litellm/tests/unit/litellm_core_utils
ryan-crabbe-berri f470e418ea
fix(anthropic): keep signed empty thinking blocks and honor thinking.block_binding (#46342)
* fix(anthropic): treat adaptive thinking as enabled when mapping response_format

is_thinking_enabled only recognised thinking.type=enabled, so a request that
paired thinking.type=adaptive with response_format took the synthetic JSON
tool path with a forced tool_choice, which Anthropic rejects alongside
thinking. The same check also gates the Bedrock Converse and Databricks
forced tool_choice downgrades, so they now see adaptive thinking too.

* fix(anthropic): keep signed thinking blocks with empty text on chat completions

Models that default to display: omitted return signed thinking blocks whose
text is empty, and Anthropic rejects the next turn when they are not replayed
unchanged. is_unsignable_thinking_block dropped them along with unsigned
blocks, and the inline content path required non-empty text, so a tool-use
turn on Opus 4.7+ or the 5 families lost its thinking blocks and 400ed on the
tool-result turn. Only a missing signature now drops a block, and the
mid-conversation system placement mirrors that rule. The /v1/messages strip
helper is left to #41362.

* fix(anthropic): skip the thinking-strip retry when block_binding asks for an error

The /v1/messages retry loop strips thinking blocks and resends on any
invalid-thinking 400, including the binding mismatch a caller opted into
with thinking.block_binding.prefix_mismatch_behavior: error. The retry
decision now sees the request body and surfaces that 400 instead of
overriding the caller's choice. #42888 covers the litellm_params side.

* fix(bedrock): carry thinking.block_binding through the Invoke thinking rebuilds

Bedrock Invoke rebuilt the thinking param from scratch when display: updates
was requested, on both the /v1/messages and chat completions paths, and the
legacy enabled-to-adaptive translation plus the clear_thinking injection did
the same, so thinking.block_binding never reached Bedrock. Every rebuild now
spreads the caller's thinking and only overrides the keys it owns, and
AnthropicThinkingParam types block_binding. The thinking-binding-controls
beta was already on the Bedrock allowlist.

* fix(anthropic): keep forcing the response_format tool under adaptive thinking

This reverts ad9e861ae7. Anthropic, Bedrock Invoke and Vertex all accept a
forced tool_choice next to thinking.type=adaptive and only reject it with
type=enabled, so counting adaptive as enabled fixed no live failure. It did
drop the forced JSON tool, so Claude answered response_format requests in
prose, and it downgraded a required tool_choice to auto on Bedrock Converse

* test(e2e): drop the adaptive thinking tool round trip case

With adaptive thinking the model often skips thinking on the weather prompt, so
turn 1 carries no signed empty block and the case fails before the replay it is
meant to cover. Anthropic also answers the replay with a 200 whether or not the
block is forwarded, so the case could not tell the fix from main. The factory
unit tests pin the outgoing shape instead

* fix(anthropic): only skip the thinking-strip retry for a binding mismatch 400

prefix_mismatch_behavior: error asks Anthropic to reject a block bound to
another conversation. It says nothing about unrelated bad blocks such as a
null signature, so those still get the strip-and-retry self-heal. Also trims
the empty-thinking docstrings to what the code guarantees and types the new
test parameters

* refactor(anthropic): narrow thinking fields with the mapping validator instead of typing.cast

typing.cast is banned by the strict ruff gate (TID251), so the three new casts pushed that rule one over its merge-base count. The existing pydantic mapping validator gives the same typed view without an unchecked cast, and it now has a generic name since it is no longer only used for Claude Code payloads

* refactor(anthropic): read thinking settings through the validated mapping so basedpyright stays at its merge-base count

The Bedrock clear_thinking rewrite still narrowed with a cast and an untyped dict fallback, which added two reportUnknownVariableType errors. It now uses the same pydantic mapping validator, made public for that reuse, and the retry hook validates the request body itself so the handler passes a typed dict instead of an untyped one

