litellm/tests
Abhimanyu Kapur b8df48cd7f
feat(auto-router): let operators replace the LLM classifier's system prompt (#35855)
* feat(auto-router): let operators replace the LLM classifier's system prompt

The complexity router's LLM classifier has always sent one built-in rubric, so the
router could only ever grade difficulty. Operators can now supply their own system
prompt, which replaces the rubric outright and repurposes the same tier machinery for
whatever taxonomy the prompt defines, data sensitivity being the obvious case.

Replacement is total: neither the rubric nor its closing line is appended, since both
describe grading difficulty over a "current message" and a prompt grading something
else is entitled to contradict them. That closing paragraph is also the classifier's
prompt-injection defense, so the config field and the dashboard editor both warn that
a replacement omitting it lets a caller ask for a tier and get it.

The heuristic fallback still scores complexity, which is meaningless for a repurposed
taxonomy, so classifier_fallback now chooses between the heuristic scorer and routing
straight to default_model. The default_model path bypasses tier pools, the adaptive
bandit, and escalation, because no tier was decided and the point of that fallback is
a known destination. It reports itself as default_model_fallback in the spend logs.

The dashboard's prompt editor prefills from a new
/auto_router/classifier/default_prompt endpoint rather than a copy of the rubric in
the frontend, and stores no override when the draft matches the default, so later
rubric improvements still reach every router that never customized it.

Tier names stay SIMPLE/MEDIUM/COMPLEX/REASONING; a custom prompt redefines what they
mean, not what they are called.

* fix(complexity-router): don't let the default_model classifier fallback bypass routing plugins

* fix(complexity-router): don't pin a session to the default model after a classifier failure

* fix(complexity-router): omit the tier from a default-model-fallback routing decision

The classifier never answered, so no tier was decided. The record reported the
tier whose pool happens to hold default_model, which reads in the spend log and
the UI as if the request was classified. Matches how default_fallback already
records a route that no tier produced.

* fix(proxy): allowlist /auto_router/ on the UI backend component

The new GET /auto_router/classifier/default_prompt is a UI-consumed management
route, so it belongs on the control plane. Without the prefix it was exposed by
neither component and test_gateway_plus_backend_covers_full_app failed.

* docs(ui): reword the classifier prompt disclaimer

Frames the closing paragraph as a strong recommendation rather than a
description of what gets dropped, names prompt injection explicitly, and
notes the tier names stay fixed regardless of their display names.

* fix(complexity-router): stop logging a fabricated tier on the plugin fallback path

The classifier-failed fallback resolves a tier so the routing-plugin pipeline has a
pool to filter, but nothing about the request produced that tier. The non-plugin
short-circuit already dropped it from the logged decision; the plugin path still
reported it, so a spend log claimed a classification the request never received.
Record the pool as a plugin-filtered-pool signal instead.

