litellm/tests/test_litellm
Tin Chi Lo d0c24f2a29 feat(spend): fold auto-router benchmarks into a per-session rollup
The benchmarks dashboard answered every question by scanning LiteLLM_SpendLogs at
read time: four aggregate queries per auto-router, two of them window functions
over the response JSONB, re-deriving on every page load which model the previous
turn used, how long a tier had been idle, and how big the prefix was last time.
Those are sequential facts and the request that produces them already knows all
of them, so they are now computed once, when the turn happens.

A new LiteLLM_AutoRouterSession row per (session, auto-router) carries both the
counters and the state that classifies the next turn. fold_turn is pure, so every
rate and dollar formula is unit-testable without a database, and the in-memory
queue plus background flusher follow AdaptiveRouterUpdateQueue: atomic increment
upserts, so two pods writing one session compose instead of overwriting. A pod
that has never seen a session loads its row once and classifies from memory
after, which is what keeps a session correct across a restart or a pod move.

The counters are declared once, on TurnDelta. COUNTER_FIELDS derives from that
declaration and the merge, the flush payload and the read query all build off it,
so a metric added there reaches the database and the dashboard without a second
edit. A test asserts the read query aggregates every declared counter; it caught
two that were being written on every request and read by nothing.

The read path is a single aggregate over pre-folded rows covering every
auto-router at once, and touches no per-request table at all. Rollup rows expire
on the existing spend-log retention cutoff, keyed on last activity so a live
conversation is not pruned out from under itself.

Two behaviour fixes came with the move. The turn buckets are now exhaustive: a
session's opening turn used to land in the headline turn count and in none of the
three buckets, so the bucket totals silently disagreed with the headline. And a
turn with no ephemeral cache-creation evidence now reads as the five minute tier
rather than the one hour tier, which had been the default purely because zero is
not less than zero.

