litellm/tests/integration/sdk
Mateo Wang 2c5c9b8d84
fix(bedrock): use native structured output on Haiku 5.5 and Sonnet 5.5, and fix Fable 5 and Sonnet 4.6 schema 400s (#46870)
* fix(bedrock): use native structured output on every Claude model whose Bedrock profiles accept it

Bedrock accepts outputConfig structured output on every reachable profile of
Claude Opus 4.7, 4.8, 5, 5.5, Sonnet 5, 5.5, Haiku 5.5, and Fable 5.1, so
json_schema now goes out natively there instead of as a forced tool, which kept
Bedrock from returning adaptive thinking. Fable 5 rejects outputConfig, so its
keys go back to the tool path. GovCloud keys keep their flags, and the drift
tests let GovCloud lag its commercial base but never lead it.

* fix(bedrock): clean Claude schemas for native structured output and keep recursive schemas on the old path

Bedrock native output rejects minimum/maximum, minItems, uniqueItems, oneOf,
additionalProperties true, and recursive or unresolved $ref, all of which the
forced tool accepted. Claude schemas on the Bedrock native paths now go through
the cleaner the Anthropic native path already uses, and a schema with a
recursive or unresolved $ref keeps the forced tool, inline, or drop path it had.

* fix(bedrock): keep older installs on the json tool with a Bedrock-only native output key

Older installs fetch the model map from main, so flipping supports_native_structured_output
moved them onto native output with their old schema handling. The new
supports_bedrock_native_structured_output key is ignored by older code. Schemas native output
cannot hold (recursive refs, open objects such as dict fields) keep the json tool on the new
key, models on the old key keep their current behavior for those shapes, and the Anthropic
API, Vertex AI, and Azure keep their current behavior.

* chore(cost-map): regenerate the model prices schema for the Bedrock native output key

* fix(bedrock): keep native output to profiles every account accepts and route schemas Bedrock rejects to the json tool

Only Opus 5.5, Sonnet 5.5, Haiku 5.5 and Fable 5.1 keep the Bedrock native output key, since
Opus 4.8 and Sonnet 5 answer 400 on some accounts and Opus 5 garbles escaped characters.
Lookaround patterns and string formats outside Bedrock's list now keep the json tool, objects
typed as a union with null are closed, and the cleaner keeps minItems of 0 or 1.

* fix(bedrock): keep Opus 5.5 and Fable 5.1 on the json tool, since native output stops their adaptive thinking

* fix(bedrock): keep shared $defs in native schemas and send refused schemas to the json tool on every native model

Native output now keeps $defs instead of inlining each use, so a submodel reused across a schema counts once against Bedrock's optional and union limits. Schemas native output cannot hold use the json tool on Converse and Invoke chat for both native keys, and minItems is only kept when it is an integer 0 or 1

* fix(bedrock): keep the json tool unless thinking is requested and bound native output schemas

The Bedrock native output key now applies only when the call asks for thinking, so calls without
thinking keep the json tool as before. Schemas past Bedrock's documented union and optional counts,
or past a grammar size estimate fitted to live probes, keep the json tool on both map keys. Open
objects keep the json tool on the Anthropic API, Vertex AI and Azure AI, where native output returned
them empty. The $ref check no longer expands $defs, so doubling definitions no longer stall the request.

* fix(bedrock): resolve root-path $defs refs so nested Pydantic models keep native output on Invoke

* test(bedrock): cover native structured output and json tool routing through the proxy

Integration cells drive the proxy against a scripted Bedrock peer that enforces Bedrock's structured output schema rules, covering thinking with native output on Converse, Converse streaming, Invoke, /v1/responses and /v1/messages, the deployment opt-in, Fable 5, schema cleaning on every native entry, open objects, and malformed schemas. Vertex, Anthropic and Azure AI cells cover open objects on native-capable models and the cleaner's minItems and nullable object handling. The unit table now covers reasoning_effort none and disabled thinking

* fix(bedrock): keep native output for numeric formats and wide old-key schemas, and keep thinking in json mode

Check string formats only on nodes that can be strings, apply the 64-field cap only to the Bedrock-only key, carry thinking blocks into the json mode message, and send malformed json tool schemas as object schemas.