Also name the real problem when the resolved tier has no models at all: that raised
"No candidate models left after routing-plugin filtering" and sent operators hunting
for a policy plugin that never narrowed anything.
2026-08-05 19:48:11 +00:00
..
agent_tests feat(a2a): support a2a-sdk 1.x proxy routing for 0.3 and 1.0 agents (#30950) 2026-06-29 09:32:39 +05:30
audio_tests fix(tests): stabilize image-edit VCR cassettes to stop live gpt-image-1 spend (#28110) 2026-05-18 09:15:39 -07:00
base_sdk_tests fix(deps): move pydantic-settings into the base dependencies 2026-08-01 15:25:26 -07:00
basic_proxy_startup_tests
batches_tests test(batches): run Responses coverage in CI 2026-07-31 10:24:10 -04:00
benchmarks test(benchmarks): run shared logging executor inline to make CodSpeed measurements deterministic (#32435) 2026-07-09 11:14:22 +03:00
code_coverage_tests feat(guardrails): scan and mask MCP tool results via post_mcp_call (#35155) 2026-07-30 14:10:26 -07:00
documentation_tests fix(ci): make the env-key doc gate see get_secret_bool reads (#35833) 2026-08-05 12:03:15 -07:00
e2e Merge pull request #35875 from BerriAI/litellm_/inspiring-franklin-058a96 2026-08-04 19:14:48 -07:00
enterprise test: repair three failing suites on litellm_internal_staging 2026-08-04 16:07:02 -07:00
guardrails_tests fix(proxy): fix zguard httpcode when block input (#31948) 2026-08-05 01:46:05 +00:00
image_gen_tests test(bedrock): switch image gen live test off EOL Titan to Nova Canvas (#31937) 2026-07-01 22:57:29 -07:00
integration feat(sandbox): e2b code execution primitive (#30898) 2026-06-20 16:30:01 -07:00
litellm fix(anthropic): strip all remaining output_format schema keywords rejected by Anthropic 2026-07-22 16:16:04 -07:00
litellm-proxy-extras
litellm_core_utils Merge branch 'litellm_internal_staging' into litellm_staging_03_22_2026 2026-04-20 19:56:00 +05:30
litellm_utils_tests refactor(bedrock): remove the dead BedrockLLM invoke code path 2026-07-29 20:25:36 -07:00
llm_responses_api_testing Revert "chore(ci): sync litellm_internal_staging into daily OSS branch (#33337)" (#33339) 2026-07-14 19:32:25 -07:00
llm_translation test(bedrock): port the openai-route invoke tests onto the live config 2026-07-29 20:59:08 -07:00
load_tests
local_testing test: repair three failing suites on litellm_internal_staging 2026-08-04 16:07:02 -07:00
logging_callback_tests test(logging): pin routing_decision and internal_call_origin in the gcs pubsub spend log fixture 2026-08-01 14:34:04 -07:00
mcp_tests fix(mcp): keep REST tool listing in step with key/team grant enforcement 2026-07-30 22:13:10 -07:00
multi_instance_e2e_tests
ocr_tests test(ocr): use mistral-document-ai-2512 in azure_ai OCR tests 2026-07-15 18:13:22 -07:00
old_proxy_tests/tests
openai_endpoints_tests chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
otel_tests fix(cli): mint per-session agent credential on lite login (#31072) 2026-06-26 09:05:15 -07:00
pass_through_tests test(pass-through): de-flake vertex spend-log test by routing through the proxy (#31689) 2026-06-30 15:27:48 -07:00
pass_through_unit_tests fix(claude-code): create-only skill registration with a PUT update route (LIT-4110) (#31752) 2026-08-05 01:44:56 +00:00
proxy_admin_ui_tests Revert "chore: remove _experimental/out (#31546)" 2026-07-01 13:25:47 -07:00
proxy_behavior test: repair three failing suites on litellm_internal_staging 2026-08-04 16:07:02 -07:00
proxy_e2e_anthropic_messages_tests Extend the record/replay proxy to chat, embeddings, moderations, rerank, and Anthropic (#29847) 2026-06-06 14:33:42 -07:00
proxy_migration_tests fix(migrations): recover from an interrupted Prisma toolchain install (#35832) 2026-08-05 10:14:46 -07:00
proxy_security_tests test(proxy): stop running real-DB tests in GitHub Actions unit jobs (#29700) 2026-06-04 14:56:02 -07:00
proxy_unit_tests Merge pull request #35406 from BerriAI/devin_ai_fix_batch_output_file_id_encoding_lit4964 2026-08-01 14:12:43 -07:00
router_unit_tests fix(auth): resolve managed batch/file deployment model_id to model name for team access checks 2026-07-28 15:35:19 +00:00
