litellm/tests/test_litellm
tin-berri 79d412efc2
fix: net prompt-caching savings against the cache-write premium (#36452)
* fix: net prompt-caching savings against the cache-write premium

Prompt-caching savings priced only the cache-read discount and ignored what
the provider charges to create the cache entry. Anthropic bills cache writes
at 1.25x the input rate, so a request that writes a large cache and reads
little from it is a net loss that the dashboard reported as a gain -- or, on
a pure cold write, as a flat zero.

The counterfactual the number answers is "what would this have cost with
caching off", where every token is billed at the input rate. Since
prompt_tokens partitions disjointly into text + reads + writes, that gives

    savings = reads * (input - read_rate) - writes * (write_rate - input)

The write term is the premium over the input rate, not the full write cost:
the tokens would have been paid for at the input rate anyway, so only the
markup is attributable to caching.

The premium stays signed rather than clamped. Three models in the pricing map
price writes below input, and clamping would silently drop that saving.
A model with no cache_creation_input_token_cost falls open to the input cost,
yielding a zero premium -- this is why the change is a no-op for the implicit
caching providers (OpenAI, Gemini), which publish no write price, and bites
exactly on Anthropic and Bedrock.

Verified live through the proxy on a mock Anthropic rig across four cases
(cold pure-write, warm pure-read, write-heavy, read-heavy). Reported total
matched the derived net to the cent, including the negatives; the read-only
case is unchanged.

Pre-existing rows are not backfilled, so a range spanning the deploy mixes
gross and net.

* fix: read a zero cache-write price as unpublished, not free

deepseek-chat carries a literal 0.0 cache_creation_input_token_cost. The
fall-open only caught None, so the zero was taken at face value and the
premium became 0 - input_cost -- reporting a fabricated saving of
writes * input_cost on traffic that cached nothing.

No provider gives cache writes away, so a falsy price means the same thing
an absent one does.

* test: pin that the read leg keeps a literal zero price

The two zero prices mean opposite things and the asymmetry was unpinned.
A free cache write is unpublished pricing; a free cache read is real, and
15 models charge for input while serving reads for nothing. Copying the
write leg's falsy fall-open onto the read leg would zero out their savings.

* refactor: resolve caching rates through the established pricing helpers

Addresses Greptile's P1 and P2, and replaces hand-rolled pricing lookup with
the patterns this file and the cost calculator already own:

- Deployment pricing first: rates now resolve through _effective_model_info
  (Router.get_deployment_model_info), the same helper the autorouter driver
  uses, falling back to _model_info public rates. A deployment with negotiated
  cache rates previously priced at the public map -- a 3x error on the repro.
- Individual prices read via _get_cost_per_unit, the cost calculator's
  accessor, which also coerces string prices from config.yaml and resolves
  service-tier suffixes; the previous raw .get() handled neither.
- Pricing tests no longer monkeypatch litellm.get_model_info; each case now
  pins a real pricing-map entry with a fixture-drift assertion, and the
  deployment-rate case follows the existing Router-fixture test pattern.

Behaviour on public rates is unchanged: 101 tests pass, including the exact
same live-verified formula.

* fix(cost-optimization): computeCacheLeakage divides net savings by all cached tokens, not reads alone

prompt_caching_savings_spend is net of the cache-write premium since PR #36452.
computeCacheLeakage was still dividing by cache_read_tokens alone, which:

1. Overstates the per-token rate on traffic that writes and reads cache equally:
   a 1:1 read:write key shows rate = 0.002, not 0.001, if net savings is /bin/zsh.002

2. Flips the sign on write-heavy traffic: when writes cost more than reads save
   (common on Anthropic and Bedrock), the aggregate net can go negative, but
   dividing by reads alone would show a positive 'potential savings' for keys
   that don't cache yet — recommending they start caching when it's currently
   losing money overall

Fix: divide realizedCachingSavings by (cacheReadTokens + cacheCreationTokens),
matching the semantic that a key starting to cache pays those write premiums too.

When the rate is non-positive, price nothing (potentialSavings stays null, renders
as '—'), reusing the existing no-data fallback path. The card can't meaningfully
estimate savings from a losing rate.

Rename discountPerToken → netSavingsPerCachedToken to surface the semantics and
prevent this drift in future.

Update Usage tab and Cache Leakage card tooltips to describe net-of-premium cost.