---------

Co-authored-by: yuneng-jiang <yuneng@berri.ai>
2026-10-15 18:49:53 +00:00
..
audio_utils test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
llm_cost_calc fix(pricing): drop duplicate and bare gemini-4-argon rows (#46246) 2026-10-13 17:44:26 +00:00
llm_response_utils fix(responses bridge): round-trip tool_search_call and tool_search_output items between turns (#46444) 2026-10-14 21:40:14 -07:00
prompt_templates fix(anthropic): keep signed empty thinking blocks and honor thinking.block_binding (#46342) 2026-10-15 18:49:53 +00:00
specialty_caches 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
__init__.py test(unit): make every tests/unit directory a package so pytest collection is unique 2026-09-20 11:50:59 +00:00
conftest.py test(ci): repair stale tests and flaky CI infrastructure (#43983) 2026-10-01 17:46:43 +00:00
event_loop_lag.py test: repair stale and polluting tests red on scheduled main CI (#44229) 2026-10-02 21:32:17 +00:00
fake_secret_vault.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
messages_with_counts.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_agentic_followup_kwargs.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_anthropic_dedup_factory.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_api_route_to_call_types.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_app_crypto.py test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
test_audio_utils.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_aws_partition.py perf(ci): isolate and shard integration suites (#44146) 2026-10-10 11:15:19 -07:00
test_bedrock_converse_dedup_factory.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_bug_report.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_chat_completion_agentic_loop.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_classifier_logging.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_cli_token_utils.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_cloud_storage_security.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_codestral_provider_routing.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_core_helpers.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
test_coroutine_checker.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_cost_discount.py feat(cost): support provider/model-pattern keys in cost_discount_config (#43335) 2026-10-12 14:59:18 -07:00
test_custom_logger_registry.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_dd_tracing.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
test_decisions_pricing.py feat(decisions): bill decisions and systemone from _decisions cost map fields (#45904) 2026-10-12 14:31:12 -07:00
test_decode_special_tokens.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_default_encoding.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_dot_notation_indexing.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_duration_parser.py feat(proxy): report when each per-model budget window resets (#45797) 2026-10-15 10:56:45 -07:00
test_env_utils.py fix(config): treat blank env values as unset so the proxy neither crash-loops nor silently drops a guardrail (#46341) 2026-10-14 12:49:31 -07:00
test_error_normalization.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_exception_mapping_utils.py feat(providers): add Inference APIs as OpenAI-compatible provider (#41669) 2026-10-15 08:17:36 -07:00
test_extract_base64_image.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_fallback_generalizations.py fix(responses): translate OpenAI tool_search to Anthropic tool search for Claude models (#45882) 2026-10-14 20:42:22 -07:00
test_fallback_utils.py test: move routing, caching and callback tests out of local_testing (#45761) 2026-10-10 09:33:09 -07:00
test_get_litellm_params.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
test_get_llm_provider_endpoint_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_get_llm_provider_logic.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_get_model_cost_map.py fix: keep model capability flags out of provider requests (#46647) 2026-10-15 14:30:10 +00:00
test_get_supported_openai_params.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_health_check_helpers.py feat(decisions): bill decisions and systemone from _decisions cost map fields (#45904) 2026-10-12 14:31:12 -07:00
test_hidden_params.py refactor: expose public hidden_params accessors (#44668) 2026-10-07 00:01:33 -07:00
test_image_handling.py feat(decisions)!: send images to Cloudflare Clef through its images field (#45734) 2026-10-14 12:14:48 +00:00
test_initialize_dynamic_callback_params.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_internal_call_metadata.py fix(responses): bill a background response once, on the first read or poll that sees it finished (#45703) 2026-10-15 11:00:14 -07:00
test_json_fragment_accumulator.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_json_schema_validation.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_litellm_logging.py fix(responses): bill a background response once, on the first read or poll that sees it finished (#45703) 2026-10-15 11:00:14 -07:00
test_llm_judge.py fix(guardrails): resolve decision models in caller team scope (#46085) 2026-10-15 11:43:36 -07:00
test_llm_request_utils.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
test_logging_callback_manager.py test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
test_logging_utils.py fix(logging): bound data URI regex so base64 truncation stays linear (#45132) 2026-10-07 12:32:04 -07:00
test_logging_worker.py fix(router): preserve native baseline identity and accounting (#44960) 2026-10-07 11:00:31 -07:00
test_max_streaming_duration.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_model_param_helper.py test: move offline logging, secret manager and provider tests from legacy dirs into tests/unit (#45554) 2026-10-09 09:48:10 -07:00
test_model_response_utils.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_moderation_standard_logging.py test: replace 61 live logging and otel tests with offline unit and integration coverage (#45362) 2026-10-08 15:55:57 -07:00
test_oauth_token_exchange.py feat(microsoft_365_copilot): add Microsoft 365 Copilot chat provider with OAuth token exchange (#45158) 2026-10-09 15:19:07 -07:00
test_optional_imports.py refactor(sdk): separate core AWS and tokenizer dependencies (#44447) 2026-10-08 19:07:57 -07:00
test_path_utils.py refactor(core): move path_utils from proxy common_utils to litellm_core_utils (#45775) 2026-10-10 19:07:22 +00:00
test_private_json.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_provider_affinity.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_provider_specific_headers.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_ptu_pricing.py feat(proxy): split Azure PTU deployments across teams with per-team PTU ceilings and PTU-hour reporting (#43043) 2026-10-15 18:44:30 +00:00
test_realtime_errors.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_realtime_streaming.py feat(xai): bill grok voice realtime sessions (#46600) 2026-10-15 05:27:02 +00:00
test_redact_messages.py fix(logging): redact nested callback input and provider response fields (#45923) 2026-10-13 12:25:56 -07:00
test_request_timeout_resolver.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_retry_after_headers.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_safe_divide_seconds.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_safe_json_dumps.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_sensitive_data_masker.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
test_sentry_scrubbing.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_served_output_texts.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_stream_usage_logging.py test: replace 61 live logging and otel tests with offline unit and integration coverage (#45362) 2026-10-08 15:55:57 -07:00
test_streaming_chunk_builder_cursor.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_streaming_chunk_builder_server_tool_use.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_streaming_chunk_builder_utils.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_streaming_handler.py fix(streaming): keep provider response headers on SDK streaming errors (#41528) 2026-10-15 08:11:54 -07:00
test_streaming_overhead.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
test_text_completion_conversion.py test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
test_thread_pool_executor.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_token_counter.py fix(token_counter): price a base64 PDF document per page instead of as one image (#45301) 2026-10-08 21:20:46 -07:00
test_token_counter_tool.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_token_counter_tool_data.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_tokenizer.py refactor(sdk): separate core AWS and tokenizer dependencies (#44447) 2026-10-08 19:07:57 -07:00
test_tool_search_spend_logging.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_url_utils.py test(unit): wait on the work itself instead of fixed sleeps (#46261) 2026-10-13 12:41:06 -07:00
test_xai_oauth_routing.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