Savings come from compute_savings_spend, the same primitive the usage tab uses,
so the two surfaces cannot report different numbers for the same traffic. The
baseline recorded on each row is the one that priced its turns, so the tab names
what the numbers were computed against rather than whatever the config says by
the time someone opens it.
2026-08-03 21:30:40 -07:00
..
a2a_protocol fix(otel): label retrieval and agent metrics correctly and emit gen_ai.provider.name (#35151) 2026-07-30 13:48:59 -07:00
anthropic_interface fix(rust): route agentic-completion-hook /messages requests to Python for all stream modes (#34126) 2026-07-22 00:36:47 +00:00
batches Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_batch_output_single_pass 2026-07-30 10:55:28 -07:00
caching fix(caching): close evicted LLM clients so their connections are reclaimed (#35492) 2026-08-03 13:28:38 -07:00
completion_extras chore: merge litellm_internal_staging into litellm_fix_responses_bridge_streaming_contract 2026-07-25 00:20:31 +00:00
compression fix(guardrails/headroom): stop compressing the turn the model must act on (#35294) 2026-07-30 18:53:31 -07:00
containers fix(containers): record ownership for service-account keys + fix Prisma Json serialization (#28990) 2026-05-27 21:00:07 -07:00
enterprise test(managed-files): call store_unified_file_id twice and assert upsert payloads 2026-07-29 18:51:25 -07:00
expected_fine_tuning_api
expected_responses_api_request test(responses): replace perma-skip azure shell e2e with offline coverage (#32444) 2026-07-08 10:01:41 -07:00
experimental_mcp_client fix(mcp): sanitize Anthropic tool schemas and stop encoding gateway names 2026-07-17 10:33:28 -07:00
google_genai chore: litellm oss staging 250626 (#31305) 2026-06-25 21:00:28 -07:00
images fix(image_edit): read vertex_project/location from litellm_params in Imagen get_complete_url 2026-04-21 15:03:40 +05:30
integrations fix(guardrails/rubrik): attribute blocked requests to the caller that made them (#35734) 2026-08-03 19:56:24 -07:00
interactions fix(tests): assert Content variants are identified by type, not by the discriminator keyword (#35161) 2026-07-29 17:49:30 -07:00
litellm_core_utils fix(bedrock): stop forwarding no-op toolSpec.strict to Converse (#35688) 2026-08-03 18:58:40 -07:00
llms fix(caching): close evicted LLM clients so their connections are reclaimed (#35492) 2026-08-03 13:28:38 -07:00
models feat(litellm): add models and repository layers (#29686) 2026-06-06 20:59:33 -07:00
ocr test: litellm fix failing tests (#32577) 2026-07-09 13:54:45 -07:00
passthrough fix(passthrough): stream non-sse passthrough responses instead of buffering in memory (#32386) 2026-07-07 20:51:15 -07:00
proxy feat(spend): fold auto-router benchmarks into a per-session rollup 2026-08-03 21:30:40 -07:00
rag fix(rag): track LLM completion usage and spend for /v1/rag/query (#32438) 2026-07-17 17:45:27 +00:00
realtime_api fix(realtime): preserve nested transcription model and session-first model priority 2026-07-03 14:21:22 -07:00
repositories Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_redis_pubsub_config_sync 2026-08-01 09:29:24 -07:00
rerank_api fix(rerank): log optional_rerank_params at debug to stop leaking request content (#32533) 2026-07-08 18:48:03 -07:00
responses Merge pull request #34531 from BerriAI/litellm_forward_client_headers_responses_api 2026-08-03 20:02:21 -07:00
router_strategy feat(spend): add net auto-router savings to the cost-optimization dashboard (#35521) 2026-08-04 03:10:37 +00:00
router_utils fix(ui): reject an auto-router keyword rule left empty instead of dropping it (#35705) 2026-08-03 19:02:49 -07:00
sandbox feat: add opensandbox sandbox provider (#31024) 2026-06-23 09:05:13 -07:00
secret_managers fix(bedrock): stop replaying expired Google OIDC tokens to STS on guardrail auth (#34637) 2026-07-25 16:27:54 -07:00
test_router fix(logging): stop pinning large request payloads past request end (#33455) 2026-07-15 15:28:37 -07:00
types refactor(rate-limits): move the v3 limiter per-request stash off request metadata onto a ContextVar 2026-07-30 14:00:20 -07:00
vector_stores style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
videos test(videos): add 1:1 test file scaffold for videos component paths (#30631) 2026-06-29 09:12:51 +05:30
__init__.py
conftest.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
log.txt
readme.md
