["data"][0]["url"] - generated_image = requests.get(image_url).content - with open(image_path, "wb") as image_file: - image_file.write(generated_image) - - print(f"Image saved to {image_path}") - # Display the image - image = Image.open(image_path) - image.show() - else: - print("Could not find image URL in response.") - print("Full response:", json_response) -except Exception as e: - print(f"An error occurred: {e}") - print("Full response:", json_response) -`:` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${w}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${C}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`;break;case r.IMAGE_EDITS:t="azure"===b?` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# The prompt entered by the user -prompt = "${w}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${C}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`:` -import base64 -import os -import time - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${w}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${C}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. 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LLM Cost Estimate Report

+

${a} model${1!==a?"s":""} configured

+ +
+

Combined Totals

+
+
+
Total Per Request
+
${tL(e.totals.cost_per_request)}
+
+
+
Total Daily
+
${tL(e.totals.daily_cost)}
+
+
+
Total Monthly
+
${tL(e.totals.monthly_cost)}
+
+
+ ${e.totals.margin_per_request>0?` +
+
+
Margin/Request
+
${tL(e.totals.margin_per_request)}
+
+
+
Daily Margin
+
${tL(e.totals.daily_margin)}
+
+
+
Monthly Margin
+
${tL(e.totals.monthly_margin)}
+
+
+ `:""} +
+ +

Model Breakdown

+ ${s.map(e=>{let t;return t=e.result,` +
+

${t.model} ${t.provider?`(${t.provider})`:""}

+ +
+

Input Tokens per Request: ${tM(t.input_tokens)}

+

Output Tokens per Request: ${tM(t.output_tokens)}

+ ${t.num_requests_per_day?`

Requests per Day: ${tM(t.num_requests_per_day)}

`:""} + ${t.num_requests_per_month?`

Requests per Month: ${tM(t.num_requests_per_month)}

`:""} +
+ + + + + + ${null!==t.daily_cost?"":""} + ${null!==t.monthly_cost?"":""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + + + + + ${null!==t.daily_cost?``:""} + ${null!==t.monthly_cost?``:""} + +
Cost TypePer RequestDailyMonthly
Input Cost${tL(t.input_cost_per_request)}${tL(t.daily_input_cost)}${tL(t.monthly_input_cost)}
Output Cost${tL(t.output_cost_per_request)}${tL(t.daily_output_cost)}${tL(t.monthly_output_cost)}
Margin/Fee${tL(t.margin_cost_per_request)}${tL(t.daily_margin_cost)}${tL(t.monthly_margin_cost)}
Total${tL(t.cost_per_request)}${tL(t.daily_cost)}${tL(t.monthly_cost)}
+
+ `}).join("")} + +
+

