litellm/tests
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
..
_support fix(params): validate stream_chunk_size once, before any provider call (#43222) 2026-09-26 23:01:20 +00:00
agent_tests
audio_tests test: remove 130 legacy tests owned by stronger unit proofs (#44157) 2026-10-02 10:18:50 -07:00
base_sdk_tests fix(mcp): explain missing public client dependencies 2026-09-19 19:52:13 -07:00
basic_proxy_startup_tests
batches_tests test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
benchmarks feat(tokenizer): preserve Python defaults with opt-in Rust dispatch (#42174) 2026-09-22 04:41:11 +00:00
code_coverage_tests fix(proxy): share ownership permissions for spend logs and traces (#44239) 2026-10-03 01:38:54 +00:00
documentation_tests fix(s3_v2): upload fresh events first, drop terminal failures and hour-old retries by default, opt-in adaptive concurrency (#43022) 2026-09-26 14:58:28 -07:00
e2e refactor(ui): compose dashboard pages with shared layouts (#44306) 2026-10-03 01:35:34 +00:00
guardrails_tests test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
harness_e2e 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
image_gen_tests test: remove 130 legacy tests owned by stronger unit proofs (#44157) 2026-10-02 10:18:50 -07:00
integration 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
litellm_utils_tests 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
llm_responses_api_testing test: remove 130 legacy tests owned by stronger unit proofs (#44157) 2026-10-02 10:18:50 -07:00
llm_translation test: remove 130 legacy tests owned by stronger unit proofs (#44157) 2026-10-02 10:18:50 -07:00
load_tests
local_testing test: repair stale and polluting tests red on scheduled main CI (#44229) 2026-10-02 21:32:17 +00:00
logging_callback_tests test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
mcp_tests feat(mcp)!: disable stdio MCP servers by default (#44066) 2026-10-02 10:28:04 -07:00
multi_instance_e2e_tests
ocr_tests refactor(ocr): remove the Python OCR execution path and require the Rust route (#43081) 2026-09-24 18:18:50 -07:00
openai_endpoints_tests test: remove 130 legacy tests owned by stronger unit proofs (#44157) 2026-10-02 10:18:50 -07:00
otel_tests test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
pass_through_tests fix(mcp): preserve legacy behavior on SDK2 and streamline verification 2026-09-18 22:28:31 -07:00
pass_through_unit_tests feat: add Bespoke Nimble gateway and OSS classifier support (#44246) 2026-10-02 19:37:08 -07:00
proxy_admin_ui_tests
proxy_behavior fix(lens): run investigations with configured wildcard models (#44233) 2026-10-02 14:20:59 -07:00
proxy_e2e_anthropic_messages_tests fix(test): run the all-beta-headers bedrock cases on Claude Fable 5.1 2026-09-19 23:33:29 +00:00
proxy_migration_tests fix(proxy-extras): bound the lock waits of the partitioned SpendLogs index build (#44109) 2026-10-01 18:28:50 -07:00
proxy_security_tests refactor(proxy): rename the local development override to dangerously_permit_weak_or_unset_master_key so the name says exactly what it permits 2026-09-19 18:53:14 -07:00
proxy_unit_tests ci: move tests/proxy_unit_tests to tests/unit/proxy and run the proxy-db shards from litellm-tests (#42903) 2026-09-24 22:59:11 +00:00
router_unit_tests 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
rust-python-harness refactor(ocr): remove the Python OCR execution path and require the Rust route (#43081) 2026-09-24 18:18:50 -07:00
search_tests fix(cost-map): retirement dates, chatgpt reasoning flags, bing pricing, bedrock mantle and mythos, azure gpt-5.6 alias, anthropic batch rates, new nebius, openrouter and xai rows (#42951) 2026-09-25 19:12:36 -07:00
spend_tracking_tests test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
store_model_in_db_tests test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_litellm fix(proxy): share ownership permissions for spend logs and traces (#44239) 2026-10-03 01:38:54 +00:00
test_litellm_rust fix(proxy): share ownership permissions for spend logs and traces (#44239) 2026-10-03 01:38:54 +00:00
unified_google_tests test: remove 130 legacy tests owned by stronger unit proofs (#44157) 2026-10-02 10:18:50 -07:00
unit 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
vector_store_tests
windows_tests fix(packaging): keep wheel paths under Windows MAX_PATH for Store Python (#43903) 2026-09-30 22:20:36 +00:00
__init__.py
_fake_openai_endpoint_server.py
_flush_vcr_cache.py
_live_test_helpers.py
_openai_record_replay_proxy.py
_process_helpers.py test: count a zombie grandchild as gone in the migrate deploy timeout test (#42570) 2026-09-22 14:59:26 -07:00
_vcr_conftest_common.py fix(tests): stop VCR recording and replaying a test's own localhost upstream (#43346) 2026-09-26 15:49:39 -07:00
_vcr_redis_persister.py
_wait_helpers.py
_ws_vcr.py
AGENTS.md ci(tests): wire tests/unit into CircleCI and drain legacy unit shards green 2026-09-20 07:05:42 +00:00
capturing_transport.py test(vcr): guard leaked cassette patches and make injected-transport embedding tests immune (#42542) 2026-09-22 14:20:18 -07:00
eval_swe_bench.py
fake_openai_endpoint.py
gettysburg.wav
large_text.py
openai_batch_completions.jsonl
pyrightconfig.json
README.MD test: finish the non-proxy half of tests/test_litellm (#43281) 2026-09-25 22:43:41 -07:00
test_anthropic_compaction_usage.py
test_budget_management.py
test_callbacks_on_proxy.py
test_debug_warning.py
test_default_encoding_non_root.py
test_end_users.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_fallbacks.py test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
test_gpt5_azure_temperature_support.py
test_health.py
test_keys.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_litellm_proxy_responses_config.py
test_logging.conf
test_models.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_new_vector_store_endpoints.py
test_openai_endpoints.py test: remove 130 legacy tests owned by stronger unit proofs (#44157) 2026-10-02 10:18:50 -07:00
test_otel_thread_leak.py
test_presidio_latency.py
test_proxy_server_non_root.py
test_ratelimit.py test(proxy): delete the legacy proxy test tree and shard tests/unit/proxy by glob (#44018) 2026-10-01 11:40:45 -07:00
test_resource_cleanup.py
test_rust_python_harness.py test: fix stale and state-leaking tests red on scheduled CircleCI (#43266) 2026-09-25 19:10:20 -07:00
test_service_logger_otel.py
test_spend_logs.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_team.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_team_logging.py
test_team_members.py test(proxy): move management_endpoints, management_helpers and guardrails tests into tests/unit/proxy (#44003) 2026-10-01 10:52:03 -07:00
test_users.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
white_100x100.png test: stop CI tests from downloading tokenizer files and images (#43257) 2026-09-25 19:27:48 -07:00

In total litellm runs 1000+ tests

[02/20/2025] Update:

To make it easier to contribute and map what behavior is tested,

we've started mapping the litellm directory in tests/unit

This folder can only run mock tests.