litellm/tests
norkelbyte 44cd858697
fix(cost): bill the requested model's rates when the response names an unpriced model (#48900)
* fix(cost): bill the requested model's rates when the response names an unpriced model

Fireworks answers chat and /v1/messages calls with a display name such as
"Qwen 3.8 Max" in the response's model field. The cost path priced that
name, the Fireworks calculator fell back to its free default bucket without
raising, and the call billed $0 even though the requested model has a row.

When the response model resolves to no cost-map row or rule that declares
rates and the requested model does, price from the requested model. A priced
response model still wins, so dated snapshots keep their own rates, and an
unpriced requested model such as a router alias leaves the result unchanged.

* perf(cost): check the exact cost-map row before generalization rules when picking the priced model

* fix(cost): apply the priced fallback to the provider response model streaming records

* perf(cost): skip the served model's rule lookup when the requested model has no rates

* fix(cost): price the requested model without a model arg and keep Fireworks size buckets behind the proxy

When completion_cost runs with no model, the requested model now comes from the
call's hidden litellm_model_name, so a display-name response still bills at the
requested model's rates. A Fireworks model whose name carries a parameter size
counts as priced through its size bucket.

The Fireworks per-token lookup now treats a cost-map row that prices nothing, like
the empty row the Router registers for an unlisted deployment, as missing, so an
unlisted Fireworks model bills at its size bucket instead of $0 even when Fireworks
echoes its slug. The "row prices anything" helpers move to llm_cost_calc/utils so
the Fireworks lookup can reuse them without a circular import.

* fix(fireworks): keep prices from a matching fallback rule for an unlisted model

An unlisted Fireworks model that only a fallback generalization rule prices
has no raw cost map row, so the empty-row check sent it to the size bucket
and dropped the rule's rates. The Fireworks lookup now keeps the model info
when the row or a matching rule declares a rate.

* fix(cost): price a bare response model under the requested provider and drop the unlisted Fireworks bucket change

The logging payload picks the pricing model without a provider, so a bare echo
like mistral-large-latest failed its price check and the requested alias took
over model_map_key. The served name is now priced under the requested model's
provider, and an echo that is the requested name minus its provider prefix
skips the checks.

Treating the Router's empty price row as missing let unlisted Fireworks
deployments bill from a name guess, which misprices dedicated deployment ids
and routes some short names to another provider's rates. That change and its
tests go back to the merge base, so unlisted Fireworks models keep billing $0
behind the proxy as on main.

* perf(cost): read the response model's price row without building full model info

An unpriced display name like Qwen 3.8 Max made the price check build full
model info, and Fireworks' supported params lookup scans the whole cost map
for an unknown name. The row check now resolves the cost map key through the
cached model info helper, so that pick takes about 0.45 ms instead of several.

A regional test covers a Bedrock call whose response names an unpriced display
name with no model passed, which bills the requested model's regional row.
The duplicate get_model_info wrapper goes, since its twin already does the
same thing.

* fix(cost): keep the served model's filled-in and size-bucket rates, and cache misses

A served row priced only by a fill_missing_for_providers rule bills those
rates on main, but the price check read only the raw row and billed the
requested alias instead. It now merges the rule's fill-in keys through the
helper model info lookup uses.

A served Fireworks or Together AI id that names its parameter count keeps its
size-bucket price, as on main, instead of switching to the requested row.

The served model is checked first, cost map misses are cached and cleared with
the model info cache, and the rules are read only for a name that resolved
through one. A priced snapshot behind an Azure deployment name takes about
19 us of CPU time against 7 us on the merge base, down from about 300 us.