Generated by LiteLLM Pricing Calculator on ${new Date().toLocaleString()}

+
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-# "type": "image_url", -# "image_url": { -# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} -# } -# } -# ] -# } -# ]${i} -# ) -# print(response_with_file) -`;break}case n.RESPONSES:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`, - extra_body=${e}`}let r=E.length>0?E:[{role:"user",content:x}];t=` -import base64 - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Example with text only -response = client.responses.create( - model="${j}", - input=${JSON.stringify(r,null,4)}${i} -) - -print(response.output_text) - -# Example with image or PDF (uncomment and provide file path to use) -# base64_file = encode_image("path/to/your/file.jpg") # or .pdf -# response_with_file = client.responses.create( -# model="${j}", -# input=[ -# { -# "role": "user", -# "content": [ -# {"type": "input_text", "text": "${O}"}, -# { -# "type": "input_image", -# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} -# }, -# ], -# } -# ]${i} -# ) -# print(response_with_file.output_text) -`;break}case n.IMAGE:t="azure"===v?` -# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. -# This snippet uses 'client.images.generate' and will create a new image based on your prompt. -# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. -import os -import requests -import json -import time -from PIL import Image - -result = client.images.generate( - model="${j}", - prompt="${a}", - n=1 -) - -json_response = json.loads(result.model_dump_json()) - -# Set the directory for the stored image -image_dir = os.path.join(os.curdir, 'images') - -# If the directory doesn't exist, create it -if not os.path.isdir(image_dir): - os.mkdir(image_dir) - -# Initialize the image path -image_filename = f"generated_image_{int(time.time())}.png" -image_path = os.path.join(image_dir, image_filename) - -try: - # Retrieve the generated image - if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): - image_url = json_response["data"][0]["url"] - generated_image = requests.get(image_url).content - with open(image_path, "wb") as image_file: - image_file.write(generated_image) - - print(f"Image saved to {image_path}") - # Display the image - image = Image.open(image_path) - image.show() - else: - print("Could not find image URL in response.") - print("Full response:", json_response) -except Exception as e: - print(f"An error occurred: {e}") - print("Full response:", json_response) -`:` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${O}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${j}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`;break;case n.IMAGE_EDITS:t="azure"===v?` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# The prompt entered by the user -prompt = "${O}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${j}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`:` -import base64 -import os -import time - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${O}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${j}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. 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openai + +client = openai.OpenAI( + api_key="${v||"YOUR_LITELLM_API_KEY"}", + base_url="${y}" +)`;switch(h){case n.CHAT:{let e=Object.keys(A).length>0,a="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`, + extra_body=${e}`}let i=$.length>0?$:[{role:"user",content:x}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.chat.completions.create( + model="${k}", + messages=${JSON.stringify(i,null,4)}${a} +) + +print(response) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.chat.completions.create( +# model="${k}", +# messages=[ +# { +# "role": "user", +# "content": [ +# { +# "type": "text", +# "text": "${S}" +# }, +# { 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input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${S}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${a} +# ) +# print(response_with_file.output_text) +`;break}case n.IMAGE:t="azure"===b?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${k}", + prompt="${o}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${S}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${k}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case n.IMAGE_EDITS:t="azure"===b?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${S}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${k}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${S}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${k}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. 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+# "type": "image_url", +# "image_url": { +# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} +# } +# } +# ] +# } +# ]${i} +# ) +# print(response_with_file) +`;break}case r.RESPONSES:{let e=Object.keys($).length>0,i="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`, + extra_body=${e}`}let a=S.length>0?S:[{role:"user",content:v}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${C}", + input=${JSON.stringify(a,null,4)}${i} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${C}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${w}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${i} +# ) +# print(response_with_file.output_text) +`;break}case r.IMAGE:t="azure"===b?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${C}", + prompt="${n}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${C}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case r.IMAGE_EDITS:t="azure"===b?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${C}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${C}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case r.EMBEDDINGS:t=` +response = client.embeddings.create( + input="${n||"Your string here"}", + model="${C}", + encoding_format="base64" # or "float" +) + +print(response.data[0].embedding) +`;break;case r.TRANSCRIPTION:t=` +# Open the audio file +audio_file = open("path/to/your/audio/file.mp3", "rb") + +# Make the transcription request +response = client.audio.transcriptions.create( + model="${C}", + file=audio_file${n?