Add tests for 1:1 read:write traffic and write-heavy negative-net traffic.
2026-08-10 18:52:03 -07:00
..
a2a_protocol fix(http): stop pooled clients persisting cookies on the aiohttp jar too (#36149) 2026-08-07 11:05:59 -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 test(batches): run Responses coverage in CI 2026-07-31 10:24:10 -04:00
caching test(caching): align closer tests with self-healing handlers 2026-08-04 18:23:06 -07:00
completion_extras fix(litellm): make the responses bridge and cursor routing total over the surfaces they now serve 2026-08-01 11:26:09 -07:00
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 fix(batches): keep batch state in sync on a poll without claiming attribution (#34456) 2026-08-08 16:01:47 -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 perf: build log messages lazily so filtered-out log records cost nothing (#35703) 2026-08-04 04:34:52 +00:00
google_genai chore: litellm oss staging 250626 (#31305) 2026-06-25 21:00:28 -07:00
images
integrations fix(arize): trace MCP tool calls instead of crashing on CallToolResult (#36453) 2026-08-10 16:37:12 -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 Merge pull request #36403 from BerriAI/litellm_model_registry_deprecation_audit 2026-08-10 11:26:41 -07:00
llms fix(bedrock): reject Anthropic server-side web_search tool with actionable error (#36473) 2026-08-10 15:59:18 -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 fix: net prompt-caching savings against the cache-write premium (#36452) 2026-08-10 18:52:03 -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 fix(reset_budget_job): atomic budget cascade with chunked reset scans (#36287) 2026-08-10 14:42:36 -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 fix(responses): forward allowed_openai_params through the chat completions bridge (#35885) 2026-08-07 19:57:26 -07:00
router_strategy feat(router): independent, default-on deployment affinity for the auto-router (#36146) 2026-08-08 13:02:29 -07:00
router_utils fix(router): warn when a deployment's credentials contradict its provider (#36486) 2026-08-10 18:41:19 -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(types): declare mirrored pricing fields on ModelInfo 2026-08-08 03:25:09 +00:00
vector_stores
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 test: roll back live router replay membership between tests (#36278) 2026-08-08 10:45:43 -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
test_acompletion_session_reuse_e2e.py
test_add_deployment_no_master_key.py
test_aembedding_session_reuse_e2e.py
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
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
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 fix(lint): let the ratchet guard recognise a graduated rule 2026-08-07 23:11:23 -07:00
test_chat_ui_responses_session.py
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 feat(proxy): add GET /v1/indexes to list vector store indexes (#36289) 2026-08-10 15:09:59 -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
test_conftest_isolation.py test: roll back live router replay membership between tests (#36278) 2026-08-08 10:45:43 -07:00
test_constants.py
test_container_router.py
test_cost_calculation_log_level.py
test_cost_calculator.py feat(spend): rebuild the auto-router benchmarks backend as a per-session rollup (#35910) 2026-08-05 20:06:32 +00:00
test_count_tokens_public_api.py
test_dashscope_image_generation.py
test_deepseek_model_metadata.py
test_dockerfile_non_root.py
test_eager_tiktoken_load.py
test_env_key_doc_gate.py fix(ci): make the env-key doc gate see bare get_secret and get_secret_str reads (#35996) 2026-08-05 14:49:55 -07:00
test_exception_exports.py
test_exception_header_preservation.py
test_exception_mapping_request_attribute.py
test_filter_out_litellm_params.py
test_get_blog_posts.py
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
test_guardrail_exception_status_codes.py Litellm oss staging (#28161) 2026-05-18 16:27:44 -07:00
test_lazy_imports.py
test_litellm_params_reserved_keys.py
test_logging.py feat(logging): add opt-in session_id and trace_id correlation to JSON log records via contextvars (#34418) 2026-08-10 10:40:13 -07:00
test_lowest_latency_zero_tokens.py
test_main.py fix(bridge): resolve the effective OpenAI base once, shared by gate and chat handler 2026-08-01 11:26:09 -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
test_model_prices_schema.py fix(pricing): sync flex/priority tier keys to dated OpenAI snapshot variants 2026-08-04 23:56:52 -07:00
test_model_response_normalization.py
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
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_pre_commit_lint.py build(lint): count deleted files toward check triggers 2026-08-08 10:41:06 -07:00
test_prisma_generate_if_needed.py fix(lint): generate the prisma client into the gate-owned venv 2026-08-06 01:54:26 -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 fix(router): redact fallback tracebacks at the call site and cover the sync deferred stream (#35843) 2026-08-05 10:06:52 -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_replicate_model_key_format.py fix(model-prices): correct replicate model key typo (#34800) 2026-08-05 16:37:44 -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 feat(router): add per-deployment allowed_fails_policy and cooldown_time override support (#34416) 2026-08-10 11:02:06 -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
test_router_model_cost_isolation.py fix(router): keep custom model_info across a price data reload (#35491) 2026-08-05 19:56:50 +00:00
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
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
test_router_streaming_fallback_metadata.py chore: litellm oss staging (#30968) 2026-06-23 07:31:44 -07:00
test_router_weighted_failover.py fix(router): cool down failed fallback deployments and correct cooldown TTL after Redis backfill (#35104) 2026-08-10 16:51:55 -07:00
test_ruff_strict_gate.py refactor(lint): graduate the 35 zero-violation strict rules into ruff.toml 2026-08-07 23:10:33 -07:00
test_secret_redaction.py fix(logging): extend secret redaction to records litellm does not emit directly (#35977) 2026-08-05 14:50:42 -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
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
test_system_message_format_bug.py
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 fix(lint): retire the single-slot base-counts cache 2026-08-06 02:23:52 -07:00
test_type_discipline_gate.py fix(lint): pick the merge-aware base so in-progress merges are not blamed for base drift 2026-08-04 17:58:41 -07:00
test_utils.py fix(websearch): stop leaking interception control fields to providers (#36480) 2026-08-10 17:22:37 -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_with_dashboard_node.py fix(bootstrap): fail fast when nvm cannot activate the pinned node 2026-08-04 21:18:58 -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

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