litellm/tests/unit/litellm_core_utils
Devin Gupta 216041e243
feat(decisions): add Parallel AI web-grounded decisions (#49188)
* feat(decisions): add Parallel AI web-grounded decisions

* fix(decisions): name the Parallel model decision

* fix(parallel_ai): restrict environment credentials to trusted decision endpoints

* fix(decisions): keep Parallel evidence fields off other providers and handle missing confidence

Only fields a provider names reach the OpenAI response, so existing providers keep
their base shape. A malformed api_base answers 400 on both credential paths. The
complexity router classifier and the Playground handle a provider that omits
confidence. Regenerates the lazy OpenAPI snapshot and the dashboard API types

* chore(cost-map): declare the Decisions routes on parallel_ai/decision

The provider endpoint files are generated from the cost map, so the row must
name both routes for the generated System One flag to hold

* fix(decisions): report no classifier confidence when a provider omits it

A choice answer with no confidence is a valid classifier answer, so the
complexity router picks its tier and leaves classifier_confidence and the
confidence signal out instead of reporting a different metric in its place.

Also show the Parallel AI logo in the provider picker and add a Parallel
translation fixture captured from the live API for both Decisions routes.

* fix(decisions): keep a token-priced row on token billing when it also sets a query price

A plain input_cost_per_query bills flat only on a row with no token price, and input_cost_per_query_decisions always bills flat, so a custom Decisions row that already bills tokens costs the same as before this PR

* fix(decisions): bill a deployment's query price and accept Parallel bases that end in a route

A proxy request logs through an object built before the router picks the deployment, so a query price on litellm_params never reached Decisions billing. Parallel Search accepts a base ending in /v1/search and shares PARALLEL_AI_API_BASE with Decisions, so Decisions now accepts that base and one ending in /v1/decisions.

* fix(decisions): keep per-query billing and optional confidence on Parallel only

A query price on any other Decisions provider moved that provider off token
billing, and a choice or score answer with no confidence became a 200 with a
null for every provider. Both now apply to Parallel alone, so other providers
bill and fail as they do on main.

A Parallel deployment with explicit zero token rates and a query price read as
free, so every budget check was skipped while it billed per call. It now counts
as priced.

The dashboard key for Parallel is now PARALLEL_AI so a served bundle that
predates the provider still sends parallel_ai as the provider slug, and the
README table lists the provider.

