litellm/tests/unit/llms
dean-zavad 000b3685ed
fix(guardrails): guardrail Bedrock Converse stream text per content block (#45822)
* fix(guardrails): guardrail Bedrock Converse stream text per content block

The buffered converse-stream guardrail joined every text delta of the same
kind across all content blocks into one string, guardrailed it, then split the
result back over the frames by length. When a guardrail edit changed the
length (a mask), characters moved between blocks: text spilled from one text
block into the next, and parallel toolUse inputs became invalid JSON.

Group fragments per (contentBlockIndex, kind) so each block is guardrailed and
written back on its own.

* test(guardrails): run the Bedrock stream block tests through the real post-call hook

Drive de_anonymize_event_stream with a real ProxyLogging and pass-through logging object, with a fake guardrail at the boundary, and assert the texts the guardrail receives as well as the frames the client gets back

* test(guardrails): pin the logging start time in the Bedrock stream tests
2026-10-10 15:03:39 -07:00
..
a2a refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
aiml test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
aiohttp_openai refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
anthropic refactor(anthropic): move raw SSE stream assembly helpers out of proxy guardrails (#45749) 2026-10-10 20:35:49 +00:00
apiserpent test(unit): add package markers to migrated unit test directories 2026-09-20 11:53:14 +00:00
aws_polly refactor(sdk): separate core AWS and tokenizer dependencies (#44447) 2026-10-08 19:07:57 -07:00
azure test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
azure_ai test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
base_llm test: make 38 legacy live base-class translation tests offline (#45351) 2026-10-08 23:18:25 +00:00
baseten test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
bedrock fix(guardrails): guardrail Bedrock Converse stream text per content block (#45822) 2026-10-10 15:03:39 -07:00
bedrock_mantle refactor(sdk): separate core AWS and tokenizer dependencies (#44447) 2026-10-08 19:07:57 -07:00
black_forest_labs refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
bytez test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
cerebras test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
chat refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
chatgpt refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
clarifai refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
claude_code refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
cloudflare test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
codex refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
cohere test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
cometapi refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
compactifai test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
crusoe refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
custom_httpx fix(websearch_interception): drop stream_options when forcing stream=False and replay it on the final stream (#45433) 2026-10-09 22:16:02 -07:00
dashscope refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
databricks fix(databricks): keep #/$defs refs in json_schema response_format (#45659) 2026-10-09 18:51:36 -07:00
dataforseo test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
datarobot test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
deepagents feat: add litellm.agent() to run claude code, codex, opencode and deep agents through the ai gateway (#43885) 2026-10-01 22:27:49 +00:00
deepgram test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
deepinfra refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
deepseek test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
docker_model_runner test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
duckduckgo test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
e2b refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
edenai test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
elevenlabs test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
exa_ai test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
fal_ai test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
fastcrw test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
featherless_ai refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
firecrawl test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
fireworks_ai feat(fireworks_ai): forward the LiteLLM user id as user behind fireworks_forward_user_id (#45265) 2026-10-08 12:48:16 -07:00
gdc test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
gemini refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
gigachat refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
github_copilot chore(github_copilot): sync model catalog with Copilot's served models (#45386) 2026-10-09 15:19:08 -07:00
gradient_ai refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
groq test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
heroku test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
hosted_vllm refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
huggingface test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
hyperbolic refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
inception refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
infinity test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
jina_ai refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
lambda_ai test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
langflow fix(ci): stop stale CI reds, keep unit tests off the host env, retry CyberArk policy conflicts (#43294) 2026-09-26 09:25:13 -07:00
langgraph test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
laya feat: add Bespoke Nimble gateway and OSS classifier support (#44246) 2026-10-02 19:37:08 -07:00
lemonade refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
linkup test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
litellm_proxy test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
llamafile refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
lm_studio refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
manus refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
meta test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
meta_llama refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