test__types.py Litellm OSS Staging 010626 (#29422) 2026-06-01 21:42:51 -07:00
test_a2a_registry_lookup.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_acompletion_session_reuse_e2e.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_add_deployment_no_master_key.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_aembedding_session_reuse_e2e.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_anthropic_beta_headers_filtering.py chore(oss): litellm oss staging 120626 (#30292) 2026-06-12 09:49:25 -07:00
test_anthropic_skills_transformation.py fix: encode upstream URL path identifiers 2026-04-29 22:02:39 -07:00
test_anthropic_sonnet_1hr_cache_pricing.py chore: litellm oss staging160626 (#30527) 2026-06-16 18:23:13 -07:00
test_audio_transcription_rust_bridge.py perf(bedrock): audio transcription via rust core (py->rust bridge) (#33990) 2026-07-20 14:09:41 -07:00
test_azure_ad_token_credential_resolution.py chore(oss): litellm oss staging 150626 (#30463) 2026-06-16 12:06:41 -07:00
test_azure_video_router.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_batch_completion_models_all_responses.py test(batches): move orphan tests into tests/test_litellm for CI coverage (#30510) 2026-06-16 10:20:59 -07:00
test_bedrock_anthropic_1hr_cache_pricing.py Litellm oss staging 030626 (#29578) 2026-06-03 11:01:51 -07:00
test_bedrock_usgov_haiku_1hr_cache.py Litellm OSS Staging 010626 (#29422) 2026-06-01 21:42:51 -07:00
test_bedrock_usgov_pricing.py Litellm OSS Staging 010626 (#29422) 2026-06-01 21:42:51 -07:00
test_budget_ratchet_check.py refactor(lint): collapse type/lint budgets to a single per-rule limit (#31883) 2026-07-01 18:12:35 +03:00
test_chat_ui_responses_session.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_check_licenses.py fix(check_licenses): read PEP 639 license-expression metadata (#28529) 2026-05-22 11:22:38 -07:00
test_check_type_discipline.py fix(lint): restrict freezing-wrapper match to bare names and types.MappingProxyType 2026-07-30 22:26:05 -07:00
test_circleci_path_filter.py ci: gate CircleCI jobs on changed paths (#32080) 2026-07-04 19:15:08 -07:00
test_circleci_rust_toolchain.py ci(circleci): install a pinned Rust toolchain on the Linux jobs (#35519) 2026-08-03 18:39:35 -07:00
test_claude_fable_5_config.py Revert "chore(ci): sync litellm_internal_staging into daily OSS branch (#33337)" (#33339) 2026-07-14 19:32:25 -07:00
test_claude_haiku_4_5_config.py feat(anthropic): add Claude Opus 4.8 and prune reasoning-effort flags (#29238) 2026-05-28 18:50:33 -07:00
test_claude_opus_4_6_config.py fix(azure_ai): advertise 1M context window for Claude Opus 4.6+ on Foundry 2026-07-24 21:53:12 +00:00
test_claude_opus_4_8_config.py fix(azure_ai): advertise 1M context window for Claude Opus 4.6+ on Foundry 2026-07-24 21:53:12 +00:00
test_claude_opus_5_config.py feat(anthropic): add Claude Opus 5 2026-07-24 10:43:49 -07:00
test_claude_sonnet_4_6_config.py feat(anthropic): add Claude Opus 4.8 and prune reasoning-effort flags (#29238) 2026-05-28 18:50:33 -07:00
test_claude_sonnet_5_config.py fix(model_prices): apply claude-sonnet-5 introductory pricing through 2026-08-31 (#31917) 2026-07-01 17:45:57 -07:00
test_cloudflare_workers_ai_model_metadata.py feat(cloudflare): add current Workers AI text-generation models to the cost map (#31051) 2026-06-23 10:44:37 -07:00
test_command_r7b_pricing.py chore: litellm oss 170626 (#30637) 2026-06-17 21:11:12 -07:00
test_completion_timeout_resolution.py fix(router): honor litellm_settings.request_timeout as an independent per-attempt timeout (#31119) 2026-06-23 14:22:54 -07:00
test_component_entrypoint.py fix(docker): honor USE_DDTRACE in the componentized gateway and backend images (#35490) 2026-08-01 14:12:59 -07:00
test_compression.py Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
test_constants.py
test_container_router.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_cost_calculation_log_level.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_cost_calculator.py feat(dashscope): add qwen3.7-plus and qwen3.7-max to the model cost map (#35123) 2026-07-29 14:22:22 -07:00
test_count_tokens_public_api.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_dashscope_image_generation.py fix(dashscope): fail fast on image generation API errors 2026-04-23 18:41:01 +05:30
test_deepseek_model_metadata.py Revert "Merge pull request #16590 from Chesars/refactor/remove-backup-file-dry-principle" 2026-04-25 17:10:41 -03:00