* fix(cost): bill the requested model's listed rates over a served size-bucket guess

A served Fireworks or Together AI name that is not in the cost map but names
its parameter count, like a display name with a size in it, now bills at the
requested model's listed rates instead of the provider's size-bucket price.
The bucket price still applies when the requested model has no rates, as on
main

---------

Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
2026-10-29 19:19:36 -07:00
..
_support fix(proxy)!: end a chat completions stream with an error event when a guardrail blocks mid-stream (#46953) 2026-10-17 18:00:12 -07:00
audio_tests feat(vertex-ai)!: support gemini 3.1 flash tts (#31915) 2026-10-21 04:18:42 +00:00
base_sdk_tests build(model-catalog): ship the cost map inside the native extension (#48907) 2026-10-29 07:55:02 -07:00
benchmarks fix(token_counter): price PDF pages for OpenAI and Azure models the way they bill (#47554) 2026-10-29 18:24:04 -07:00
code_coverage_tests fix(proxy)!: stop answering with the literal string "None" as error type and param on the proxy-server, auth, spend, and key health routes (#39540) 2026-10-29 18:20:52 -07:00
documentation_tests fix(proxy): let configured pass-through endpoints outrank built-in provider prefix routes (#44133) 2026-10-10 12:26:17 -07:00
e2e fix(batches): return real batch token counts next to OpenAI's batch usage fields (#47740) 2026-10-29 18:29:30 -07:00
e2e_harness test(perf): ramp the load cases until the pod stops keeping up and floor sustained_rps (#47758) 2026-10-20 22:31:08 -07:00
fixtures test: migrate tests/llm_translation into unit, integration and e2e tiers (#45759) 2026-10-11 07:58:53 +00:00
harness_e2e fix(harness): set PWD to the working directory of local sandbox commands (#47530) 2026-10-20 20:06:11 +00:00
integration fix(proxy)!: stop answering with the literal string "None" as error type and param on the proxy-server, auth, spend, and key health routes (#39540) 2026-10-29 18:20:52 -07:00
rust-python-harness feat(rust): encode LiteLLM response ids on native responses (#46572) 2026-10-18 20:52:34 -07:00
test_litellm_rust fix(anthropic): retry /v1/messages without strict when Claude rejects strict tools under drop_params (#49102) 2026-10-29 17:18:59 -07:00
typing fix: support OpenAI SDK 3 while retaining SDK 2 compatibility (#44927) 2026-10-09 19:45:50 -07:00
unit fix(cost): bill the requested model's rates when the response names an unpriced model (#48900) 2026-10-29 19:19:36 -07:00
windows_tests refactor(rust-bridge): require the native extension (#48852) 2026-10-28 13:16:56 -07:00
__init__.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
_fake_openai_endpoint_server.py
_flush_vcr_cache.py
_live_test_helpers.py
_master_key.py fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
_openai_record_replay_proxy.py
_process_helpers.py test: count a zombie grandchild as gone in the migrate deploy timeout test (#42570) 2026-09-22 14:59:26 -07:00
_vcr_conftest_common.py test: migrate tests/llm_translation into unit, integration and e2e tiers (#45759) 2026-10-11 07:58:53 +00:00
_vcr_redis_persister.py
_wait_helpers.py
_ws_vcr.py
AGENTS.md docs(agents): ban semicolons and colons in human-facing text (#45684) 2026-10-09 16:36:32 -07:00
capturing_transport.py test(vcr): guard leaked cassette patches and make injected-transport embedding tests immune (#42542) 2026-09-22 14:20:18 -07:00
eval_swe_bench.py
fake_openai_endpoint.py
gettysburg.wav
large_text.py
openai_batch_completions.jsonl
pyrightconfig.json
README.MD test: finish the non-proxy half of tests/test_litellm (#43281) 2026-09-25 22:43:41 -07:00
test_logging.conf
test_rust_python_harness.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
VCR_TESTING.md test: migrate tests/llm_translation into unit, integration and e2e tiers (#45759) 2026-10-11 07:58:53 +00:00
white_100x100.png test: stop CI tests from downloading tokenizer files and images (#43257) 2026-09-25 19:27:48 -07:00

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/unit

This folder can only run mock tests.