`, + prompt="${n.replace(/"/g,'\\"')}"`:""} +) + +print(response.text) +`;break;case r.SPEECH:t=` +# Make the text-to-speech request +response = client.audio.speech.create( + model="${C}", + input="${n||"Your text to convert to speech here"}", + voice="${_}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer +) + +# Save the audio to a file +output_filename = 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s.json()}catch(e){throw console.error("Failed to fetch aggregated user daily activity:",e),e}},tt=async(e,t)=>{try{let r=C?`${C}/user/get_users?role=${t}`:`/user/get_users?role=${t}`;console.log("in userGetAllUsersCall:",r);let n=await fetch(r,{method:"GET",headers:{[F]:`Bearer ${e}`,"Content-Type":"application/json"}});if(!n.ok){let e=await n.json(),t=nN(e);throw k(t),Error(t)}let o=await n.json();return console.log(o),o}catch(e){throw console.error("Failed to get requested models:",e),e}},tr=async e=>{try{let t=C?`${C}/user/available_roles`:"/user/available_roles",r=await fetch(t,{method:"GET",headers:{[F]:`Bearer ${e}`,"Content-Type":"application/json"}});if(!r.ok){let e=await r.json(),t=nN(e);throw k(t),Error(t)}let n=await r.json();return console.log("response from user/available_role",n),n}catch(e){throw e}},tn=async(e,t)=>{try{if(console.log("Form Values in 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Promise((e,t)=>{ek(this,I,e,"f"),ek(this,M,t,"f")}),"f"),ek(this,L,new Promise((e,t)=>{ek(this,$,e,"f"),ek(this,U,t,"f")}),"f"),eE(this,R,"f").catch(()=>{}),eE(this,L,"f").catch(()=>{})}get response(){return eE(this,W,"f")}get request_id(){return eE(this,H,"f")}async withResponse(){let e=await eE(this,R,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tJ;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,s){let r=new tJ;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...s,headers:{...s?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},eE(this,V,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,s){let r=s?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),eE(this,P,"m",K).call(this);let{response:a,data:n}=await e.create({...t,stream:!0},{...s,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),n))eE(this,P,"m",X).call(this,e);if(n.controller.signal?.aborted)throw new eR;eE(this,P,"m",Y).call(this)}_connected(e){this.ended||(ek(this,W,e,"f"),ek(this,H,e?.headers.get("request-id"),"f"),eE(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return eE(this,B,"f")}get errored(){return eE(this,q,"f")}get aborted(){return eE(this,z,"f")}abort(){this.controller.abort()}on(e,t){return(eE(this,D,"f")[e]||(eE(this,D,"f")[e]=[])).push({listener:t}),this}off(e,t){let s=eE(this,D,"f")[e];if(!s)return this;let r=s.findIndex(e=>e.listener===t);return r>=0&&s.splice(r,1),this}once(e,t){return(eE(this,D,"f")[e]||(eE(this,D,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,s)=>{ek(this,F,!0,"f"),"error"!==e&&this.once("error",s),this.once(e,t)})}async done(){ek(this,F,!0,"f"),await eE(this,L,"f")}get currentMessage(){return eE(this,O,"f")}async finalMessage(){return await this.done(),eE(this,P,"m",J).call(this)}async finalText(){return await this.done(),eE(this,P,"m",G).call(this)}_emit(e,...t){if(eE(this,B,"f"))return;"end"===e&&(ek(this,B,!0,"f"),eE(this,$,"f").call(this));let s=eE(this,D,"f")[e];if(s&&(eE(this,D,"f")[e]=s.filter(e=>!e.once),s.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];eE(this,F,"f")||s?.length||Promise.reject(e),eE(this,M,"f").call(this,e),eE(this,U,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];eE(this,F,"f")||s?.length||Promise.reject(e),eE(this,M,"f").call(this,e),eE(this,U,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",eE(this,P,"m",J).call(this))}async _fromReadableStream(e,t){let s=t?.signal;s&&(s.aborted&&this.controller.abort(),s.addEventListener("abort",()=>this.controller.abort())),eE(this,P,"m",K).call(this),this._connected(null);let r=ts.fromReadableStream(e,this.controller);for await(let e of r)eE(this,P,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new eR;eE(this,P,"m",Y).call(this)}[(O=new WeakMap,R=new WeakMap,I=new WeakMap,M=new WeakMap,L=new WeakMap,$=new WeakMap,U=new WeakMap,D=new WeakMap,B=new WeakMap,q=new WeakMap,z=new WeakMap,F=new WeakMap,W=new WeakMap,H=new WeakMap,V=new WeakMap,P=new WeakSet,J=function(){if(0===this.receivedMessages.length)throw new eP("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},G=function(){if(0===this.receivedMessages.length)throw new eP("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new eP("stream ended without producing a content block with type=text");return e.join(" ")},K=function(){this.ended||ek(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=eE(this,P,"m",Q).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let s=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===s.type&&this._emit("text",e.delta.text,s.text||"");break;case"citations_delta":"text"===s.type&&this._emit("citation",e.delta.citation,s.citations??[]);break;case"input_json_delta":tH(s)&&s.input&&this._emit("inputJson",e.delta.partial_json,s.input);break;case"thinking_delta":"thinking"===s.type&&this._emit("thinking",e.delta.thinking,s.thinking);break;case"signature_delta":"thinking"===s.type&&this._emit("signature",s.signature);break;default:tG(e.delta)}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":ek(this,O,t,"f")}},Y=function(){if(this.ended)throw new eP("stream has ended, this shouldn't happen");let e=eE(this,O,"f");if(!e)throw new eP("request ended without sending any chunks");return ek(this,O,void 0,"f"),e},Q=function(e){let t=eE(this,O,"f");if("message_start"===e.type){if(t)throw new eP(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new eP(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let s=t.content.at(e.index);switch(e.delta.type){case"text_delta":s?.type==="text"&&(s.text+=e.delta.text);break;case"citations_delta":s?.type==="text"&&(s.citations??