scim_tests
search_tests feat(tinyfish): make search provider permissive, attribute errors (#31997) 2026-07-03 10:17:11 -07:00
spend_tracking_tests chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
store_model_in_db_tests feat(team): custom metadata validation hook for team create and update (#33353) 2026-08-03 18:37:45 -07:00
test_litellm feat(auto-router): let operators replace the LLM classifier's system prompt (#35855) 2026-08-05 19:48:11 +00:00
unified_google_tests fix(google_genai): preserve complete SSE events in Vertex/Gemini image streaming (#30270) 2026-06-12 07:49:30 -07:00
vector_store_tests Revert "chore(tests): migrate Bedrock CI to AWS account 941277531214 (#28728)" (#29326) 2026-05-30 11:26:24 -07:00
windows_tests ci: reproduce default-Windows wheel install to guard MAX_PATH (#29597) 2026-06-03 11:28:08 -07:00
__init__.py
_fake_openai_endpoint_server.py test: point router/completion/triton tests at the local fake OpenAI endpoint (#30900) 2026-06-20 16:20:35 -07:00
_flush_vcr_cache.py tests(vcr): isolate cassette redis to CASSETTE_REDIS_URL 2026-05-01 12:32:59 -07:00
_live_test_helpers.py test(vcr): close out the remaining VCR live-call leaks (#29603) 2026-06-03 13:46:43 -07:00
_openai_record_replay_proxy.py Extend the record/replay proxy to chat, embeddings, moderations, rerank, and Anthropic (#29847) 2026-06-06 14:33:42 -07:00
_vcr_conftest_common.py test(vcr): close out the remaining VCR live-call leaks (#29603) 2026-06-03 13:46:43 -07:00
_vcr_redis_persister.py test(vcr): stop refreshing cassette TTL on read so cassettes lapse after 24h (#29784) 2026-06-05 10:22:41 -07:00
_ws_vcr.py test(realtime): record and replay websocket traffic in redis vcr cassettes (#32390) 2026-07-08 00:19:06 -07:00
eval_swe_bench.py Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
fake_openai_endpoint.py test: point router/completion/triton tests at the local fake OpenAI endpoint (#30900) 2026-06-20 16:20:35 -07:00
gettysburg.wav
large_text.py
openai_batch_completions.jsonl
pyrightconfig.json test: add e2e tests for spend, budgets and llms (#30869) 2026-06-24 15:01:57 -07:00
README.MD
test_anthropic_compaction_usage.py chore(oss): litellm oss staging 150626 (#30463) 2026-06-16 12:06:41 -07:00
test_budget_management.py
test_callbacks_on_proxy.py test(callbacks): harden flaky proxy callback-leak detector (#28195) 2026-05-18 16:39:02 -07:00
test_config.py
test_debug_warning.py
test_default_encoding_non_root.py
test_end_users.py chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
test_entrypoint.py
test_fallbacks.py
test_gpt5_azure_temperature_support.py
test_health.py fix(tests): swap dall-e to gpt-image-1 after openai deprecation 2026-05-12 16:55:18 -07:00
test_keys.py test: harden remaining pass-through CI flakes (image-gen spend poll, ruby assistants timeout) (#30685) 2026-06-17 14:35:47 -07:00
test_litellm_proxy_responses_config.py chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
test_logging.conf
test_models.py
test_new_vector_store_endpoints.py
test_openai_endpoints.py Extend the record/replay proxy to chat, embeddings, moderations, rerank, and Anthropic (#29847) 2026-06-06 14:33:42 -07:00
test_organizations.py
test_otel_thread_leak.py
test_passthrough_endpoints.py
test_presidio_latency.py
test_proxy_server_non_root.py
test_ratelimit.py chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
test_resource_cleanup.py
test_service_logger_otel.py fix(langfuse): send v4 ingestion header for otel callback (#33907) 2026-07-18 20:36:51 -07:00
test_spend_logs.py Litellm oss staging 04 21 2026 2 (#26569) 2026-05-20 21:25:19 -07:00
test_team.py
test_team_logging.py
test_team_members.py Litellm oss staging 04 21 2026 2 (#26569) 2026-05-20 21:25:19 -07:00
test_users.py Fix: tag budget reset must drop stale management-cache entry (#27568) 2026-05-10 00:18:55 +00:00

In total litellm runs 1000+ tests

[02/20/2025] Update:

To make it easier to contribute and map what behavior is tested,

we've started mapping the litellm directory in tests/test_litellm

This folder can only run mock tests.