litellm/tests/unit/llms
devin-ai-integration[bot] 233db9f285
feat(bedrock): serve gpt-5.6+ chat completions natively by default, with chat_completions/ opt-in for gpt-oss and grok (#44307)
* feat(bedrock): send grok chat completions through runtime openai path

Unspecified bedrock grok was rewritten to Converse. Chat completions now hit bedrock-runtime /openai/v1/chat/completions, and converse/ still uses Converse

* feat(bedrock): serve gpt-oss and gpt-5.6 chat completions on runtime's native openai path

* fix(bedrock): route gpt-oss response_format to Converse and decide the route once from the raw request

* fix(bedrock): serve region-path and GovCloud gpt-oss ids on native Chat Completions

The cost-map parity tests require every regional variant of a flagged id to carry the same supports_ flags, so the six us-gov gpt-oss entries now carry the native-route flags too. A region path in the model name (bedrock/us-gov-west-1/openai.gpt-oss-20b-1:0) is routing, not a different model: the route is looked up on the id after the path, the path's region picks the endpoint and the SigV4 scope, an explicit aws_region_name still wins, and the body carries the bare id AWS expects

* fix(bedrock): keep params AWS refuses natively off the chat completions route

Drop the params each family 400s or 503s on runtime Chat Completions from the native config's supported list (GPT-5.6 penalties, stop, and logprobs, Grok penalties, gpt-oss logit_bias) so drop_params drops them as Converse did, gate legacy functions on GPT-5.6 the same way as tools, and send an Anthropic-style thinking block to Converse, the only route that forwards it

* fix(bedrock): keep schema-less json_object on Converse for the chat completions models

* fix(bedrock): keep every json_object response_format on Converse for the chat completions models

* fix(rust): declare the bedrock runtime chat completions flags on ModelInfo

* fix(bedrock): opt into the native chat completions route through supported_endpoints

* docs(cost-map): describe the bedrock native chat completions capability flags

* revert: docs(cost-map): describe the bedrock native chat completions capability flags

This reverts commit 4101c0ceb2.

cost-map-guard runs main's schema generator under pull_request_target and compares
its output to the PR's committed schema, so a PR that changes the generator's output
cannot pass that required check until the generator change lands on main first. The
descriptions move to a follow-up that lands the generator change ahead of the schema

* test(bedrock): move the native chat completions tests under tests/unit

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): drop reasoning_effort none for grok on the native chat completions route

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): keep converse extension params on the converse route

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): inline http image urls and keep stop on converse for native chat completions

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(bedrock): share the sync remote media inliner

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(image-handling): infer the image mime type when the server sends a generic content type

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): stop sending aws_bedrock_project_id as OpenAI-Project on the runtime chat completions route

* feat(bedrock): make native chat completions an opt-in bedrock/chat_completions/ route

Bare Bedrock OpenAI and Grok model ids stay on Converse as on main. The
bedrock/chat_completions/<model> prefix opts a deployment into bedrock-runtime's
/openai/v1/chat/completions, and a request carrying a Converse-only param
still falls back to Converse. The cost map no longer decides the route.

* fix(bedrock): keep chat_completions/-prefixed deployments on the native Responses surface

* fix(bedrock): keep provider response headers on the runtime chat completions route

* feat(bedrock): serve gpt-5.6 and newer on runtime chat completions by default

Unprefixed bedrock/<gpt-5.6+> models whose cost-map row lists /v1/chat/completions
now route to the native OpenAI-compatible endpoint; converse/ pins Converse and
chat_completions/ still opts gpt-oss and Grok in. Guardrails, application inference
profile ARNs, and tools with reasoning keep falling back to Converse per request.
Hoist the remote-media url comprehension into a single-clause helper.

* fix(bedrock): refuse temperature and top_p natively on GPT 5.6 and newer like Converse does

AWS answers temperature and top_p with a 400 on the native Chat Completions endpoint for the GPT 5.6+ models, the same models whose Converse route already dropped both under drop_params via supports_sampling_params: false. The native config now honors that price-map flag, the gpt-6 and gpt-6.1 rows carry it, and the gpt-6 family joins gpt-5 in refusing frequency_penalty, presence_penalty, logprobs, and top_logprobs before the request reaches AWS.

* fix(bedrock): refuse GPT sampling and logprob params natively only while reasoning is on

On bedrock-runtime's native chat completions endpoint, GPT-5.x and GPT-6.x
accept temperature, top_p, frequency_penalty, presence_penalty, logprobs,
and top_logprobs once reasoning_effort is "none", and refuse them with any
other effort or when the effort is unset. The previous commit refused the
sampling params unconditionally from the cost map's supports_sampling_params
flag, which lost the reasoning-off case and never covered the penalties or
logprobs. The refusal now keys on the model being a GPT id and reasoning
being active, raises a 400 UnsupportedParamsError naming the params unless
drop_params drops them, and lets everything through under "none". Grok and
gpt-oss keep their unconditional family refusals.