(s.citations=[]),s.citations.push(e.delta.citation));break;case"input_json_delta":if(s&&tH(s)){let t=s[tW]||"";Object.defineProperty(s,tW,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(s.input=tI(t))}break;case"thinking_delta":s?.type==="thinking"&&(s.thinking+=e.delta.thinking);break;case"signature_delta":s?.type==="thinking"&&(s.signature=e.delta.signature);break;default:tG(e.delta)}return t}}},Symbol.asyncIterator)](){let e=[],t=[],s=!1;return this.on("streamEvent",s=>{let r=t.shift();r?r.resolve(s):e.push(s)}),this.on("end",()=>{for(let e of(s=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new ts(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function tG(e){}class tV extends tj{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tC`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",tu,{query:e,...t})}delete(e,t){return this._client.delete(tC`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tC`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new eP(`No batch \`results_url\`; Has it finished processing? ${s.processing_status} - ${s.id}`);return this._client.get(s.results_url,{...t,headers:tk([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tP.fromResponse(t.response,t.controller))}}class tK extends tj{constructor(){super(...arguments),this.batches=new tV(this._client)}create(e,t){e.model in tX&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tX[e.model]} +Please migrate to a newer 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t,r,i=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),o=((r={}).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents",r.MCP="mcp",r.REALTIME="realtime",r);let a={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>o,"getEndpointType",0,e=>{if(console.log("getEndpointType:",e),Object.values(i).includes(e)){let t=a[e];return 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openai + +client = openai.OpenAI( + api_key="${x||"YOUR_LITELLM_API_KEY"}", + base_url="${w}" +)`;switch(f){case o.CHAT:{let e=Object.keys(S).length>0,r="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`, + extra_body=${e}`}let i=$.length>0?$:[{role:"user",content:_}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.chat.completions.create( + model="${I}", + messages=${JSON.stringify(i,null,4)}${r} +) + +print(response) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.chat.completions.create( +# model="${I}", +# messages=[ +# { +# "role": "user", +# "content": [ +# { +# "type": "text", +# "text": "${k}" +# }, +# { +# "type": "image_url", +# "image_url": { +# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} +# } +# } +# ] +# } +# ]${r} +# ) +# print(response_with_file) +`;break}case o.RESPONSES:{let e=Object.keys(S).length>0,r="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`, + extra_body=${e}`}let i=$.length>0?$:[{role:"user",content:_}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${I}", + input=${JSON.stringify(i,null,4)}${r} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${I}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${k}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${r} +# ) +# print(response_with_file.output_text) +`;break}case o.IMAGE:t="azure"===y?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${I}", + prompt="${n}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${k}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${I}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case o.IMAGE_EDITS:t="azure"===y?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${k}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${I}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${k}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${I}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. 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with text only +response = client.chat.completions.create( + model="${E}", + messages=${JSON.stringify(n,null,4)}${i} +) + +print(response) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.chat.completions.create( +# model="${E}", +# messages=[ +# { +# "role": "user", +# "content": [ +# { +# "type": "text", +# "text": "${O}" +# }, +# { +# "type": "image_url", +# "image_url": { +# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} +# } +# } +# ] +# } +# ]${i} +# ) +# print(response_with_file) +`;break}case o.RESPONSES:{let e=Object.keys(z).length>0,i="";if(e){let e=JSON.stringify({metadata:z},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`, + extra_body=${e}`}let n=j.length>0?j:[{role:"user",content:w}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${E}", + input=${JSON.stringify(n,null,4)}${i} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${E}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${O}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${i} +# ) +# print(response_with_file.output_text) +`;break}case o.IMAGE:t="azure"===b?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${E}", + prompt="${a}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${O}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${E}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case o.IMAGE_EDITS:t="azure"===b?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${O}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${E}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${O}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${E}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. 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openai - -client = openai.OpenAI( - api_key="${y||"YOUR_LITELLM_API_KEY"}", - base_url="${k}" -)`;switch(m){case o.CHAT:{let e=Object.keys(E).length>0,i="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`, - extra_body=${e}`}let r=C.length>0?C:[{role:"user",content:S}];t=` -import base64 - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Example with text only -response = client.chat.completions.create( - model="${O}", - messages=${JSON.stringify(r,null,4)}${i} -) - -print(response) - -# Example with image or PDF (uncomment and provide file path to use) -# base64_file = encode_image("path/to/your/file.jpg") # or .pdf -# response_with_file = client.chat.completions.create( -# model="${O}", -# messages=[ -# { -# "role": "user", -# "content": [ -# { -# "type": "text", -# "text": "${x}" -# }, -# { 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input=[ -# { -# "role": "user", -# "content": [ -# {"type": "input_text", "text": "${x}"}, -# { -# "type": "input_image", -# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} -# }, -# ], -# } -# ]${i} -# ) -# print(response_with_file.output_text) -`;break}case o.IMAGE:t="azure"===b?