* fix(anthropic): keep native output for dict fields unless the json tool can be forced

* fix(anthropic): keep native output for dict fields when the caller sends tools

* test(bedrock): close the dangerous-tool-use test schema, since Bedrock native output requires closed objects

* test(anthropic): cover forced and unforced open-object routing, json mode thinking, numeric formats and wide schemas

Add proxy cells for open-object schemas that keep native output when the json tool cannot be forced (a model that refuses forced tools on the Anthropic API and Vertex AI, thinking, caller tools), for the thinking block a json mode answer keeps on Vertex AI and Bedrock Invoke, and for integer and number formats and 65-field schemas on each Bedrock map key. Point the forced open-object cells at the Anthropic API and Azure AI only, since no Vertex AI model in the cost map takes both native output and a forced tool

* fix(bedrock): keep the native output opt-in on the deployment that sets it, and route effort none open objects to native output

* test(bedrock): cover deployment-scoped native output opt-in, register_model and effort none open objects
2026-10-16 20:57:23 -07:00
..
conftest.py fix(tests): drain SDK logging before restoring callbacks (#46924) 2026-10-16 12:39:26 -07:00
test_aiohttp_session_rebuild_wire.py test(integration): regression tests for July provider translation, routing and streaming bugs (#42693) 2026-09-23 09:51:06 -07:00
test_anthropic_messages_bridge_mid_stream_failure_sdk.py test: extend runtime regression contracts for Messages and SDK (#46641) 2026-10-15 17:51:15 +00:00
test_azure_prompt_shield_tuple_messages.py fix(guardrails): restore Azure guardrail get_user_prompt dispatch and allow logging (#44067) 2026-10-01 23:30:32 -07:00
test_bedrock_converse_redacted_thinking_router_sdk.py fix(bedrock)!: replay redacted_thinking on Converse and keep its data as Claude's own string (#46532) 2026-10-14 19:08:14 -07:00
test_bedrock_converse_stream_sync_decoder_wire.py fix(bedrock): surface unrecognized converse-stream event frames instead of an empty turn (#44112) 2026-10-02 16:06:26 -07:00
test_bedrock_model_discovery_sdk.py fix(bedrock): list the account's invocable models behind bedrock/* when check_provider_endpoint is on (#43981) 2026-10-09 14:14:17 -07:00
test_bedrock_native_output_register_model_sdk.py fix(bedrock): use native structured output on Haiku 5.5 and Sonnet 5.5, and fix Fable 5 and Sonnet 4.6 schema 400s (#46870) 2026-10-16 20:57:23 -07:00
test_cache_control_census_pydantic_messages_sdk.py fix(anthropic): count a replayed server tool call's cache mark the way modify_params sends it (#46591) 2026-10-15 14:46:43 -07:00
test_caching_redis_sdk.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_callback_logging_cache.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_databricks_json_schema_refs_sdk.py fix(databricks): keep #/$defs refs in json_schema response_format (#45659) 2026-10-09 18:51:36 -07:00
test_device_code_login_guard_sdk.py fix(anthropic): count a replayed server tool call's cache mark the way modify_params sends it (#46591) 2026-10-15 14:46:43 -07:00
test_dual_cache_redis.py ci(circleci): test Redis behavior against local Redis and print short tracebacks (#44062) 2026-10-01 13:00:54 -07:00
test_gemini_long_decode_sync_sdk.py feat(gemini)!: auto-continue gemini-4-argon long decodes with continuationToken (#46240) 2026-10-15 22:54:23 +00:00
test_generic_api_callback.py perf(ci): isolate and shard integration suites (#44146) 2026-10-10 11:15:19 -07:00
test_google_genai_adapter_stream_usage_sdk.py fix(vertex_ai): route Model Garden models through the generateContent adapter (#41836) 2026-10-15 08:06:49 -07:00
test_http2_wire.py test(integration): hand every harness server a port from one per-worker block (#46761) 2026-10-15 16:56:40 -07:00
test_idle_upstream_reconnect_sdk.py fix(http): restore the 15s aiohttp keep-alive default in the Python and Rust clients (#46355) 2026-10-14 10:50:11 -07:00
test_interception_converted_stream_options_sdk.py 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
test_langfuse_redaction_sdk.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_ocr_matrix_sdk.py test: migrate SDK and proxy-booting legacy CircleCI tests to their tiers (#45758) 2026-10-11 00:17:21 -07:00