---------

Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
2026-11-03 04:47:02 +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(vertex_ai): bill Claude web search per request on deployments priced in model_info (#49160) 2026-10-30 23:14:51 -07:00
llm_response_utils feat(hosted_vllm)!: keep vLLM's stop_reason and token_ids on chat choices and stream chunks (#48393) 2026-11-02 13:26:29 -08:00
prompt_templates fix(count_tokens): count grok-4-1, grok-4.3 and DeepSeek V4.1 tool requests the way their hosts bill them (#49074) 2026-11-02 12:37:35 -08:00
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
attribute_forwarder.py refactor(typing): clear 1181 basedpyright Any errors across 431 files (#47789) 2026-10-24 11:31:09 -07:00
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_allowed_tools_tool_choice.py fix(tool_choice): accept OpenAI allowed_tools on chat completions and flatten it for the Responses bridge (#49043) 2026-11-02 18:51:58 -08:00
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 fix(proxy): serve /a2a/{agent_id}/message/stream routes (#49471) 2026-10-31 16:11:51 -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 fix(proxy): account for media in combined TPM reservations (#48865) 2026-10-28 12:39:41 -07:00
test_aws_partition.py perf(ci): isolate and shard integration suites (#44146) 2026-10-10 11:15:19 -07:00
test_batch_utils.py refactor(router): fence the router surface and document the router-core boundary (#48839) 2026-10-29 00:01:52 +00:00
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 fix(proxy): cooldown errors carry 429, Sentry starts at boot without request bodies, tracing failures log at ERROR, exporter counters exported (#46344) 2026-10-16 00:53:52 +00:00
test_chat_completion_agentic_loop.py fix(websearch)!: keep the provider prefix on the agentic follow-up model (#38885) 2026-10-29 04:47:18 -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 fix(proxy)!: let proxy admin keys read raw cloud storage file ids on GET /files/{id}/content (#40621) 2026-10-20 10:58:42 +00:00
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 fix(cohere): emit streamed tool calls from v2 tool-call-start and tool-call-delta chunks (#47794) 2026-10-31 21:14:53 +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): add Parallel AI web-grounded decisions (#49188) 2026-11-03 04:47:02 +00:00
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 refactor(typing): widen delete_nested_value to Mapping and drop two unused Span aliases (#48001) 2026-10-24 19:39:27 +00:00
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(router): cap the default OTPM reservation and reconcile token counters after each call (#49054) 2026-10-29 20:32:04 -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 fix(vertex_ai): map Anthropic context overflow errors (#36963) 2026-11-02 17:27:17 -08:00
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 refactor(fallback-generalizations)!: remove the legacy extends and mixed-rule shim (#48737) 2026-10-28 05:17:28 -07:00
test_fallback_utils.py fix(cache_control): pick the chat-path dialect from the deployment's provider prefix (#45295) 2026-10-30 05:11:42 -07:00
test_get_litellm_params.py fix(chatgpt): derive the upstream session id from prompt_cache_key (#42014) 2026-10-28 10:57:51 -07:00
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 fix(proxy): let typesafe/* allowlists cover /typesafe Jev calls and list Jev in the model picker (#47697) 2026-10-28 20:19:58 -07:00
test_get_model_cost_map.py feat(proxy): add LITELLM_OFFLINE_MODE, one switch for the fetches LiteLLM makes on its own (#48096) 2026-10-23 16:54:19 -07:00
test_get_supported_openai_params.py fix(bedrock): backfill published regional service tier prices (#49113) 2026-10-29 19:46:57 -07:00
test_health_check_helpers.py fix(health): probe only models a partial wildcard serves (#49060) 2026-10-29 23:34:57 -07:00
test_hidden_params.py perf(streaming): stop raising caught AttributeErrors inside pydantic on every streamed chunk (#49166) 2026-10-30 10:01:44 -07:00
test_image_handling.py fix(anthropic): send PDF image_url content to Claude as document blocks (#46984) 2026-10-30 02:21:39 -07:00
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): resume background response streams with stream and starting_after (#48819) 2026-10-29 02:31:22 -07:00
test_json_fragment_accumulator.py test: deflake the json accumulator drain test and the armed routing prefetch test (#49505) 2026-10-31 15:14:33 -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(spend)!: save streamed /v1/responses spend rows under the encrypted resp_ id the client received (#49493) 2026-11-02 14:13:17 -08:00
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 fix(aiand)!: show ai&'s name and logo, and sync ai&'s model list (#49158) 2026-10-30 10:55:26 -07:00
test_logging_callback_manager.py fix(router): unregister strategy selectors from global callbacks on discard (#45795) 2026-10-21 02:39:36 +00:00
test_logging_utils.py perf(logging): skip the base64 regex on plain text and copy a few large strings inline (#49228) 2026-10-31 01:03:04 -07:00
test_logging_worker.py fix(proxy): persist tag spend and drain success callbacks within the shutdown budget (#48988) 2026-10-29 09:32:18 -07:00
test_max_streaming_duration.py fix(router): log each dropped /v1/messages attempt through its own logging copy and open the retry without its usage (#45194) 2026-10-20 21:46:45 -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_offline_mode.py feat(proxy): add LITELLM_OFFLINE_MODE, one switch for the fetches LiteLLM makes on its own (#48096) 2026-10-23 16:54:19 -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 fix(headroom): forward tenant-scoped session affinity (#49255) 2026-10-30 12:32:03 -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 fix(realtime)!: send the Gemini Live setup at the first content so session.update settings apply (#39864) 2026-10-30 01:31:39 -07:00
test_redact_messages.py feat(hosted_vllm)!: keep vLLM's stop_reason and token_ids on chat choices and stream chunks (#48393) 2026-11-02 13:26:29 -08:00
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 fix(spend): keep a NaN or infinite cost from wedging daily spend writes (#48829) 2026-10-30 08:27:35 -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 fix(proxy): cooldown errors carry 429, Sentry starts at boot without request bodies, tracing failures log at ERROR, exporter counters exported (#46344) 2026-10-16 00:53:52 +00:00
test_served_output_texts.py fix(guardrails): scan and rewrite streamed /v1/completions under post_call guardrails (#49035) 2026-10-29 08:46:49 -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 feat(hosted_vllm)!: keep vLLM's stop_reason and token_ids on chat choices and stream chunks (#48393) 2026-11-02 13:26:29 -08:00
test_streaming_handler.py feat(hosted_vllm)!: keep vLLM's stop_reason and token_ids on chat choices and stream chunks (#48393) 2026-11-02 13:26:29 -08:00
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 refactor(types): replace Any with proven types in 14 files (#48928) 2026-10-29 07:26:07 -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(count_tokens): count grok-4-1, grok-4.3 and DeepSeek V4.1 tool requests the way their hosts bill them (#49074) 2026-11-02 12:37:35 -08:00
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 fix(token_counter)!: keep a loaded Hugging Face tokenizer when a slower download fails (#48916) 2026-10-29 03:50:58 -07:00
test_tool_fields.py fix(mcp)!: answer 400 for a hosted MCP tool a translated route cannot run, drop it under drop_params (#48931) 2026-11-02 13:13:03 -08:00
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 fix(llms): join api_base and route with one shared helper (#47535) 2026-10-21 06:59:32 +00:00
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