` -# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. -# This snippet uses 'client.images.generate' and will create a new image based on your prompt. -# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. -import os -import requests -import json -import time -from PIL import Image - -result = client.images.generate( - model="${O}", - prompt="${a}", - n=1 -) - -json_response = json.loads(result.model_dump_json()) - -# Set the directory for the stored image -image_dir = os.path.join(os.curdir, 'images') - -# If the directory doesn't exist, create it -if not os.path.isdir(image_dir): - os.mkdir(image_dir) - -# Initialize the image path -image_filename = f"generated_image_{int(time.time())}.png" -image_path = os.path.join(image_dir, image_filename) - -try: - # Retrieve the generated image - if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): - image_url = json_response["data"][0]["url"] - generated_image = requests.get(image_url).content - with open(image_path, "wb") as image_file: - image_file.write(generated_image) - - print(f"Image saved to {image_path}") - # Display the image - image = Image.open(image_path) - image.show() - else: - print("Could not find image URL in response.") - print("Full response:", json_response) -except Exception as e: - print(f"An error occurred: {e}") - print("Full response:", json_response) -`:` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${x}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${O}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. 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This is a bug of rc-tree. Please report an issue.");var p=e4(c),m={event:t,node:eJ(s),dragNode:e.dragNodeProps?eJ(e.dragNodeProps):null,dragNodesKeys:[e.dragNodeProps.eventKey].concat(a),dropToGap:0!==i,dropPosition:i+Number(p[p.length-1])};l||null==u||u(m),e.dragNodeProps=null}}}),(0,C.default)((0,tB.default)(e),"cleanDragState",function(){null!==e.state.draggingNodeKey&&e.setState({draggingNodeKey:null,dropPosition:null,dropContainerKey:null,dropTargetKey:null,dropLevelOffset:null,dropAllowed:!0,dragOverNodeKey:null}),e.dragStartMousePosition=null,e.currentMouseOverDroppableNodeKey=null}),(0,C.default)((0,tB.default)(e),"triggerExpandActionExpand",function(t,n){var r=e.state,l=r.expandedKeys,o=r.flattenNodes,a=n.expanded,i=n.key;if(!n.isLeaf&&!t.shiftKey&&!t.metaKey&&!t.ctrlKey){var d=o.filter(function(e){return e.key===i})[0],c=eJ((0,w.default)((0,w.default)({},eY(i,e.getTreeNodeRequiredProps())),{},{data:d.data}));e.setExpandedKeys(a?e2(l,i):e3(l,i)),e.onNodeExpand(t,c)}}),(0,C.default)((0,tB.default)(e),"onNodeClick",function(t,n){var r=e.props,l=r.onClick;"click"===r.expandAction&&e.triggerExpandActionExpand(t,n),null==l||l(t,n)}),(0,C.default)((0,tB.default)(e),"onNodeDoubleClick",function(t,n){var r=e.props,l=r.onDoubleClick;"doubleClick"===r.expandAction&&e.triggerExpandActionExpand(t,n),null==l||l(t,n)}),(0,C.default)((0,tB.default)(e),"onNodeSelect",function(t,n){var r=e.state.selectedKeys,l=e.state,o=l.keyEntities,a=l.fieldNames,i=e.props,d=i.onSelect,c=i.multiple,u=n.selected,s=n[a.key],f=!u,p=(r=f?c?e3(r,s):[s]:e2(r,s)).map(function(e){var t=o[e];return t?t.node:null}).filter(Boolean);e.setUncontrolledState({selectedKeys:r}),null==d||d(r,{event:"select",selected:f,node:n,selectedNodes:p,nativeEvent:t.nativeEvent})}),(0,C.default)((0,tB.default)(e),"onNodeCheck",function(t,n,r){var l,o=e.state,a=o.keyEntities,i=o.checkedKeys,d=o.halfCheckedKeys,c=e.props,u=c.checkStrictly,s=c.onCheck,f=n.key,p={event:"check",node:n,checked:r,nativeEvent:t.nativeEvent};if(u){var m=r?e3(i,f):e2(i,f);l={checked:m,halfChecked:e2(d,f)},p.checkedNodes=m.map(function(e){return a[e]}).filter(Boolean).map(function(e){return e.node}),e.setUncontrolledState({checkedKeys:m})}else{var h=tt([].concat((0,er.default)(i),[f]),!0,a),g=h.checkedKeys,v=h.halfCheckedKeys;if(!r){var y=new Set(g);y.delete(f);var b=tt(Array.from(y),{checked:!1,halfCheckedKeys:v},a);g=b.checkedKeys,v=b.halfCheckedKeys}l=g,p.checkedNodes=[],p.checkedNodesPositions=[],p.halfCheckedKeys=v,g.forEach(function(e){var t=a[e];if(t){var n=t.node,r=t.pos;p.checkedNodes.push(n),p.checkedNodesPositions.push({node:n,pos:r})}}),e.setUncontrolledState({checkedKeys:g},!1,{halfCheckedKeys:v})}null==s||s(l,p)}),(0,C.default)((0,tB.default)(e),"onNodeLoad",function(t){var n,r=t.key,l=e.state.keyEntities[r];if(null==l||null==(n=l.children)||!n.length){var o=new Promise(function(n,l){e.setState(function(o){var a=o.loadedKeys,i=o.loadingKeys,d=void 0===i?[]:i,c=e.props,u=c.loadData,s=c.onLoad;return!u||(void 0===a?[]:a).includes(r)||d.includes(r)?null:(u(t).then(function(){var l=e3(e.state.loadedKeys,r);null==s||s(l,{event:"load",node:t}),e.setUncontrolledState({loadedKeys:l}),e.setState(function(e){return{loadingKeys:e2(e.loadingKeys,r)}}),n()}).catch(function(t){if(e.setState(function(e){return{loadingKeys:e2(e.loadingKeys,r)}}),e.loadingRetryTimes[r]=(e.loadingRetryTimes[r]||0)+1,e.loadingRetryTimes[r]>=10){var o=e.state.loadedKeys;(0,N.default)(!1,"Retry for `loadData` many times but still failed. No more retry."),e.setUncontrolledState({loadedKeys:e3(o,r)}),n()}l(t)}),{loadingKeys:e3(d,r)})})});return o.catch(function(){}),o}}),(0,C.default)((0,tB.default)(e),"onNodeMouseEnter",function(t,n){var r=e.props.onMouseEnter;null==r||r({event:t,node:n})}),(0,C.default)((0,tB.default)(e),"onNodeMouseLeave",function(t,n){var r=e.props.onMouseLeave;null==r||r({event:t,node:n})}),(0,C.default)((0,tB.default)(e),"onNodeContextMenu",function(t,n){var r=e.props.onRightClick;r&&(t.preventDefault(),r({event:t,node:n}))}),(0,C.default)((0,tB.default)(e),"onFocus",function(){var t=e.props.onFocus;e.setState({focused:!0});for(var n=arguments.length,r=Array(n),l=0;l1&&void 0!