Azure GPT-5.4+ models now get the same auto-routing treatment as OpenAI
when both `reasoning_effort` and `tools` are used in `litellm.completion()`.
Previously, `reasoning_effort` was silently dropped for Azure; now the
request is bridged to the Responses API which supports both parameters.
Fixes#23914
Add avideo_create_character, avideo_get_character, avideo_edit, and avideo_extension
to the skip condition since Azure video calls don't use initialize_azure_sdk_client.
Tests now properly skip with expected behavior instead of failing:
- test_ensure_initialize_azure_sdk_client_always_used[avideo_create_character] ✓
- test_ensure_initialize_azure_sdk_client_always_used[avideo_get_character] ✓
- test_ensure_initialize_azure_sdk_client_always_used[avideo_edit] ✓
- test_ensure_initialize_azure_sdk_client_always_used[avideo_extension] ✓
Made-with: Cursor
- Add _get_effort_level() to extract effective effort from string or dict
- Use effective_effort for xhigh validation, tool-drop, sampling, temperature guards
- Preserve dict format when it has summary/generate_summary for Responses API
- Add tests: xhigh-dict validation, none-dict for tools/sampling/temperature
- Update tests: dict-with-summary now preserved (not normalized)
Made-with: Cursor
The aresponses_websocket CallType was recently added but not included
in the test exclusion list. It uses WebSocket passthrough (not Azure SDK
client initialization), so it correctly doesn't call
initialize_azure_sdk_client.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix(image_generation): propagate extra_headers to OpenAI image generation
Add headers parameter to image_generation() and aimage_generation() methods
in OpenAI provider, and pass headers from images/main.py to ensure custom
headers like cf-aig-authorization are properly forwarded to the OpenAI API.
Aligns behavior with completion() method and Azure provider implementation.
* test(image_generation): add tests for extra_headers propagation
Verify that extra_headers are correctly forwarded to OpenAI's
images.generate() in both sync and async paths, and that they
are absent when not provided.
* Add Prometheus child_exit cleanup for gunicorn workers
When a gunicorn worker exits (e.g. from max_requests recycling), its
per-process prometheus .db files remain on disk. For gauges using
livesum/liveall mode, this means the dead worker's last-known values
persist as if the process were still alive. Wire gunicorn's child_exit
hook to call mark_process_dead() so live-tracking gauges accurately
reflect only running workers.
* docs: update AssemblyAI docs with Universal-3 Pro, Speech Understanding, and LLM Gateway (#21130)
* docs: update AssemblyAI docs with Universal-3 Pro, Speech Understanding, and LLM Gateway provider config
* feat: add AssemblyAI LLM Gateway as OpenAI-compatible provider
* fix(mcp): update test mocks to use renamed filter_server_ids_by_ip_with_info
Tests were mocking the old method name `filter_server_ids_by_ip` but production
code at server.py:774 calls `filter_server_ids_by_ip_with_info` which returns
a (server_ids, blocked_count) tuple. The unmocked method on AsyncMock returned
a coroutine, causing "cannot unpack non-iterable coroutine object" errors.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix(test): update realtime guardrail test assertions for voice violation behavior
Tests were asserting no response.create/conversation.item.create sent to
backend when guardrail blocks, but the implementation intentionally sends
these to have the LLM voice the guardrail violation message to the user.