test_dockerfile_non_root.py fix(docker.non_root): use numeric UID 65534 for K8s runAsNonRoot (#26268) 2026-04-22 18:00:04 -07:00
test_eager_tiktoken_load.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_exception_exports.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_exception_header_preservation.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_exception_mapping_request_attribute.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_filter_out_litellm_params.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_get_blog_posts.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_git_hooks.py chore(hooks): enforce Conventional Commits and Conventional Branches (#30174) 2026-06-11 10:00:23 -07:00
test_github_close_low_quality_prs.py feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle (#30433) 2026-06-17 20:42:27 -07:00
test_github_review_gate.py feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle (#30433) 2026-06-17 20:42:27 -07:00
test_github_triage_with_llm.py feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle (#30433) 2026-06-17 20:42:27 -07:00
test_github_triage_workflows.py fix(test): drop references to removed Agent Shin workflows (#30791) 2026-06-18 15:47:51 -07:00
test_gpt_5_4_model_metadata.py fix(pricing): correct gpt-5.4-mini and gpt-5.4-nano token limits 2026-07-30 02:43:54 +00:00
test_gpt_5_5_model_metadata.py chore: litellm oss staging160626 (#30527) 2026-06-16 18:23:13 -07:00
test_gpt_image_cost_calculator.py chore: litellm oss staging (#31185) 2026-06-26 09:17:44 -07:00
test_gpt_realtime_mode.py test(pricing): pin the realtime mode assertion to the bundled cost map (#33806) 2026-07-18 02:52:55 +00:00
test_groq_streaming_encoding.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_guardrail_exception_status_codes.py Litellm oss staging (#28161) 2026-05-18 16:27:44 -07:00
test_lazy_imports.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_litellm_params_reserved_keys.py
test_logging.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_lowest_latency_zero_tokens.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_main.py Revert "chore(ci): sync litellm_internal_staging into daily OSS branch (#33337)" (#33339) 2026-07-14 19:32:25 -07:00
test_main_module_header.py Add main module header comment 2026-05-06 00:26:17 +00:00
test_mistral_medium_3_5_model_metadata.py fix(cost-map): retarget mistral-medium-latest to Medium 3.5 and add date-pinned aliases (#31373) 2026-06-25 18:27:18 -07:00
test_model_block_unblock.py fix(proxy): stop model writes 500ing on another pod's delete (#35400) 2026-07-31 18:10:48 -07:00
test_model_cost_aliases.py
test_model_param_helper.py style: black format test_model_param_helper.py 2026-04-15 18:18:52 -07:00
test_model_prices_schema.py ci: enforce format assertions so calendar-impossible deprecation dates fail validation 2026-07-28 16:11:22 -07:00
test_model_response_normalization.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_muse_spark_1_1_model_metadata.py Revert "chore(ci): sync litellm_internal_staging into daily OSS branch (#33337)" (#33339) 2026-07-14 19:32:25 -07:00
test_nested_drop_params.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_openai_embedding_encoding_format_default.py fix(embeddings): allow omitting encoding_format via env sentinel none 2026-05-01 23:03:13 +05:30
test_prisma_generate_if_needed.py perf(lint): skip and cache base gate passes, parallelize make lint, skip redundant prisma generate (#32000) 2026-07-02 19:24:00 -07:00
test_project_alias_tracking.py
test_project_tags_pydantic.py
test_rag_openai_ingestion.py chore: litellm oss staging (#30745) 2026-06-18 13:55:35 -07:00
test_rate_limit_error_unification.py test(rate-limits): drop the removed data kwarg from the v3 dynamic limiter raise-branch test 2026-07-30 15:20:44 -07:00
test_redact_string_in_error_paths.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_redis.py perf: install hiredis so redis-py parses replies with its C parser (#35709) 2026-08-03 20:47:43 -07:00
test_register_model_custom_pricing.py fix(utils): resolve bedrock regional inference profiles to regional pricing in get_model_info (LIT-4056) (#32389) 2026-07-07 20:49:03 -07:00
test_register_model_zero_cost_persistence.py chore(oss): litellm oss staging 150626 (#30463) 2026-06-16 12:06:41 -07:00
