* Enhance error handling in OpenAIResponsesAPIConfig to coalesce null error codes into a default string, preventing validation errors and improving stability during streaming iterations.
* Add test for coalescing null error codes in streaming responses
This test ensures that when a streaming error event has error.code set to None, the system correctly transforms it to 'unknown_error' and returns an ErrorEvent instance without raising a ValidationError.
---------
Co-authored-by: Ku Wei Chiet <chietkuw@fpt.com>
* Added tool search support for anthropic
* Add programtic tool calling support
* Add tool use input examples support
* Add anthropic effort param support
* Add anthropic effort param support
* Add blog for new features
* fix mypy and lint errors
* fix mypy and lint errors
* fix mypy and lint errors
* fix mypy and lint errors
* Add better handling
* Add better handling
* feat: add _fix_enum_types function to remove enums from non-string fields in schema
* test: add test for _fix_enum_types function to validate enum removal from non-string fields
* fix(gemini): exclude image models from automatic thinking_level parameter (#17013)
- gemini-3-pro-image-preview does not support thinking_level parameter
- Added check to skip adding thinkingConfig for models containing "image"
- Fixes BadRequestError: "Thinking level is not supported for this model"
- Only affects automatic default behavior, user can still pass reasoning_effort explicitly
Fixes#17013
* test: add tests for gemini-3 image models thinking_level exclusion
* update docs
* add prompt security guardrails provider
* cosmetic
* small
* add file sanitization and update context window
* add pdf and OOXML files support
* add system prompt support
* add tests and documentation
* remove print
* fix PLR0915 Too many statements (96 > 50)
* cosmetic
* fix mypy error
* Fix failed tests due to naming conflict of responses directory with same-named pip package
* Fix mypy error: use 'aembedding' instead of 'embeddings' for async embedding call type
* Fix: Install enterprise package into Poetry virtualenv for tests
The GitHub Actions workflow was installing litellm-enterprise to system Python
using 'python -m pip install -e .', but tests run in Poetry's virtualenv using
'poetry run pytest'. This caused ImportError for enterprise package types.
Changed to 'poetry run pip install -e .' so the package is available in the
same virtualenv where pytest executes.
Fixes enterprise test collection errors in GitHub Actions CI.
* Move Prompt Security guardrail tests to tests/test_litellm/
Per reviewer feedback, move test_prompt_security_guardrails.py from
tests/guardrails_tests/ to tests/test_litellm/proxy/guardrails/ so
it will be executed by GitHub Actions workflow test-litellm.yml.
This ensures the Prompt Security integration tests run in CI.
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Co-authored-by: Ori Tabac <oritabac@prompt.security>
Co-authored-by: Vitaly Neyman <vitaly@prompt.security>
- Add conditional check for 'global' vertex_location
- Use aiplatform.googleapis.com (no prefix) for global endpoint
- Apply fix to both v1 and v1beta1 APIs
- Matches existing behavior in regular completion calls
Fixes context caching 404 errors when using global location.
Regular completion already handles global correctly, this brings
context caching in line with that behavior.
Related: #11190, #9234
Co-authored-by: prawaan-singh <prawaan.singh@thoughtspot.com>
* feat(anthropic/chat/transformations): for claude-4-5-sonnet and opus-4-1 support passing structured output to anthropic api
* docs: document new feature
* fix: fix output format
* fix: cleanup
* fix(transformation.py): conditionally pass in json tool call
* fix: support ARIZE_SPACE_ID instead of ARIZE_SPACE_KEY
* docs(arize_integration.md): cleanup arize docs
* feat(callback_info_helpers.tsx): allow setting arize space id via ui
* fix: fix linting error
* fix(opentelemetry.py): working arize phoenix root span tracing
- Add scope and url attributes to WebSocket mock in test_user_api_key_auth_websocket
- Add shared_realtime_ssl_context initialization in realtime handler test
This commit fixes two critical test failures and two test isolation issues
in the SSL configuration tests.
## Critical Test Failures Fixed
### 1. test_get_ssl_configuration
**Problem:** Test was failing with assertion error that ssl.create_default_context
was never called (expected 1 call, got 0).
**Root Cause:** The get_ssl_configuration() function uses a caching mechanism
(_ssl_context_cache) to avoid creating duplicate SSL contexts with the same
configuration. When tests run in sequence, a previous test may have created an
SSL context with the same configuration (same cafile, ssl_security_level,
ssl_ecdh_curve). When this test runs, it retrieves the cached context instead
of creating a new one, so ssl.create_default_context() is never called, causing
the mock assertion to fail.
**Fix:** Clear the SSL context cache at the start of the test to ensure a fresh
context is created, allowing the mock to be called and verified.
### 2. test_ssl_ecdh_curve
**Problem:** Test was failing with assertion error that set_ecdh_curve was
never called (expected 1 call, got 0).