Updated assertions to verify the correct guardrail flow:
- response.cancel is sent to stop any in-progress response
- conversation.item.create with violation message is injected
- response.create is sent to voice the violation
- original blocked content is NOT forwarded
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix(bedrock): restore parallel_tool_calls mapping in map_openai_params
The revert in 8565c70e53 removed the parallel_tool_calls handling from
map_openai_params, and the subsequent fix d0445e1e33 only re-added the
transform_request consumption but forgot to re-add the map_openai_params
producer that sets _parallel_tool_use_config. This meant parallel_tool_calls
was silently ignored for all Bedrock models.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix(test): update Azure pass-through test to mock litellm.completion
Commit 99c62ca40e removed "azure" from _RESPONSES_API_PROVIDERS,
routing Azure models through litellm.completion instead of
litellm.responses. The test was not updated to match, causing it
to assert against the wrong mock.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* feat: add in_flight_requests metric to /health/backlog + prometheus (#22319)
* feat: add in_flight_requests metric to /health/backlog + prometheus
* refactor: clean class with static methods, add tests, fix sentinel pattern
* docs: add in_flight_requests to prometheus metrics and latency troubleshooting
* fix(db): add missing migration for LiteLLM_ClaudeCodePluginTable
PR #22271 added the LiteLLM_ClaudeCodePluginTable model to
schema.prisma but did not include a corresponding migration file,
causing test_aaaasschema_migration_check to fail.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix: update stale docstring to match guardrail voicing behavior
Addresses Greptile review feedback.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix(caching): store background task references in LLMClientCache._remove_key to prevent unawaited coroutine warnings
Fixes#22128
* [Feat] Agent RBAC Permission Fix - Ensure Internal Users cannot create agents (#22329)
* fix: enforce RBAC on agent endpoints — block non-admin create/update/delete
- Add /v1/agents/{agent_id} to agent_routes so internal users can
access GET-by-ID (previously returned 403 due to missing route pattern)
- Add _check_agent_management_permission() guard to POST, PUT, PATCH,
DELETE agent endpoints — only PROXY_ADMIN may mutate agents
- Add user_api_key_dict param to delete_agent so the role check works
- Add comprehensive unit tests for RBAC enforcement across all roles
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* fix: mock prisma_client in internal user get-agent-by-id test
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* feat(ui): hide agent create/delete controls for non-admin users
Match MCP servers pattern: wrap '+ Add New Agent' button in
isAdmin conditional so internal users see a read-only agents view.
Delete buttons in card and table were already gated.
Update empty-state copy for non-admin users.
Add 7 Vitest tests covering role-based visibility.
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
---------
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* fix: Add PROXY_ADMIN role to system user for key rotation (#21896)
* fix: Add PROXY_ADMIN role to system user for key rotation
The key rotation worker was failing with 'You are not authorized to regenerate this key'
when rotating team keys. This was because the system user created by
get_litellm_internal_jobs_user_api_key_auth() was missing the user_role field.
Without user_role=PROXY_ADMIN, the system user couldn't bypass team permission checks
in can_team_member_execute_key_management_endpoint(), causing authorization failures
for team key rotation.
This fix adds user_role=LitellmUserRoles.PROXY_ADMIN to the system user, allowing
it to bypass team permission checks and successfully rotate keys for all teams.
* test: Add unit test for system user PROXY_ADMIN role
- Verify internal jobs system user has PROXY_ADMIN role
- Critical for key rotation to bypass team permission checks
- Regression test for PR #21896
* fix: populate user_id and user_info for admin users in /user/info (#22239)
* fix: populate user_id and user_info for admin users in /user/info endpoint
Fixes#22179
When admin users call /user/info without a user_id parameter, the endpoint
was returning null for both user_id and user_info fields. This broke
budgeting tooling that relies on /user/info to look up current budget and spend.
Changes:
- Modified _get_user_info_for_proxy_admin() to accept user_api_key_dict parameter
- Added logic to fetch admin's own user info from database
- Updated function to return admin's user_id and user_info instead of null
- Updated unit test to verify admin user_id is populated
The fix ensures admin users get their own user information just like regular users.
* test: make mock get_data signature match real method
- Updated MockPrismaClientDB.get_data() to accept all parameters that the real method accepts
- Makes mock more robust against future refactors
- Added datetime and Union imports
- Mock now returns None when user_id is not provided
* [Fix] Pass MCP auth headers from request into tool fetch for /v1/responses and chat completions (#22291)
* fixed dynamic auth for /responses with mcp
* fixed greptile concern
* fix(bedrock): filter internal json_tool_call when mixed with real tools
Fixes#18381: When using both tools and response_format with Bedrock
Converse API, LiteLLM internally adds json_tool_call to handle structured
output. Bedrock may return both this internal tool AND real user-defined
tools, breaking consumers like OpenAI Agents SDK.
