litellm/tests/integration/sdk
Mateo Wang 91724bb0a7
fix(responses)!: count input tokens the way inference sends the request (#47363)
* fix(count-tokens): translate chat tool use before Claude token counts

Responses and chat tool use (function tools, function_call items, tool messages) is now converted the way Claude chat inference converts it before the Anthropic, Azure AI and Vertex partner counters call count_tokens. Translation errors answer 400 before any provider call. Anthropic-shaped requests and /v1/messages/count_tokens keep their body as sent.

* test(count-tokens): compare Claude count bodies with inference for Responses tool use

* fix(responses): forward the caller's Responses body to OpenAI token counts

OpenAI deployments now get the caller's /v1/responses/input_tokens body as sent, minus LiteLLM-only fields, so OpenAI's own count and errors come back. previous_response_id is checked for ownership like inference and routes to the deployment that served it

* fix(responses)!: count Claude Responses bodies the way inference sends them

Non-native Responses counts now run the body through the inference bridge, so
text.format, tool_choice, reasoning, built-in tools, and file_search count the
way inference sends them on Anthropic, Azure AI, Vertex, and Bedrock. The
OpenAI native count body uses the drop_params-resolved tool fields.

* fix(responses): honor drop_params and replay previous turns in Claude counts

Claude input_tokens counts now read the same drop_params setting inference merges from the deployment, router defaults, and request, so a forced tool_choice downgrades to auto under drop_params. previous_response_id replays the stored turns through inference's session loader, and chat messages carrying fields beyond role and content go through the provider's chat translation

* fix(responses): keep proxy-only request keys out of OpenAI counts and map chat tools in Bedrock counts

* fix(count-tokens): import on Python 3.11 and keep stored prompts in OpenAI counts under drop_params

* fix(responses): leave tool_choice out of counts when drop_params drops every tool

* fix(count-tokens): count Mantle options, drop cache marks, and reject input inference cannot send

The Bedrock Mantle fallback now counts thinking, tool_choice and output_config
like the runtime count. Claude Responses counts leave out cache_control marks
again, so more than four marks count instead of failing. Counts answer 400
before any provider call for user blocks chat inference refuses and for
Responses tools with no Chat Completions equivalent, instead of dropping the
block or counting a placeholder tool. Adds the wire tests for these paths

* fix(count-tokens): count Responses tools the way the inference bridge sends them

A Claude count now hoists additional_tools input items into tools, strips a malformed tool flag under drop_params and rejects it without, and leaves tools out when the deployment lists tools in additional_drop_params, so the count matches the body Claude inference sends for the same request

* fix(count-tokens): keep Bedrock runtime counts option-free and send OpenAI the provider file id

* test(count-tokens): capture the Anthropic count request at the HTTP layer instead of patching the handler

* fix(count-tokens): ignore a caller-sent file id mapping and keep non-string file ids as sent
2026-10-20 15:13:59 +00:00
..
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): send native structured output first on Opus 4.8 and Sonnet 5 and fall back to the json tool when Bedrock rejects it (#47100) 2026-10-18 00:06:07 +00:00
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_fallback_sdk.py fix(bedrock): send native structured output first on Opus 4.8 and Sonnet 5 and fall back to the json tool when Bedrock rejects it (#47100) 2026-10-18 00:06:07 +00:00
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_exa_search_envelope_sdk.py fix(exa): return highlights, highlight scores, score and the response envelope from Exa search (#47423) 2026-10-19 15:45:56 -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_gemini_tts_speech_logging_sdk.py fix(speech)!: correctly propagate spend logging and usage for Gemini TTS bridge (#44551) 2026-10-19 23:02:11 +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_huggingface_tokenizer_downloads_sdk.py fix(token_counter): count DeepSeek V4 text with DeepSeek's own tokenizer (#47353) 2026-10-20 03:43:35 +00:00
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_error_api_base_sdk.py fix(streaming): report the deployment's api_base when a stream fails mid-way (#47045) 2026-10-17 15:41:24 +00:00
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_text_completion_stream_rebuild_sdk.py fix(streaming): keep finish_reason and provider usage when rebuilding streamed text completions (#44349) 2026-10-20 05:31:39 +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(responses)!: count input tokens the way inference sends the request (#47363) 2026-10-20 15:13:59 +00:00