litellm/tests
Sameer Kankute c2efe9e422
fix(vertex-ai): fix zero cost/usage on completed Vertex AI batch jobs (#27912)
* fix(vertex-ai): fix zero cost/usage on completed Vertex AI batch jobs

Vertex batch jobs recorded 0 spend and 0 tokens after PR #25627 added
automatic transformation of GCS predictions.jsonl to OpenAI format.

Two bugs fixed:

1. batch_utils.py: the Vertex-specific cost/usage reader
   (calculate_vertex_ai_batch_cost_and_usage) was always invoked and
   reads raw usageMetadata fields that no longer exist in the
   OpenAI-shaped output. Now the reader is only used when
   disable_vertex_batch_output_transformation=True; otherwise the
   generic path handles the already-transformed OpenAI-shaped content.

2. cost_calculator.py: batch_cost_calculator skipped the global
   litellm.get_model_info() lookup when a model_info dict was passed
   in, even when that dict had no pricing fields (e.g. deployment
   metadata with only id/db_model). It now falls back to the global
   pricing table when the provided model_info has no pricing data.

Co-authored-by: Cursor <cursoragent@cursor.com>

* Update litellm/cost_calculator.py

Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>

* fix(cost-calculator): use not-any guard for pricing fallback in batch_cost_calculator

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(cost-calculator): treat explicit zero batch pricing as set in model_info

The fallback to litellm.get_model_info() used truthy checks on pricing
fields, so 0.0 was treated as missing and replaced by global rates.
Use `is not None` like elsewhere in cost calculation. Add regression test.

Co-authored-by: Sameer Kankute <Sameerlite@users.noreply.github.com>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
Co-authored-by: Sameer Kankute <Sameerlite@users.noreply.github.com>
2026-05-15 04:47:02 -07:00
..
agent_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
audio_tests test(vcr): classify cache verdicts, detect live calls, surface cost leaks 2026-05-13 00:31:47 +00:00
basic_proxy_startup_tests build: migrate packaging, CI, and Docker from Poetry to uv (#25007) 2026-04-09 11:46:23 -07:00
batches_tests fix(vertex-ai): fix zero cost/usage on completed Vertex AI batch jobs (#27912) 2026-05-15 04:47:02 -07:00
benchmarks Add CodSpeed performance benchmarks (#23676) 2026-03-14 18:44:36 -07:00
code_coverage_tests feat(audio_transcription): add NVIDIA Riva STT provider (#27185) 2026-05-05 17:17:51 -07:00
documentation_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
enterprise fix(tests): use canonical litellm_enterprise import path (#27699) 2026-05-12 12:32:57 -07:00
guardrails_tests test(vcr): classify cache verdicts, detect live calls, surface cost leaks 2026-05-13 00:31:47 +00:00
image_gen_tests Merge pull request #27795 from BerriAI/litellm_vcr-cache-observability-and-fixes-c5bc 2026-05-14 13:51:16 -07:00
litellm Add new chat model metadata (#27313) 2026-05-06 15:15:21 -07:00
litellm-proxy-extras style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
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 Merge pull request #27795 from BerriAI/litellm_vcr-cache-observability-and-fixes-c5bc 2026-05-14 13:51:16 -07:00
llm_responses_api_testing test(vcr): classify cache verdicts, detect live calls, surface cost leaks 2026-05-13 00:31:47 +00:00
llm_translation fix(vcr): aggregate worker stats on the controller so the session summary actually renders under xdist 2026-05-13 07:24:32 +00:00
load_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
local_testing test(vcr): drop dead 'from respx import MockRouter' imports 2026-05-13 00:32:03 +00:00
logging_callback_tests test(vcr): classify cache verdicts, detect live calls, surface cost leaks 2026-05-13 00:31:47 +00:00
mcp_tests feat: litellm shin agent oss staging 05 10 2026 (#27631) 2026-05-11 20:31:43 -07:00
multi_instance_e2e_tests
ocr_tests test(vcr): classify cache verdicts, detect live calls, surface cost leaks 2026-05-13 00:31:47 +00:00
old_proxy_tests/tests fix: cleanup tests 2026-03-30 16:24:35 -07:00
openai_endpoints_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
otel_tests fix(tests): swap dall-e to gpt-image-1 after openai deprecation 2026-05-12 16:55:18 -07:00
pass_through_tests chore(deps): refresh dependency locks 2026-05-04 11:36:18 -07:00
pass_through_unit_tests test(vcr): mark Bedrock prompt-caching cross-call tests VCR-incompatible 2026-05-13 01:19:03 +00:00
proxy_admin_ui_tests chore(deps): refresh dependency locks 2026-05-04 11:36:18 -07:00
proxy_e2e_anthropic_messages_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
proxy_security_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
proxy_unit_tests fix(managed_batches): convert raw output_file_id to managed ID in CheckBatchCost poller (#27984) 2026-05-15 04:41:38 -07:00
router_unit_tests Merge pull request #27795 from BerriAI/litellm_vcr-cache-observability-and-fixes-c5bc 2026-05-14 13:51:16 -07:00
scim_tests
search_tests test(vcr): classify cache verdicts, detect live calls, surface cost leaks 2026-05-13 00:31:47 +00:00
spend_tracking_tests chore(proxy): guard sensitive public endpoints 2026-04-30 11:52:47 -07:00
store_model_in_db_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_litellm fix(vertex-ai): fix zero cost/usage on completed Vertex AI batch jobs (#27912) 2026-05-15 04:47:02 -07:00
unified_google_tests test(vcr): classify cache verdicts, detect live calls, surface cost leaks 2026-05-13 00:31:47 +00:00
vector_store_tests fix: drop milvus dbName and partitionNames from MILVUS_OPTIONAL_PARAMS 2026-04-30 11:51:32 -07:00
windows_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
__init__.py
_flush_vcr_cache.py tests(vcr): isolate cassette redis to CASSETTE_REDIS_URL 2026-05-01 12:32:59 -07:00
_vcr_conftest_common.py fix(vcr): aggregate worker stats on the controller so the session summary actually renders under xdist 2026-05-13 07:24:32 +00:00
_vcr_redis_persister.py test: add 24hr Redis-backed VCR cache to additional test suites (#27159) 2026-05-05 15:13:31 -07:00
eval_swe_bench.py Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
gettysburg.wav
large_text.py
openai_batch_completions.jsonl
README.MD
test_budget_management.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_callbacks_on_proxy.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_config.py
test_debug_warning.py
test_default_encoding_non_root.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_end_users.py
test_entrypoint.py
test_fallbacks.py
test_gpt5_azure_temperature_support.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
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 fix(tests): swap dall-e to gpt-image-1 after openai deprecation 2026-05-12 16:55:18 -07:00
test_litellm_proxy_responses_config.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_logging.conf
test_models.py test: replace test_add_and_delete_models integration test with mock 2026-03-30 21:30:57 -07:00
test_new_vector_store_endpoints.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_openai_endpoints.py fix(tests): swap dall-e to gpt-image-1 after openai deprecation 2026-05-12 16:55:18 -07:00
test_organizations.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_otel_thread_leak.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_passthrough_endpoints.py
test_presidio_latency.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_proxy_server_non_root.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_ratelimit.py [Fix] test_ratelimit: skip over-limit cases that race with background RPM tracking 2026-04-11 13:08:59 -07:00
test_resource_cleanup.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_service_logger_otel.py
test_spend_logs.py
test_team.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_team_logging.py test: cleanup dead tests 2026-03-28 20:49:02 -07:00
test_team_members.py
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.