Changes:
- Non-streaming: Added _filter_json_mode_tools() to handle 3 scenarios:
only json_tool_call (convert to content), mixed (filter it out), or
no json_tool_call (pass through)
- Streaming: Added json_mode tracking to AWSEventStreamDecoder to suppress
json_tool_call chunks and convert to text content
- Fixed optional_params.pop() mutation issue
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
* refactor: extract duplicated JSON unwrapping into helper method
Addresses review comment from greptile-apps:
https://github.com/BerriAI/litellm/pull/21107#pullrequestreview-3796085353
Changes:
- Added `_unwrap_bedrock_properties()` helper method to eliminate code duplication
- Replaced two identical JSON unwrapping blocks (lines 1592-1601 and 1612-1620)
with calls to the new helper method
- Improves maintainability - single source of truth for Bedrock properties unwrapping logic
The helper method:
- Parses JSON string
- Checks for single "properties" key structure
- Unwraps and returns the properties value
- Returns original string if unwrapping not needed or parsing fails
No functional changes - pure refactoring.
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
* fix: use correct class name AmazonConverseConfig in helper method calls
Fixed MyPy errors where BedrockConverseConfig was used instead of
AmazonConverseConfig in the _unwrap_bedrock_properties() calls.
Errors:
- Line 1619: BedrockConverseConfig -> AmazonConverseConfig
- Line 1631: BedrockConverseConfig -> AmazonConverseConfig
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
* fix: shorten guardrail benchmark result filenames for Windows long path support
Fixes#21941
The generated result filenames from _save_confusion_results contained
parentheses, dots, and full yaml filenames, producing paths that exceed
the Windows 260-char MAX_PATH limit. Rework the safe_label logic to
produce short {topic}_{method_abbrev} filenames (e.g. insults_cf.json)
while preserving the full label inside the JSON content.
Rename existing tracked result files to match the new naming convention.
* Update litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/guardrail_benchmarks/test_eval.py
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
* Remove Apache 2 license from SKILL.md (#22322)
* fix(mcp): default available_on_public_internet to true (#22331)
* fix(mcp): default available_on_public_internet to true
MCPs were defaulting to private (available_on_public_internet=false) which
was a breaking change. This reverts the default to public (true) across:
- Pydantic models (AddMCPServerRequest, UpdateMCPServerRequest, LiteLLM_MCPServerTable)
- Prisma schema @default
- mcp_server_manager.py YAML config + DB loading fallbacks
- UI form initialValue and setFieldValue defaults
* fix(ui): add forceRender to Collapse.Panel so toggle defaults render correctly
Ant Design's Collapse.Panel lazy-renders children by default. Without
forceRender, the Form.Item for 'Available on Public Internet' isn't
mounted when the useEffect fires form.setFieldValue, causing the Switch
to visually show OFF even though the intended default is true.
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* fix(mcp): update remaining schema copies and MCPServer type default to true
Missed in previous commit per Greptile review:
- schema.prisma (root)
- litellm-proxy-extras/litellm_proxy_extras/schema.prisma
- litellm/types/mcp_server/mcp_server_manager.py MCPServer class
* ui(mcp): reframe network access as 'Internal network only' restriction
Replace scary 'Available on Public Internet' toggle with 'Internal network only'
opt-in restriction. Toggle OFF (default) = all networks allowed. Toggle ON =
restricted to internal network only. Auth is always required either way.
- MCPPermissionManagement: new label/tooltip/description, invert display via
getValueProps/getValueFromEvent so underlying available_on_public_internet
value is unchanged
- mcp_server_view: 'Public' → 'All networks', 'Internal' → 'Internal only' (orange)
- mcp_server_columns: same badge updates
---------
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* fix(jwt): OIDC discovery URLs, roles array handling, dot-notation error hints (#22336)
* fix(jwt): support OIDC discovery URLs, handle roles array, improve error hints
Three fixes for Azure AD JWT auth:
1. OIDC discovery URL support - JWT_PUBLIC_KEY_URL can now be set to
.well-known/openid-configuration endpoints. The proxy fetches the
discovery doc, extracts jwks_uri, and caches it.