==arguments[1]&&arguments[1],r=arguments.length>2&&void 0!==arguments[2]?arguments[2]:null;if(!e.destroyed){var l=!1,o=!0,a={};Object.keys(t).forEach(function(n){if(e.props.hasOwnProperty(n)){o=!1;return}l=!0,a[n]=t[n]}),l&&(!n||o)&&e.setState((0,w.default)((0,w.default)({},a),r))}}),(0,C.default)((0,tB.default)(e),"scrollTo",function(t){e.listRef.current.scrollTo(t)}),e}return(0,tj.default)(r,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 0===n?0:n}))}},{key:"componentWillUnmount",value:function(){window.removeEventListener("dragend",this.onWindowDragEnd),this.destroyed=!0}},{key:"resetDragState",value:function(){this.setState({dragOverNodeKey:null,dropPosition:null,dropLevelOffset:null,dropTargetKey:null,dropContainerKey:null,dropTargetPos:null,dropAllowed:!1})}},{key:"render",value:function(){var e,n=this.state,r=n.focused,l=n.flattenNodes,o=n.keyEntities,a=n.draggingNodeKey,i=n.activeKey,d=n.dropLevelOffset,c=n.dropContainerKey,u=n.dropTargetKey,f=n.dropPosition,p=n.dragOverNodeKey,m=n.indent,h=this.props,g=h.prefixCls,v=h.className,y=h.style,b=h.showLine,w=h.focusable,k=h.tabIndex,S=h.selectable,N=h.showIcon,$=h.icon,K=h.switcherIcon,O=h.draggable,R=h.checkable,I=h.checkStrictly,P=h.disabled,T=h.motion,M=h.loadData,D=h.filterTreeNode,L=h.height,j=h.itemHeight,B=h.scrollWidth,H=h.virtual,A=h.titleRender,W=h.dropIndicatorRender,F=h.onContextMenu,_=h.onScroll,q=h.direction,V=h.rootClassName,U=h.rootStyle,X=(0,z.default)(this.props,{aria:!0,data:!0});O&&(e="object"===(0,x.default)(O)?O:"function"==typeof O?{nodeDraggable:O}:{});var G={prefixCls:g,selectable:S,showIcon:N,icon:$,switcherIcon:K,draggable:e,draggingNodeKey:a,checkable:R,checkStrictly:I,disabled:P,keyEntities:o,dropLevelOffset:d,dropContainerKey:c,dropTargetKey:u,dropPosition:f,dragOverNodeKey:p,indent:m,direction:q,dropIndicatorRender:W,loadData:M,filterTreeNode:D,titleRender:A,onNodeClick:this.onNodeClick,onNodeDoubleClick:this.onNodeDoubleClick,onNodeExpand:this.onNodeExpand,onNodeSelect:this.onNodeSelect,onNodeCheck:this.onNodeCheck,onNodeLoad:this.onNodeLoad,onNodeMouseEnter:this.onNodeMouseEnter,onNodeMouseLeave:this.onNodeMouseLeave,onNodeContextMenu:this.onNodeContextMenu,onNodeDragStart:this.onNodeDragStart,onNodeDragEnter:this.onNodeDragEnter,onNodeDragOver:this.onNodeDragOver,onNodeDragLeave:this.onNodeDragLeave,onNodeDragEnd:this.onNodeDragEnd,onNodeDrop:this.onNodeDrop};return t.createElement(eH.Provider,{value:G},t.createElement("div",{className:(0,E.default)(g,v,V,(0,C.default)((0,C.default)((0,C.default)({},"".concat(g,"-show-line"),b),"".concat(g,"-focused"),r),"".concat(g,"-active-focused"),null!==i)),style:U},t.createElement(t3,(0,s.default)({ref:this.listRef,prefixCls:g,style:y,data:l,disabled:P,selectable:S,checkable:!!R,motion:T,dragging:null!==a,height:L,itemHeight:j,virtual:H,focusable:w,focused:r,tabIndex:void 0===k?0:k,activeItem:this.getActiveItem(),onFocus:this.onFocus,onBlur:this.onBlur,onKeyDown:this.onKeyDown,onActiveChange:this.onActiveChange,onListChangeStart:this.onListChangeStart,onListChangeEnd:this.onListChangeEnd,onContextMenu:F,onScroll:_,scrollWidth:B},this.getTreeNodeRequiredProps(),X))))}}],[{key:"getDerivedStateFromProps",value:function(e,t){var n,r,l=t.prevProps,o={prevProps:e};function a(t){return!l&&e.hasOwnProperty(t)||l&&l[t]!==e[t]}var i=t.fieldNames;if(a("fieldNames")&&(o.fieldNames=i=eV(e.fieldNames)),a("treeData")?n=e.treeData:a("children")&&((0,N.default)(!1,"`children` of Tree is deprecated. Please use `treeData` instead."),n=eU(e.children)),n){o.treeData=n;var d=eG(n,{fieldNames:i});o.keyEntities=(0,w.default)((0,C.default)({},tJ,tZ),d.keyEntities)}var c=o.keyEntities||t.keyEntities;if(a("expandedKeys")||l&&a("autoExpandParent"))o.expandedKeys=e.autoExpandParent||!l&&e.defaultExpandParent?e7(e.expandedKeys,c):e.expandedKeys;else if(!l&&e.defaultExpandAll){var u=(0,w.default)({},c);delete u[tJ];var s=[];Object.keys(u).forEach(function(e){var t=u[e];t.children&&t.children.length&&s.push(t.key)}),o.expandedKeys=s}else!l&&e.defaultExpandedKeys&&(o.expandedKeys=e.autoExpandParent||e.defaultExpandParent?e7(e.defaultExpandedKeys,c):e.defaultExpandedKeys);if(o.expandedKeys||delete o.expandedKeys,n||o.expandedKeys){var f=eX(n||t.treeData,o.expandedKeys||t.expandedKeys,i);o.flattenNodes=f}if(e.selectable&&(a("selectedKeys")?o.selectedKeys=e6(e.selectedKeys,e):!l&&e.defaultSelectedKeys&&(o.selectedKeys=e6(e.defaultSelectedKeys,e))),e.checkable&&(a("checkedKeys")?r=e5(e.checkedKeys)||{}:!l&&e.defaultCheckedKeys?r=e5(e.defaultCheckedKeys)||{}:n&&(r=e5(e.checkedKeys)||{checkedKeys:t.checkedKeys,halfCheckedKeys:t.halfCheckedKeys}),r)){var p=r,m=p.checkedKeys,h=void 0===m?[]:m,g=p.halfCheckedKeys,v=void 0===g?[]:g;if(!e.checkStrictly){var y=tt(h,!0,c);h=y.checkedKeys,v=y.halfCheckedKeys}o.checkedKeys=h,o.halfCheckedKeys=v}return a("loadedKeys")&&(o.loadedKeys=e.loadedKeys),o}}]),r}(t.Component);(0,C.default)(t4,"defaultProps",{prefixCls:"rc-tree",showLine:!1,showIcon:!0,selectable:!0,multiple:!1,checkable:!1,disabled:!1,checkStrictly:!1,draggable:!1,defaultExpandParent:!0,autoExpandParent:!1,defaultExpandAll:!1,defaultExpandedKeys:[],defaultCheckedKeys:[],defaultSelectedKeys:[],dropIndicatorRender:function(e){var n=e.dropPosition,r=e.dropLevelOffset,l=e.indent,o={pointerEvents:"none",position:"absolute",right:0,backgroundColor:"red",height:2};switch(n){case -1:o.top=0,o.left=-r*l;break;case 1:o.bottom=0,o.left=-r*l;break;case 0:o.bottom=0,o.left=l}return t.default.createElement("div",{style:o})},allowDrop:function(){return!0},expandAction:!1}),(0,C.default)(t4,"TreeNode",e1);let t8={icon:{tag:"svg",attrs:{viewBox:"64 64 896 896",focusable:"false"},children:[{tag:"path",attrs:{d:"M854.6 288.6L639.4 73.4c-6-6-14.1-9.4-22.6-9.4H192c-17.7 0-32 14.3-32 32v832c0 17.7 14.3 32 32 32h640c17.7 0 32-14.3 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no.Keyframes("ant-tree-node-fx-do-not-use",{"0%":{opacity:0},"100%":{opacity:1}}),np=(0,nu.genStyleHooks)("Tree",(e,{prefixCls:t})=>[{[e.componentCls]:(0,ni.getStyle)(`${t}-checkbox`,e)},((e,t,n=!0)=>{let r=`.