test_openai_sdk_client_sessions_wire.py fix: support OpenAI SDK 3 while retaining SDK 2 compatibility (#44927) 2026-10-09 19:45:50 -07:00
test_owned_redis_ports.py test(integration): hand every harness server a port from one per-worker block (#46761) 2026-10-15 16:56:40 -07:00
test_provider_budget_redis.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_provider_error_and_extra_body_families_wire.py feat(providers): add Inference APIs as OpenAI-compatible provider (#41669) 2026-10-15 08:17:36 -07:00
test_redis_breaker_metrics_multiprocess_sdk.py fix(caching): report Redis circuit-breaker metrics through the Prometheus services logger (#46484) 2026-10-14 14:29:54 -07:00
test_redis_cluster_iam_auth.py test(integration): give chaos and timing tests a harness API and gate raw signals (#46031) 2026-10-12 05:27:33 -07:00
test_redis_service_metrics.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_response_cache_sync_sdk.py fix(anthropic): keep refusal stop_reason and stop_details on the logged response (#46104) 2026-10-14 14:42:49 -07:00
test_responses_bridge_stream_errors_sdk.py test(integration): update stale CircleCI integration expectations (#46570) 2026-10-14 18:21:59 -07:00
test_responses_bridge_sync_reasoning_sdk.py fix(bedrock)!: keep reasoning, thinking blocks and the json_mode finish_reason on fake streams (#46863) 2026-10-16 17:27:57 +00:00
test_responses_bridge_tool_search_sdk.py fix(responses bridge): round-trip tool_search_call and tool_search_output items between turns (#46444) 2026-10-14 21:40:14 -07:00
test_router_behavior_wire.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_router_budget_limiter_wire.py fix(router): stop queueing budget increments for Redis when no Redis is configured (#46831) 2026-10-16 15:52:42 +00:00
test_router_cooldown_fallback_sdk.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_router_include_fallback_errors_wire.py fix(router): keep include_fallback_errors off the provider call on the sync Router path (#45218) 2026-10-07 22:25:12 -07:00
test_router_lowest_latency_wire.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_router_redis_tls_url.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_router_sync_stream_fallback_wire.py fix(router): read the first stream chunk before returning so a failure before any token runs through the retry and fallback budget (#46493) 2026-10-14 14:19:25 -07:00
test_router_tool_call_stream_fallback_budget_wire.py fix(router): read the first stream chunk before returning so a failure before any token runs through the retry and fallback budget (#46493) 2026-10-14 14:19:25 -07:00
test_router_unsupported_params_fallback_wire.py fix(router): add fallback_on_unsupported_params so param rejections can raise instead of falling back (#46350) 2026-10-14 14:43:01 -07:00
test_sagemaker_embedding_sdk.py feat(sagemaker)!: inference components and OpenAI-compatible embeddings (#44985) 2026-10-12 22:25:52 +00:00
test_slack_daily_report_redis.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_stream_open_error_provider_headers_sdk.py fix(streaming): keep provider response headers on SDK streaming errors (#41528) 2026-10-15 08:11:54 -07:00
test_sync_stream_connection_release_wire.py fix(streaming): add CustomStreamWrapper.close() and release the connection when a sync stream ends (#46354) 2026-10-14 19:14:04 +00:00
test_tool_loop_server_tool_replay_sdk.py fix(anthropic): keep tool_search_tool_result so the search call replays with its result (#46440) 2026-10-14 18:52:32 -07:00
test_topaz_image_variation_trailing_slash_sdk.py fix(llms): sanitize trailing slashes in provider get_complete_url (#42887) 2026-10-15 02:59:46 -07:00
test_usage_based_routing_sdk_redis_reads.py refactor: clean up fresh tech debt from 2026-09-29 (#43830) 2026-09-30 02:40:37 -07:00
test_usage_routing_counter_ttl.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_vertex_batch_row_line_errors_sdk.py fix(vertex_ai): return 400 with file line number for malformed batch JSONL row (#40097) 2026-10-15 03:21:48 -07:00
test_vertex_gemini_image_batch_cost_sdk.py refactor: expose public hidden_params accessors (#44668) 2026-10-07 00:01:33 -07:00
test_vertex_gemini_stream_timeout_wire.py fix(vertex_ai): pass the per-request timeout to Gemini streaming calls (#46349) 2026-10-14 10:51:18 -07:00
test_vertex_partner_count_tokens_sdk.py fix(vertex_ai): forward system and tools to partner model count_tokens (#43900) 2026-10-03 16:36:14 -07:00