2. Handle roles claim as array - when team_id_jwt_field points to a list
(e.g. AAD's "roles": ["team1"]), auto-unwrap the first element instead
of crashing with 'unhashable type: list'.
3. Better error hint for dot-notation indexing - when team_id_jwt_field is
set to "roles.0" or "roles[0]", the 401 error now explains to use
"roles" instead and that LiteLLM auto-unwraps lists.
* Add integration demo script for JWT auth fixes (OIDC discovery, array roles, dot-notation hints)
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* Add demo_servers.py for manual JWT auth testing with mock JWKS/OIDC endpoints
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* Add demo screenshots for PR comment
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* Add integration test results with screenshots for PR review
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
* address greptile review feedback (greploop iteration 1)
- fix: add HTTP status code check in _resolve_jwks_url before parsing JSON
- fix: remove misleading bracket-notation hint from debug log (get_nested_value does not support it)
* Update tests/test_litellm/proxy/auth/test_handle_jwt.py
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
* remove demo scripts and assets
---------
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
* perf: streaming latency improvements — 4 targeted hot-path fixes (#22346)
* perf: raise aiohttp connection pool limits (300→1000, 50/host→500)
* perf: skip model_copy() on every chunk — only copy usage-bearing chunks
* perf: replace list+join O(n²) with str+= O(n) in async_data_generator
* perf: cache model-level guardrail lookup per request, not per chunk
* test: add comprehensive Vitest coverage for CostTrackingSettings
Add 88 tests across 9 test files for the CostTrackingSettings component directory:
- provider_display_helpers.test.ts: 9 tests for helper functions
- how_it_works.test.tsx: 9 tests for discount calculator component
- add_provider_form.test.tsx: 7 tests for provider form validation
- add_margin_form.test.tsx: 9 tests for margin form with type toggle
- provider_discount_table.test.tsx: 12 tests for table editing and interactions
- provider_margin_table.test.tsx: 13 tests for margin table with sorting
- use_discount_config.test.ts: 11 tests for discount hook logic
- use_margin_config.test.ts: 12 tests for margin hook logic
- cost_tracking_settings.test.tsx: 15 tests for main component and role-based rendering
All tests passing. Coverage includes form validation, user interactions, API calls, state management, and conditional rendering.
Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
* [Feature] Key list endpoint: Add project_id and access_group_id filters
Add filtering capabilities to /key/list endpoint for project_id and access_group_id parameters. Both filters work globally across all visibility rules and stack with existing sort/pagination params. Added comprehensive unit tests for the new filters.
Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
* [Feature] UI - Projects: Add Project Details page with Edit modal
- Add ProjectDetailsPage with header, details card, spend/budget progress,
model spend bar chart, keys placeholder, and team info card
- Refactor CreateProjectModal into base form pattern (ProjectBaseForm)
shared between Create and Edit flows
- Add EditProjectModal with pre-filled form data from backend
- Add useProjectDetails and useUpdateProject hooks
- Add duplicate key validation for model limits and metadata
- Wire project ID click in table to navigate to detail view
- Move pagination inline with search bar
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* Update ui/litellm-dashboard/src/components/Projects/ProjectModals/CreateProjectModal.tsx
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
* fix(azure): forward realtime_protocol from config and relax api_version check for GA path
The realtime_protocol parameter set in config.yaml litellm_params was
not reliably reaching the Azure realtime handler. Add fallback chain:
kwargs → litellm_params → LITELLM_AZURE_REALTIME_PROTOCOL env var → beta.
Also relax the api_version validation to only require it for the beta
protocol path, since the GA/v1 path does not use api_version in the URL.
Make protocol matching case-insensitive so 'ga', 'GA', 'v1', 'V1' all
work consistently. Fix _construct_url type signature to accept Optional
api_version.