test_responses_api_bridge_non_stream.py Revert "chore(ci): sync litellm_internal_staging into daily OSS branch (#33337)" (#33339) 2026-07-14 19:32:25 -07:00
test_responses_id_security.py fix(responses_id_security): decrypt response ids for input_items follow-ups (#32269) 2026-07-06 14:03:15 -07:00
test_responses_streaming_container_ownership.py chore(oss): litellm oss staging 150626 (#30463) 2026-06-16 12:06:41 -07:00
test_retrieve_batch_bedrock_dispatch.py feat(batch-job): bedrock batch model invocation job retrieval (#26834) 2026-05-11 13:22:26 -07:00
test_router.py Merge pull request #35028 from BerriAI/litellm_batch_provider_credentials 2026-07-29 11:59:09 -07:00
test_router_block_helpers.py feat: litellm oss 110626 (#30202) 2026-06-11 22:30:26 -07:00
test_router_exception_redaction.py fix(router): mask provider credentials embedded in fallback error messages (#32083) 2026-07-03 18:48:06 -07:00
test_router_google_genai.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_router_model_cost_isolation.py fix(router): propagate capability flags to shared backend cost map key 2026-07-20 16:46:30 -07:00
test_router_order_fallback.py chore: litellm oss staging160626 (#30527) 2026-06-16 18:23:13 -07:00
test_router_per_deployment_num_retries.py fix(router): honor request-level num_retries over a deployment's litellm_params value (#35483) 2026-08-01 13:51:29 -07:00
test_router_redis_init.py
test_router_retry_non_retryable_errors.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_router_retry_policy_update.py fix(proxy): tighten role gating on /get/config/callbacks response (#31745) 2026-07-01 17:58:31 -07:00
test_router_silent_experiment.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_router_streaming_fallback_metadata.py chore: litellm oss staging (#30968) 2026-06-23 07:31:44 -07:00
test_router_weighted_failover.py feat: add weighted-routing failover (#27980) 2026-05-15 17:28:54 +00:00
test_ruff_strict_gate.py perf(lint): skip and cache base gate passes, parallelize make lint, skip redundant prisma generate (#32000) 2026-07-02 19:24:00 -07:00
test_secret_redaction.py fix(key management): enforce minimum custom key length and mask short keys in key_name (#33462) 2026-07-15 18:27:38 -07:00
test_service_logger.py fix: missing span for guardrail passthrough (#29552) 2026-06-03 01:25:15 +00:00
test_setup_wizard.py
test_shared_session_integration.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_ssl_verify_unit.py refactor(bedrock): remove the dead BedrockLLM invoke code path 2026-07-29 20:25:36 -07:00
test_stream_chunk_builder_annotations.py
test_streaming_connection_cleanup.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_system_message_format_bug.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_thinking_enabled.py Litellm oss staging 250526 (#28770) 2026-05-26 11:57:39 -07:00
test_triage_rollout_heads_up.py feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle (#30433) 2026-06-17 20:42:27 -07:00
test_type_check_gate.py perf(lint): skip and cache base gate passes, parallelize make lint, skip redundant prisma generate (#32000) 2026-07-02 19:24:00 -07:00
test_type_discipline_gate.py refactor(lint): collapse type/lint budgets to a single per-rule limit (#31883) 2026-07-01 18:12:35 +03:00
test_utils.py Merge pull request #35270 from BerriAI/litellm_gpt_pricing_change 2026-07-30 21:46:46 -07:00
test_utils_module_docstring.py Add utils module docstring 2026-05-06 00:42:49 +00:00
test_uuid_helper.py
test_vcr_safe_body_matcher.py test: stabilize batch VCR coverage and stop live upload/network leaks (#29477) 2026-06-02 16:11:52 -07:00
test_video_generation.py fix(vertex-ai): use DB credentials in video handlers + implement Veo video edit (#29098) 2026-05-28 11:45:41 -07:00
test_xai_grok_4_3_model_metadata.py feat(xai): add grok-4.3 and grok-4.3-latest to model_prices_and_conte… (#27154) 2026-05-07 09:06:56 -07:00
test_xai_responses_auto_routing.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00

Testing for litellm/

This directory 1:1 maps the the litellm/ directory, and can only contain mocked tests.

The point of this is to:

  1. Increase test coverage of litellm/
  2. Make it easy for contributors to add tests for the litellm/ package and easily run tests without needing LLM API keys.

File name conventions

  • litellm/proxy/test_caching_routes.py maps to litellm/proxy/caching_routes.py
  • test_<filename>.py maps to litellm/<filename>.py