* refactor(bedrock): keep the Converse route-prefix strip inside the bedrock llms module

* fix(bedrock): forward a non-string reasoning_effort on the native route instead of crashing

A list or dict reasoning_effort hit a frozenset membership test in
without_refused_reasoning_effort and raised TypeError, which the proxy
surfaced as a 500 APIConnectionError with no upstream call. The value is
now left alone unless it is a string Bedrock's native endpoint refuses,
so AWS answers the malformed value with its own 400 like it does for an int

* fix(bedrock): route overlong GPT version digits to Converse and send native chat completions to the runtime endpoint

A model id with more than 4300 version digits raised ValueError in the route check; the digits are now bounded so such ids fall back to Converse. The native chat completions URL now follows Converse's precedence: aws_bedrock_runtime_endpoint (or AWS_BEDROCK_RUNTIME_ENDPOINT) wins over api_base, so a deployment that sets both keeps sending to the same host

* fix(bedrock): route model_id overrides to Converse and never send an empty bearer natively

A deployment whose litellm_params carry model_id (an application inference profile or provisioned throughput ARN) went to the native Chat Completions route with the base model in the URL and model_id left in the body. It now takes Converse like the bedrock/arn:... model form, which encodes the override into the request URL

A blank api_key on a SigV4 deployment became an Authorization header reading Bearer with nothing after it on the native route, since the OpenAI-like header builder writes any non-None key and the signer keeps a non-AWS4 Authorization header. validate_environment now resolves the key through bedrock_bearer_token, so a blank key is signed with SigV4 the way Converse signs it

* test(bedrock): audit the native GPT chat completions route on the integration rig

Adds the /audit cells for the runtime chat completions route: the scripted Bedrock runtime peer, the happy and fallback wire tests, the sad-path and regex worst-case tests, the chaos burst tests, the Messages adapter tests, and the Responses native-route tests. Tests only, no product diff.

* test(bedrock): harden the runtime chat completions audit cells

The chaos peer's shared counter and process now come from the same spawn context, since a fork-context Value handed to a spawn-context process raises on Linux. The peer-kill test waits for the first six answers to reach the client before killing the peer instead of counting accepted requests. The Responses wire tests look the spend row up under both the ciphertext id the caller received and the issued id behind it, matching the chaos file's rule for the pre-encryption row

* fix(bedrock): refuse or drop a non-string reasoning_effort before the native chat completions call

A reasoning_effort sent as an int, a list, or an object on a GPT 5.6+ deployment the native
route serves now answers 400 from litellm before any wire request, naming the type and the
drop_params way out, and is dropped under drop_params so AWS applies its default effort, the
way Converse dropped it on main. The tip since a0cef91f0b forwarded it for AWS to refuse

* test(bedrock): pin router retries off and give the chaos bursts config deployments on an owned proxy

* test(bedrock): wait for the replacement worker before tearing down the sigkill chaos proxy