Fixes#22127
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
---------
Co-authored-by: Zero Clover <zero@root.me>
Co-authored-by: Ryan Crabbe <rcrabbe@berkeley.edu>
Co-authored-by: ryan-crabbe <128659760+ryan-crabbe@users.noreply.github.com>
Co-authored-by: Dylan Duan <dylan.duan@assemblyai.com>
Co-authored-by: Julio Quinteros Pro <jquinter@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Shivaang <shivaang.05@gmail.com>
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Ishaan Jaff <ishaan-jaff@users.noreply.github.com>
Co-authored-by: milan-berri <milan@berri.ai>
Co-authored-by: Shivam Rawat <161387515+shivamrawat1@users.noreply.github.com>
Co-authored-by: Brian Caswell <bcaswell@microsoft.com>
Co-authored-by: Brian Caswell <bcaswell@gmail.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
Co-authored-by: rasmi <rrelasmar@gmail.com>
Co-authored-by: yuneng-jiang <yuneng.jiang@gmail.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
* fix:fix: prompt_cache_key OAI + Azure OpenAI
* test_prompt_cache_key_supported
* test_azure_openai_with_prompt_cache_key
* fix: remove unnecessary async from test_azure_openai_with_prompt_cache_key
Addresses Greptile feedback: litellm.completion() is synchronous, so
async def is unnecessary and would silently pass without running.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix: remove unused filter_and_transform_beta_headers imports
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* test_azure_openai_with_prompt_cache_key
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
* feat: add opus 4.5 and 4.6 to use outout_format param
* generate poetry lock with 2.3.2 poetry
* restore poetry lock
* e2e tests, key delete, update tpm rpm, and regenerate
* Split e2e ui testing for browser
* new login with sso button in login page
* option to hide usage indicator
* fix(cloudzero): update CBF field mappings per LIT-1907 (#20906)
* fix(cloudzero): update CBF field mappings per LIT-1907
Phase 1 field updates for CloudZero integration:
ADD/UPDATE:
- resource/account: Send concat(api_key_alias, '|', api_key_prefix)
- resource/service: Send model_group instead of service_type
- resource/usage_family: Send provider instead of hardcoded 'llm-usage'
- action/operation: NEW - Send team_id
- resource/id: Send model name instead of CZRN
- resource/tag:organization_alias: Add if exists
- resource/tag:project_alias: Add if exists
- resource/tag:user_alias: Add if exists
REMOVE:
- resource/tag:total_tokens: Removed
- resource/tag:team_id: Removed (team_id now in action/operation)
Fixes LIT-1907
* Update litellm/integrations/cloudzero/transform.py
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
* fix: define api_key_alias variable, update CBFRecord docstring
- Fix F821 lint error: api_key_alias was used but not defined
- Update CBFRecord docstring to reflect LIT-1907 field mappings
- Remove unused Optional import
---------
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
* Add banner notifying of breaking change
* Add semgrep & Fix OOMs (#20912)
* [Feat] Policies - Allow connecting Policies to Tags, Simulating Policies, Viewing how many keys, teams it applies on (#20904)
* init schema with TAGS
* ui: add policy test
* resolvePoliciesCall
* add_policy_sources_to_metadata + headers
* types Policy
* preview Impact
* def _describe_match_reason(
* match based on TAGs
* TestTagBasedAttachments
* test fixes
* add policy_resolve_router
* add_guardrails_from_policy_engine
* TestMatchAttribution
* refactor
* fix
* fix: address Greptile review feedback on policy resolve endpoints
- Track unnamed keys/teams as separate counts instead of inflating
affected_keys_count with duplicate "(unnamed key)" placeholders.
Added unnamed_keys_count and unnamed_teams_count to response.
- Push alias pattern matching to DB via _build_alias_where() which
converts exact patterns to Prisma "in" and suffix wildcards to
"startsWith" filters.
- Gate sync_policies_from_db/sync_attachments_from_db behind
force_sync query param (default false) to avoid 2 DB round-trips
on every /policies/resolve request.
- Remove worktree-only conftest.py that cleared sys.modules at import
time — no longer needed since code moved to main repo.