microsoft_365_copilot feat(microsoft_365_copilot): add Microsoft 365 Copilot chat provider with OAuth token exchange (#45158) 2026-10-09 15:19:07 -07:00
minimax test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
mistral refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
modelscope refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
mongodb test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
moonshot chore(cost-map): remove models past their deprecation date (#42435) 2026-09-22 21:19:26 +00:00
nadir test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
nebius test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
neosantara refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
nimble test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
novita test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
nscale test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
nvidia_nim test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
nvidia_riva test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
oci refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
ocr test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
ollama fix(ollama): one stream id, 400 on non-text tool content, separated tool results, no empty message item (#45177) 2026-10-07 19:08:26 -07:00
oobabooga test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
openai fix: support OpenAI SDK 3 while retaining SDK 2 compatibility (#44927) 2026-10-09 19:45:50 -07:00
openai_like refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
opencode feat: add litellm.agent() to run claude code, codex, opencode and deep agents through the ai gateway (#43885) 2026-10-01 22:27:49 +00:00
openrouter fix(openrouter): bill responses, decisions and pass-through from usage.cost and always allow reasoning params (#45640) 2026-10-09 13:28:31 -07:00
ovhcloud refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
parallel_ai test: add __init__.py to phase 12 unit test directories 2026-09-20 12:36:15 +00:00
parasail refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
pass_through feat(guardrails): per-mode stream_scope with bedrock stream and pass-through fixes (#43801) 2026-10-08 13:46:53 -07:00
perplexity test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
pg_vector fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
publicai test: add __init__.py to phase 12 unit test directories 2026-09-20 12:36:15 +00:00
ragflow refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
recraft refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
reducto test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
replicate test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
runwayml test: add __init__.py to phase 12 unit test directories 2026-09-20 12:36:15 +00:00
s3_vectors test: add __init__.py to intermediate phase 12 unit test directories 2026-09-20 12:37:21 +00:00
sagemaker refactor(sdk): separate core AWS and tokenizer dependencies (#44447) 2026-10-08 19:07:57 -07:00
sail test(e2e): align completion, SAIL, and spend-log fixtures with supported contracts (#43902) 2026-09-30 14:21:22 -07:00
sambanova refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
sap fix(sap): correctly handle cache_control (#39122) 2026-10-06 08:54:06 -07:00
scaledown feat(scaledown): add native text provider support (#44168) 2026-10-10 14:01:17 -07:00
scaleway feat(scaleway): add rerank support (#44160) 2026-10-02 21:20:05 -07:00
searchapi test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
searxng test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
serper test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
snowflake refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
soniox refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
stability refactor(types): replace Any with proven types in 137 files (#44478) 2026-10-05 11:01:45 -07:00
strands_decider feat(strands_decider): call a Strands Decider on an AgentCore runtime ARN (#45678) 2026-10-09 22:51:19 -07:00
tavily test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
tencent refactor(anthropic): rename experimental_pass_through to pass_through (#43329) 2026-09-26 13:00:50 -07:00
tinyfish test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
together_ai test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
tool_loop feat(harness): add Harness.TOOL_LOOP, a minimal in-process tool-calling loop (#44391) 2026-10-03 17:33:01 +00:00
triton test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
v0 test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
valkey test: migrate legacy provider tests to tests/unit (wave 2, phase 13) 2026-09-20 14:18:49 +00:00
vercel_ai_gateway refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
vertex_ai perf(ci): isolate and shard integration suites (#44146) 2026-10-10 11:15:19 -07:00
volcengine test: stop CI tests from downloading tokenizer files and images (#43257) 2026-09-25 19:27:48 -07:00
voyage fix(ci): drop the publicly known master key prefix from the voyage routing test (#45431) 2026-10-08 13:41:03 -07:00
wandb test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
watsonx test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
xai test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
xinference test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
you_com test: migrate phase 14 wave 2 provider tests to tests/unit 2026-09-20 11:01:40 +00:00
zai test: add __init__.py to every tests/unit directory this migration touches 2026-09-20 11:52:09 +00:00
__init__.py test(unit): add package markers to migrated unit test directories 2026-09-20 11:53:14 +00:00
test_cache_control_and_reasoning.py test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
test_custom_llm.py test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
test_file_content_block.py refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
test_file_search_responses.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
test_lifecycle_fix.py refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
test_oss_decision.py feat: add Bespoke Nimble gateway and OSS classifier support (#44246) 2026-10-02 19:37:08 -07:00
test_polling_url_origin_match.py test: move tests/test_litellm core utils, routing, responses, caching and rust_bridge into tests/unit (#43199) 2026-09-25 17:10:13 -07:00
test_predibase_transformation.py test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00