${e}`,l=`${r}-treenode`,o=t.calc(t.paddingXS).div(2).equal(),a=(0,ns.mergeToken)(t,{treeCls:r,treeNodeCls:l,treeNodePadding:o});return[((e,t)=>{let{treeCls:n,treeNodeCls:r,treeNodePadding:l,titleHeight:o,indentSize:a,nodeSelectedBg:i,nodeHoverBg:d,colorTextQuaternary:c,controlItemBgActiveDisabled:u}=t;return{[n]:Object.assign(Object.assign({},(0,nd.resetComponent)(t)),{"--rc-virtual-list-scrollbar-bg":t.colorSplit,background:t.colorBgContainer,borderRadius:t.borderRadius,transition:`background-color ${t.motionDurationSlow}`,"&-rtl":{direction:"rtl"},[`&${n}-rtl ${n}-switcher_close ${n}-switcher-icon svg`]:{transform:"rotate(90deg)"},[`&-focused:not(:hover):not(${n}-active-focused)`]:(0,nd.genFocusOutline)(t),[`${n}-list-holder-inner`]:{alignItems:"flex-start"},[`&${n}-block-node`]:{[`${n}-list-holder-inner`]:{alignItems:"stretch",[`${n}-node-content-wrapper`]:{flex:"auto"},[`${r}.dragging:after`]:{position:"absolute",inset:0,border:`1px solid ${t.colorPrimary}`,opacity:0,animationName:nf,animationDuration:t.motionDurationSlow,animationPlayState:"running",animationFillMode:"forwards",content:'""',pointerEvents:"none",borderRadius:t.borderRadius}}},[r]:{display:"flex",alignItems:"flex-start",marginBottom:l,lineHeight:(0,na.unit)(o),position:"relative","&:before":{content:'""',position:"absolute",zIndex:1,insetInlineStart:0,width:"100%",top:"100%",height:l},[`&-disabled ${n}-node-content-wrapper`]:{color:t.colorTextDisabled,cursor:"not-allowed","&:hover":{background:"transparent"}},[`${n}-checkbox-disabled + ${n}-node-selected,&${r}-disabled${r}-selected ${n}-node-content-wrapper`]:{backgroundColor:u},[`${n}-checkbox-disabled`]:{pointerEvents:"unset"},[`&:not(${r}-disabled)`]:{[`${n}-node-content-wrapper`]:{"&:hover":{color:t.nodeHoverColor}}},[`&-active ${n}-node-content-wrapper`]:{background:t.controlItemBgHover},[`&:not(${r}-disabled).filter-node ${n}-title`]:{color:t.colorPrimary,fontWeight:t.fontWeightStrong},"&-draggable":{cursor:"grab",[`${n}-draggable-icon`]:{flexShrink:0,width:o,textAlign:"center",visibility:"visible",color:c},[`&${r}-disabled ${n}-draggable-icon`]:{visibility:"hidden"}}},[`${n}-indent`]:{alignSelf:"stretch",whiteSpace:"nowrap",userSelect:"none","&-unit":{display:"inline-block",width:a}},[`${n}-draggable-icon`]:{visibility:"hidden"},[`${n}-switcher, ${n}-checkbox`]:{marginInlineEnd:t.calc(t.calc(o).sub(t.controlInteractiveSize)).div(2).equal()},[`${n}-switcher`]:Object.assign(Object.assign({},{[`.${e}-switcher-icon`]:{display:"inline-block",fontSize:10,verticalAlign:"baseline",svg:{transition:`transform ${t.motionDurationSlow}`}}}),{position:"relative",flex:"none",alignSelf:"stretch",width:o,textAlign:"center",cursor:"pointer",userSelect:"none",transition:`all ${t.motionDurationSlow}`,"&-noop":{cursor:"unset"},"&:before":{pointerEvents:"none",content:'""',width:o,height:o,position:"absolute",left:{_skip_check_:!0,value:0},top:0,borderRadius:t.borderRadius,transition:`all ${t.motionDurationSlow}`},[`&:not(${n}-switcher-noop):hover:before`]:{backgroundColor:t.colorBgTextHover},[`&_close ${n}-switcher-icon svg`]:{transform:"rotate(-90deg)"},"&-loading-icon":{color:t.colorPrimary},"&-leaf-line":{position:"relative",zIndex:1,display:"inline-block",width:"100%",height:"100%","&:before":{position:"absolute",top:0,insetInlineEnd:t.calc(o).div(2).equal(),bottom:t.calc(l).mul(-1).equal(),marginInlineStart:-1,borderInlineEnd:`1px solid ${t.colorBorder}`,content:'""'},"&:after":{position:"absolute",width:t.calc(t.calc(o).div(2).equal()).mul(.8).equal(),height:t.calc(o).div(2).equal(),borderBottom:`1px solid ${t.colorBorder}`,content:'""'}}}),[`${n}-node-content-wrapper`]:Object.assign(Object.assign({position:"relative",minHeight:o,paddingBlock:0,paddingInline:t.paddingXS,background:"transparent",borderRadius:t.borderRadius,cursor:"pointer",transition:`all ${t.motionDurationMid}, border 0s, line-height 0s, box-shadow 0s`},{[`.${e}-drop-indicator`]:{position:"absolute",zIndex:1,height:2,backgroundColor:t.colorPrimary,borderRadius:1,pointerEvents:"none","&:after":{position:"absolute",top:-3,insetInlineStart:-6,width:8,height:8,backgroundColor:"transparent",border:`${(0,na.unit)(t.lineWidthBold)} solid ${t.colorPrimary}`,borderRadius:"50%",content:'""'}}}),{"&:hover":{backgroundColor:d},[`&${n}-node-selected`]:{color:t.nodeSelectedColor,backgroundColor:i},[`${n}-iconEle`]:{display:"inline-block",width:o,height:o,textAlign:"center",verticalAlign:"top","&:empty":{display:"none"}}}),[`${n}-unselectable ${n}-node-content-wrapper:hover`]:{backgroundColor:"transparent"},[`${r}.drop-container > [draggable]`]:{boxShadow:`0 0 0 2px ${t.colorPrimary}`},"&-show-line":{[`${n}-indent-unit`]:{position:"relative",height:"100%","&:before":{position:"absolute",top:0,insetInlineEnd:t.calc(o).div(2).equal(),bottom:t.calc(l).mul(-1).equal(),borderInlineEnd:`1px solid ${t.colorBorder}`,content:'""'},"&-end:before":{display:"none"}},[`${n}-switcher`]:{background:"transparent","&-line-icon":{verticalAlign:"-0.15em"}}},[`${r}-leaf-last ${n}-switcher-leaf-line:before`]:{top:"auto !important",bottom:"auto !important",height:`${(0,na.unit)(t.calc(o).div(2).equal())} 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open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${E}", + input=${JSON.stringify(o,null,4)}${i} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${E}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${O}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${i} +# ) +# print(response_with_file.output_text) +`;break}case r.IMAGE:t="azure"===v?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${E}", + prompt="${n}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${O}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${E}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case r.IMAGE_EDITS:t="azure"===v?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${O}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${E}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${O}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${E}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. 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LLM Cost Estimate Report