- Rename MAX_ESTIMATE_IMPACT_ROWS → MAX_POLICY_ESTIMATE_IMPACT_ROWS.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix: eliminate duplicate DB queries and fix header delimiter ambiguity
- Fetch teams table once in estimate_attachment_impact and reuse for
both tag-based and alias-based lookups (was querying teams twice when
both tag_patterns and team_patterns were provided).
- Convert tag/team filter functions from async DB queries to sync
filters that operate on pre-fetched data (_filter_keys_by_tags,
_filter_teams_by_tags).
- Fix comma ambiguity in x-litellm-policy-sources header: use '; '
as entry delimiter since matched_via values can contain commas.
- Use '+' as the within-value separator in matched_via reason strings
(e.g. "tag:healthcare+team:health-team") to avoid conflict with
header delimiters.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* Update litellm/proxy/policy_engine/policy_resolve_endpoints.py
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
* fix: type error & better error handling (#20689)
* [Docs] Add docs guide for using policies (#20914)
* init schema with TAGS
* ui: add policy test
* resolvePoliciesCall
* add_policy_sources_to_metadata + headers
* types Policy
* preview Impact
* def _describe_match_reason(
* match based on TAGs
* TestTagBasedAttachments
* test fixes
* add policy_resolve_router
* add_guardrails_from_policy_engine
* TestMatchAttribution
* refactor
* fix
* fix: address Greptile review feedback on policy resolve endpoints
- Track unnamed keys/teams as separate counts instead of inflating
affected_keys_count with duplicate "(unnamed key)" placeholders.
Added unnamed_keys_count and unnamed_teams_count to response.
- Push alias pattern matching to DB via _build_alias_where() which
converts exact patterns to Prisma "in" and suffix wildcards to
"startsWith" filters.
- Gate sync_policies_from_db/sync_attachments_from_db behind
force_sync query param (default false) to avoid 2 DB round-trips
on every /policies/resolve request.
- Remove worktree-only conftest.py that cleared sys.modules at import
time — no longer needed since code moved to main repo.
- Rename MAX_ESTIMATE_IMPACT_ROWS → MAX_POLICY_ESTIMATE_IMPACT_ROWS.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* fix: eliminate duplicate DB queries and fix header delimiter ambiguity
- Fetch teams table once in estimate_attachment_impact and reuse for
both tag-based and alias-based lookups (was querying teams twice when
both tag_patterns and team_patterns were provided).
- Convert tag/team filter functions from async DB queries to sync
filters that operate on pre-fetched data (_filter_keys_by_tags,
_filter_teams_by_tags).
- Fix comma ambiguity in x-litellm-policy-sources header: use '; '
as entry delimiter since matched_via values can contain commas.
- Use '+' as the within-value separator in matched_via reason strings
(e.g. "tag:healthcare+team:health-team") to avoid conflict with
header delimiters.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
* docs v1 guide with UI imgs
* docs fix
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
* feat: add dashscope/qwen3-max model with tiered pricing (#20919)
Add support for Alibaba Cloud's Qwen3-Max model with:
- 258K input tokens, 65K output tokens
- Tiered pricing based on context window usage (0-32K, 32K-128K, 128K-252K)
- Function calling and tool choice support
- Reasoning capabilities enabled
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
* fix linting
* docs: add Greptile review requirement to PR template (#20762)
* fix(azure): preserve content_policy_violation error details from Azure OpenAI
Closes#20811
Azure OpenAI returns rich error payloads for content policy violations
(inner_error with ResponsibleAIPolicyViolation, content_filter_results,
revised_prompt). Previously these details were lost when:
1. The top-level error code was not "content_policy_violation" but the
inner_error.code was "ResponsibleAIPolicyViolation" -- the structured
check only examined the top-level code.
2. The DALL-E image generation polling path stringified the error JSON
into the message field instead of setting the structured body, making
it impossible for exception_type() to extract error details.
3. The string-based fallback detector used "invalid_request_error" as a
content-policy indicator, which is too broad and could misclassify
regular bad-request errors.
Changes:
- exception_mapping_utils.py: Check inner_error.code for
ResponsibleAIPolicyViolation when top-level code is not
content_policy_violation. Replace overly broad "invalid_request_error"
string match with specific Azure safety-system messages.