**Root Cause:** Same caching issue as above. Additionally, the test needed to
use a real SSLContext instance instead of a MagicMock because _create_ssl_context
calls methods like set_ciphers() and minimum_version that require a real context.
**Fix:**
- Clear the SSL context cache at the start of the test
- Use a real SSLContext instance and patch set_ecdh_curve on it specifically
- Added explanatory comment about why a real context is needed
## Test Isolation Issues Fixed
### 3. test_ssl_security_level
**Problem:** Test was failing because it expected LiteLLMAiohttpTransport but
got httpx.AsyncHTTPTransport instead.
**Root Cause:** Test isolation issue. Other tests in the file (test_force_ipv4_transport,
test_aiohttp_disabled_transport) set litellm.disable_aiohttp_transport = True
but don't restore the original value. When this test runs after those tests,
aiohttp transport is disabled, causing it to use httpx transport instead.
**Fix:** Explicitly enable aiohttp transport at the start of the test and restore
the original value in a finally block, ensuring the test works regardless of
test execution order.
### 4. test_ssl_verification_with_aiohttp_transport
**Problem:** Same as above - expected LiteLLMAiohttpTransport but got
httpx.AsyncHTTPTransport.
**Root Cause:** Same test isolation issue - aiohttp transport disabled by
previous tests.
**Fix:** Same approach - explicitly enable aiohttp transport and restore
original value in finally block.
## Why These Fixes Work
1. **Cache clearing:** By clearing _ssl_context_cache before each test, we
ensure that get_ssl_configuration() creates a fresh SSL context, allowing
mocks to be properly called and verified.
2. **Test isolation:** By saving and restoring the disable_aiohttp_transport
setting, tests are independent of each other and work correctly regardless
of execution order.
These are minimal, targeted fixes that address the root causes without
modifying production code or affecting other functionality.
* Cache realtime websocket request body
Move the realtime request payload builder out of the websocket handler and wrap it with an LRU cache so repeated connections reuse the same bytes object. This keeps the JSON formatting cost down while bounding memory usage.
* Optimize realtime websocket caching
Refactored /v1/realtime to use cached helpers for both the JSON body and query params, introduced a reusable request-scope template, and optimized header handling to avoid redundant work.
* Refine realtime websocket header handling
* Reuse websocket scope headers in auth
* Refactor realtime request body helper
Move the realtime request body formatter into proxy common utils so it can be reused across modules. Reuse it in the websocket auth flow to share LRU caching and avoid ad hoc byte builders.
* fix: revert to old pattern
The old pattern was necessary, we can just return the optimized function instead.
* Reuse SSL context for realtime
Create a shared SSLContext for OpenAI realtime websocket dials and pass it into websockets.connect so we stop re-reading verify paths on every session.
* feat: reuse shared TLS context for realtime websockets
- add `SHARED_REALTIME_SSL_CONTEXT` helper so all realtime websocket clients share the same TLS settings
- wire the shared context into OpenAI, Azure, custom HTTPX handlers, and realtime health checks
- update realtime tests to assert that the expected SSL context is passed to `websockets.connect`
This keeps TLS configuration consistent and avoids recreating SSL contexts per connection.
* Reuse HTTP SSL context for realtime
Remove the standalone realtime SSL helper, expose a shared context directly from the HTTP handler, and point all realtime websocket clients and tests to it. Add the websocket header comparison tool.
* Lazy-load shared realtime SSL context
Fix circular imports introduced by eagerly instantiating the shared TLS context. Make the HTTP handler lazily create the context and have realtime clients/tests fetch it on demand, keeping configuration consistent without breaking startup.
* add: unit test for realtime LRU caches
* fix: merge conflict with imports
* Add openai metadata filed in the request
* Add docs related to openai metadata
* Add utils
* test_completion_openai_metadata[True]
* Added support for though signature for gemini 3 in responses api (#16872)
* Added support for though signature for gemini 3
* Update docs with all supported endpoints and cost tracking
* Added config based routing support for batches and files
* fix lint errors
* Litellm anthropic image url support (#16868)
* Add image as url support to anthropic
* fix mypy errors
* fix tests
* Fix: Populate spend_logs_metadata in batch and files endpoints (#16921)
* Add spend-logs-metadata to the metadata
* Add tests for spend logs metadata in batches
* use better names
* Remove support for penalty param for gemini 3 (#16907)
* Remove support for penalty param
* remove halucinated model names
* fix mypy/test errors
* fix tests
* fix too many lines error
* fix too many lines error
* Add config for cicd test case
* Fix final tests
* fix batch tests
* fix batch tests
* though signature tool call id
* [stripe] refactor and tests
* [stripe] remove md and move to factory
* [stripe] remove redudant test
* [stripe] ran black formatting
* [stripe] add thought signature docs
* [stripe] remove unused import