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-# "type": "image_url", -# "image_url": { -# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} -# } -# } -# ] -# } -# ]${a} -# ) -# print(response_with_file) -`;break}case o.RESPONSES:{let e=Object.keys(E).length>0,a="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();a=`, - extra_body=${e}`}let i=S.length>0?S:[{role:"user",content:y}];t=` -import base64 - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Example with text only -response = client.responses.create( - model="${j}", - input=${JSON.stringify(i,null,4)}${a} -) - -print(response.output_text) - -# Example with image or PDF (uncomment and provide file path to use) -# base64_file = encode_image("path/to/your/file.jpg") # or .pdf -# response_with_file = client.responses.create( -# model="${j}", -# input=[ -# { -# "role": "user", -# "content": [ -# {"type": "input_text", "text": "${w}"}, -# { -# "type": "input_image", -# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} -# }, -# ], -# } -# ]${a} -# ) -# print(response_with_file.output_text) -`;break}case o.IMAGE:t="azure"===b?` -# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. -# This snippet uses 'client.images.generate' and will create a new image based on your prompt. -# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. -import os -import requests -import json -import time -from PIL import Image - -result = client.images.generate( - model="${j}", - prompt="${r}", - n=1 -) - -json_response = json.loads(result.model_dump_json()) - -# Set the directory for the stored image -image_dir = os.path.join(os.curdir, 'images') - -# If the directory doesn't exist, create it -if not os.path.isdir(image_dir): - os.mkdir(image_dir) - -# Initialize the image path -image_filename = f"generated_image_{int(time.time())}.png" -image_path = os.path.join(image_dir, image_filename) - -try: - # Retrieve the generated image - if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): - image_url = json_response["data"][0]["url"] - generated_image = requests.get(image_url).content - with open(image_path, "wb") as image_file: - image_file.write(generated_image) - - print(f"Image saved to {image_path}") - # Display the image - image = Image.open(image_path) - image.show() - else: - print("Could not find image URL in response.") - print("Full response:", json_response) -except Exception as e: - print(f"An error occurred: {e}") - print("Full response:", json_response) -`:` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${w}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${j}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`;break;case o.IMAGE_EDITS:t="azure"===b?` -import base64 -import os -import time -import json -from PIL import Image -import requests - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# The prompt entered by the user -prompt = "${w}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${j}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. Model response:") - print("\\n".join(text_response)) - else: - print("No image data found in response.") - print("Full response for debugging:") - print(response) -`:` -import base64 -import os -import time - -# Helper function to encode images to base64 -def encode_image(image_path): - with open(image_path, "rb") as image_file: - return base64.b64encode(image_file.read()).decode('utf-8') - -# Helper function to create a file (simplified for this example) -def create_file(image_path): - # In a real implementation, this would upload the file to OpenAI - # For this example, we'll just return a placeholder ID - return f"file_{os.path.basename(image_path).replace('.', '_')}" - -# The prompt entered by the user -prompt = "${w}" - -# Encode images to base64 -base64_image1 = encode_image("body-lotion.png") -base64_image2 = encode_image("soap.png") - -# Create file IDs -file_id1 = create_file("body-lotion.png") -file_id2 = create_file("incense-kit.png") - -response = client.responses.create( - model="${j}", - input=[ - { - "role": "user", - "content": [ - {"type": "input_text", "text": prompt}, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image1}", - }, - { - "type": "input_image", - "image_url": f"data:image/jpeg;base64,{base64_image2}", - }, - { - "type": "input_image", - "file_id": file_id1, - }, - { - "type": "input_image", - "file_id": file_id2, - } - ], - } - ], - tools=[{"type": "image_generation"}], -) - -# Process the response -image_generation_calls = [ - output - for output in response.output - if output.type == "image_generation_call" -] - -image_data = [output.result for output in image_generation_calls] - -if image_data: - image_base64 = image_data[0] - image_filename = f"edited_image_{int(time.time())}.png" - with open(image_filename, "wb") as f: - f.write(base64.b64decode(image_base64)) - print(f"Image saved to {image_filename}") -else: - # If no image is generated, there might be a text response with an explanation - text_response = [output.text for output in response.output if hasattr(output, 'text')] - if text_response: - print("No image generated. 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openai + +client = openai.OpenAI( + api_key="${j||"YOUR_LITELLM_API_KEY"}", + base_url="${y}" +)`;switch(h){case r.CHAT:{let e=Object.keys(S).length>0,s="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();s=`, + extra_body=${e}`}let a=T.length>0?T:[{role:"user",content:N}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.chat.completions.create( + model="${C}", + messages=${JSON.stringify(a,null,4)}${s} +) + +print(response) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.chat.completions.create( +# model="${C}", +# messages=[ +# { +# "role": "user", +# "content": [ +# { +# "type": "text", +# "text": "${w}" +# }, +# { +# "type": "image_url", +# "image_url": { +# "url": f"data:image/jpeg;base64,{base64_file}" # or data:application/pdf;base64,{base64_file} +# } +# } +# ] +# } +# ]${s} +# ) +# print(response_with_file) +`;break}case r.RESPONSES:{let e=Object.keys(S).length>0,s="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();s=`, + extra_body=${e}`}let a=T.length>0?T:[{role:"user",content:N}];t=` +import base64 + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Example with text only +response = client.responses.create( + model="${C}", + input=${JSON.stringify(a,null,4)}${s} +) + +print(response.output_text) + +# Example with image or PDF (uncomment and provide file path to use) +# base64_file = encode_image("path/to/your/file.jpg") # or .pdf +# response_with_file = client.responses.create( +# model="${C}", +# input=[ +# { +# "role": "user", +# "content": [ +# {"type": "input_text", "text": "${w}"}, +# { +# "type": "input_image", +# "image_url": f"data:image/jpeg;base64,{base64_file}", # or data:application/pdf;base64,{base64_file} +# }, +# ], +# } +# ]${s} +# ) +# print(response_with_file.output_text) +`;break}case r.IMAGE:t="azure"===f?` +# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI. +# This snippet uses 'client.images.generate' and will create a new image based on your prompt. +# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context. +import os +import requests +import json +import time +from PIL import Image + +result = client.images.generate( + model="${C}", + prompt="${l}", + n=1 +) + +json_response = json.loads(result.model_dump_json()) + +# Set the directory for the stored image +image_dir = os.path.join(os.curdir, 'images') + +# If the directory doesn't exist, create it +if not os.path.isdir(image_dir): + os.mkdir(image_dir) + +# Initialize the image path +image_filename = f"generated_image_{int(time.time())}.png" +image_path = os.path.join(image_dir, image_filename) + +try: + # Retrieve the generated image + if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"): + image_url = json_response["data"][0]["url"] + generated_image = requests.get(image_url).content + with open(image_path, "wb") as image_file: + image_file.write(generated_image) + + print(f"Image saved to {image_path}") + # Display the image + image = Image.open(image_path) + image.show() + else: + print("Could not find image URL in response.") + print("Full response:", json_response) +except Exception as e: + print(f"An error occurred: {e}") + print("Full response:", json_response) +`:` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${C}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case r.IMAGE_EDITS:t="azure"===f?` +import base64 +import os +import time +import json +from PIL import Image +import requests + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${C}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`:` +import base64 +import os +import time + +# Helper function to encode images to base64 +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + +# Helper function to create a file (simplified for this example) +def create_file(image_path): + # In a real implementation, this would upload the file to OpenAI + # For this example, we'll just return a placeholder ID + return f"file_{os.path.basename(image_path).replace('.', '_')}" + +# The prompt entered by the user +prompt = "${w}" + +# Encode images to base64 +base64_image1 = encode_image("body-lotion.png") +base64_image2 = encode_image("soap.png") + +# Create file IDs +file_id1 = create_file("body-lotion.png") +file_id2 = create_file("incense-kit.png") + +response = client.responses.create( + model="${C}", + input=[ + { + "role": "user", + "content": [ + {"type": "input_text", "text": prompt}, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image1}", + }, + { + "type": "input_image", + "image_url": f"data:image/jpeg;base64,{base64_image2}", + }, + { + "type": "input_image", + "file_id": file_id1, + }, + { + "type": "input_image", + "file_id": file_id2, + } + ], + } + ], + tools=[{"type": "image_generation"}], +) + +# Process the response +image_generation_calls = [ + output + for output in response.output + if output.type == "image_generation_call" +] + +image_data = [output.result for output in image_generation_calls] + +if image_data: + image_base64 = image_data[0] + image_filename = f"edited_image_{int(time.time())}.png" + with open(image_filename, "wb") as f: + f.write(base64.b64decode(image_base64)) + print(f"Image saved to {image_filename}") +else: + # If no image is generated, there might be a text response with an explanation + text_response = [output.text for output in response.output if hasattr(output, 'text')] + if text_response: + print("No image generated. Model response:") + print("\\n".join(text_response)) + else: + print("No image data found in response.") + print("Full response for debugging:") + print(response) +`;break;case r.EMBEDDINGS:t=` +response = client.embeddings.create( + input="${l||"Your string here"}", + model="${C}", + encoding_format="base64" # or "float" +) + +print(response.data[0].embedding) +`;break;case r.TRANSCRIPTION:t=` +# Open the audio file +audio_file = open("path/to/your/audio/file.mp3", "rb") + +# Make the transcription request +response = client.audio.transcriptions.create( + model="${C}", + file=audio_file${l?`, + prompt="${l.replace(/"/g,'\\"')}"`:""} +) + +print(response.text) +`;break;case r.SPEECH:t=` +# Make the text-to-speech request +response = client.audio.speech.create( + model="${C}", + input="${l||"Your text to convert to speech here"}", + voice="${x}" # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer +) + +# Save the audio to a file +output_filename = 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'Bearer dummy-token-for-extended-card' + } + _extended_card = await resolver.get_agent_card( + relative_card_path=EXTENDED_AGENT_CARD_PATH, + http_kwargs={'headers': auth_headers_dict}, + ) + final_agent_card_to_use = ( + _extended_card # Update to use the extended card + ) + except Exception as e_extended: + logger.warning( + f'Failed to fetch extended agent card: {e_extended}. 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