- azure.py: Set structured body on AzureOpenAIError in both async and
sync DALL-E polling paths so exception_type() can inspect error details.
- test_azure_exception_mapping.py: Add regression tests covering the
exact error payloads from issue #20811.
- Fix pre-existing lint: duplicate PerplexityResponsesConfig dict key,
unused RouteChecks top-level import.
---------
Co-authored-by: Kelvin Tran <kelvin-tran@users.noreply.github.com>
Co-authored-by: yuneng-jiang <yuneng.jiang@gmail.com>
Co-authored-by: shin-bot-litellm <shin-bot-litellm@berri.ai>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
Co-authored-by: Alexsander Hamir <alexsanderhamirgomesbaptista@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Harshit Jain <48647625+Harshit28j@users.noreply.github.com>
Co-authored-by: ken <122603020@qq.com>
Co-authored-by: Sameer Kankute <sameer@berri.ai>
The Azure Responses API uses a different schema (flattened) for tools compared to the standard OpenAI/Azure Chat Completions API (nested). This caused a `BadRequestError` when users passed standard tool definitions.
Changes:
- Implemented tool flattening logic in `AzureOpenAIResponsesAPIConfig.transform_responses_api_request`.
- Added comprehensive unit tests in test_azure_transformation.py to verify nested-to-flat transformation, pass-through of flat tools, and immutability.
- Ensures cross-provider compatibility for tool definitions.
Fixes#19523
* feat(azure): add support for Azure OpenAI v1 API
When api_version is 'v1', 'latest', or 'preview', use the standard
OpenAI client instead of AzureOpenAI client with base_url pointing
to /openai/v1/ endpoint.
This follows Microsoft's documentation for the new v1 API format:
https://learn.microsoft.com/en-us/azure/ai-services/openai/reference#api-specs
Changes:
- Add OpenAI/AsyncOpenAI imports to common_utils.py and azure.py
- Modify get_azure_openai_client() to detect v1 API versions and
create appropriate client type
- Update isinstance checks and type hints to accept both client types
- Add unit tests for v1 API client creation
* fix(azure): fix MyPy type errors for v1 API support
- Add type: ignore for AsyncOpenAI constructor
- Update type hints in files/handler.py and batches/handler.py
- Add OpenAI/AsyncOpenAI to Union types for client parameters
- Update isinstance checks to include OpenAI/AsyncOpenAI
* fix(azure): update type hints in files and batches handlers for v1 API
Update async method signatures to accept Union[AsyncAzureOpenAI, AsyncOpenAI]
to fix mypy errors when using v1 API client.
* fix(azure): add logprobs support for Azure OpenAI GPT-5 models
Azure OpenAI GPT-5 models (including gpt-5.2) support logprobs
parameters, unlike OpenAI's GPT-5 reasoning models. This fix
overrides the parent class restriction to enable logprobs for Azure.
Changes:
- Override get_supported_openai_params() in AzureOpenAIGPT5Config
- Add "logprobs" and "top_logprobs" to supported params
- Add comprehensive tests for logprobs functionality
Testing:
- Verified with direct Azure API calls to gpt-5.2
- API version: 2025-01-01-preview
- Successfully returns logprobs data
Related: #7974, #4022
* refactor: restrict logprobs support to gpt-5.2 only
Only gpt-5.2 has been verified to support logprobs on Azure.
Other gpt-5 variants (gpt-5, gpt-5.1) have not been tested.
Changes:
- Add conditional check for is_model_gpt_5_2_model()
- Update tests to be specific to gpt-5.2
- Add negative tests for gpt-5 and gpt-5.1
- Update documentation to reflect gpt-5.2 specificity
* fix: handle none content
* fix: defensive check on none value
* Fix test failures: Azure OCR skip, None content handling, PublicAI JSON config
- Skip aocr/ocr call types in Azure test (they don't use Azure SDK client)
- Handle None content in Responses API transformation (skip message creation)
- Update PublicAI tests to use JSON-based configuration system
- Add None check in PublicAI test fixture to fix type error