---------

Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo <mateo@berri.ai>
2026-10-02 19:55:54 -07:00
..
a2a test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
aiml test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
anthropic fix(anthropic): stop repeating streamed thinking text in the signature chunk (#44127) 2026-10-02 19:38:41 -07:00
apiserpent test(unit): add package markers to migrated unit test directories 2026-09-20 11:53:14 +00:00
azure fix(proxy): relay Azure passthrough body model groups through the router (#43896) 2026-09-30 14:57:31 -07:00
azure_ai test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
base_llm 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
baseten test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
bedrock feat(bedrock): serve gpt-5.6+ chat completions natively by default, with chat_completions/ opt-in for gpt-oss and grok (#44307) 2026-10-02 19:55:54 -07:00
bedrock_mantle test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
black_forest_labs test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
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 fix(params): validate stream_chunk_size once, before any provider call (#43222) 2026-09-26 23:01:20 +00:00
chatgpt fix(chatgpt): preserve requested service tier in Responses calls (#40108) 2026-10-02 10:57:37 -07:00
claude_code 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
cloudflare test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
codex 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
cohere refactor(ocr): remove the Python OCR execution path and require the Rust route (#43081) 2026-09-24 18:18:50 -07:00
cometapi test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
compactifai test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
crusoe test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
custom_httpx test(ci): repair stale tests and flaky CI infrastructure (#43983) 2026-10-01 17:46:43 +00:00
dashscope test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
databricks fix(streaming): keep the served service_tier on streamed chunks and spend rows (#42870) 2026-09-29 12:54:17 -07:00
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 tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
deepinfra test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
deepseek refactor(anthropic): rename experimental_pass_through to pass_through (#43329) 2026-09-26 13:00:50 -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
edenai test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
elevenlabs fix(params): keep _litellm_* kwargs out of provider request bodies by construction (#43221) 2026-09-26 15:20:09 -07:00
exa_ai fix(exa): fall back to highlights/summary when text is missing (#42213) 2026-10-02 14:15:15 -07:00
fal_ai test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
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 test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
fireworks_ai chore(lint): remove the LIT002 mutable-construction rule (#43971) 2026-10-01 12:24:02 -07:00
gdc test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
gemini test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
gigachat test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
github_copilot refactor(anthropic): rename experimental_pass_through to pass_through (#43329) 2026-09-26 13:00:50 -07:00
gradient_ai test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
groq test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
heroku test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
hosted_vllm fix(hosted_vllm): keep reasoning_content on replayed assistant messages (#43599) 2026-09-30 13:12:28 -07:00
huggingface test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
inception test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
jina_ai test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
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
laya feat: add Bespoke Nimble gateway and OSS classifier support (#44246) 2026-10-02 19:37:08 -07:00
lemonade test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
litellm_proxy fix(spend): attribute CLI session spend to the per-user cli-session alias instead of the hashed session token (#40541) 2026-09-24 18:21:47 -07:00
llamafile test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
lm_studio test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
manus test: migrate phase 9 legacy llm provider tests to tests/unit 2026-09-20 08:13:11 +00:00
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 test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
minimax test: migrate phase 9 legacy llm provider tests to tests/unit 2026-09-20 08:13:11 +00:00
mistral test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
modelscope test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -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 test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
nimble test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +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(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
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 fix(oci): resolve the GenAI endpoint realm from the compartment OCID instead of hardcoding oraclecloud.com (#43180) 2026-10-02 10:57:12 -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 test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -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(responses): drop bridge-minted reasoning items from OpenAI replays (#44132) 2026-10-02 19:39:48 -07:00
openai_like feat(providers): add Cortecs as an OpenAI-compatible provider (#43872) 2026-09-30 19:49:24 -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 Merge remote-tracking branch 'origin/main' into litellm_migrate_tests_p12 2026-09-20 13:44:19 +00:00
ovhcloud test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
parallel_ai test: add __init__.py to phase 12 unit test directories 2026-09-20 12:36:15 +00:00
parasail test: add __init__.py to phase 12 unit test directories 2026-09-20 12:36:15 +00:00
pass_through test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
perplexity test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
pg_vector test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
publicai test: add __init__.py to phase 12 unit test directories 2026-09-20 12:36:15 +00:00
ragflow test: add __init__.py to intermediate phase 12 unit test directories 2026-09-20 12:37:21 +00:00
recraft test: add __init__.py to intermediate phase 12 unit test directories 2026-09-20 12:37:21 +00:00
reducto test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -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 fix(params): validate stream_chunk_size once, before any provider call (#43222) 2026-09-26 23:01:20 +00:00
sail test(e2e): align completion, SAIL, and spend-log fixtures with supported contracts (#43902) 2026-09-30 14:21:22 -07:00
sambanova test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
sap test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
scaleway test: add __init__.py to phase 12 unit test directories 2026-09-20 12:36:15 +00:00
snowflake test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
soniox test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
stability test: add __init__.py to intermediate phase 12 unit test directories 2026-09-20 12:37:21 +00:00
tencent refactor(anthropic): rename experimental_pass_through to pass_through (#43329) 2026-09-26 13:00:50 -07:00
tinyfish test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
together_ai test: migrate legacy provider tests to tests/unit (wave 2, phase 13) 2026-09-20 14:18:49 +00:00
valkey test: migrate legacy provider tests to tests/unit (wave 2, phase 13) 2026-09-20 14:18:49 +00:00
vercel_ai_gateway test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
vertex_ai fix(transcription): honor base_url alias for Groq Whisper and report it as the api base (#43917) 2026-09-30 15:03:23 -07:00
volcengine test: stop CI tests from downloading tokenizer files and images (#43257) 2026-09-25 19:27:48 -07:00
voyage test: add __init__.py to every tests/unit directory this migration touches 2026-09-20 11:52:09 +00:00
wandb test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
watsonx test: add __init__.py to every tests/unit directory this migration touches 2026-09-20 11:52:09 +00:00
xai feat(xai): add native xAI batches and files support (#42812) 2026-09-25 15:35:20 -07:00
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_file_content_block.py test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
test_file_search_responses.py test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -07:00
test_lifecycle_fix.py test: move tests/test_litellm/llms into tests/unit/llms (#43191) 2026-09-25 12:43:23 -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