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23 commits
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b76a858826
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feat: declarative fallback generalizations for unknown models (#29718)
* feat: declarative fallback generalizations for unknown models Unknown or newly-released models previously degraded (missed cost lookups, wrong supports_* flags, broken provider routing) and were patched with one-off hardcoded regexes scattered across Python. This adds a single data-driven source of truth: a fallback_generalizations block in model_prices_and_context_window.json holding ordered, case-insensitive regex rules that map a model name to the metadata to apply when it has no exact entry. A new fallback_generalizations module owns the rules and a compiled-regex cache that is built once and invalidated on reload, so the O(n) scan runs only on a cache miss. get_llm_provider now routes an otherwise-unknown model via the first matching rule's litellm_provider, replacing the hardcoded _CLAUDE_PATTERN and _matches_claude_model_pattern. _get_model_info_helper falls back to a matching rule's model_info after the exact lookups miss, so get_model_info and the supports_* helpers resolve unknown models from the same rule. get_model_cost_map extracts the block out of the returned map, and the integrity check now counts real model entries (excluding reserved meta keys) so the new key cannot mask a genuinely shrunk upstream file. The top level of the file stays a flat map of models so existing litellm releases that fetch the live file keep working and keep receiving updates; the block ships in both the root file and the bundled backup. An anthropic-claude rule reproduces the old future-claude routing and additionally supplies capability flags and a context window https://claude.ai/code/session_01G8Jro8dPLktwnaaSJwVDpo * refactor(anthropic): derive adaptive-thinking from a version threshold; harden generalizations Replace the per-minor-version _is_claude_4_6_model / _is_claude_4_7_model substring matchers with a single _claude_version_at_least predicate that parses the Claude family version from the model name and compares against 4.6. This covers 4.8/4.9/5.x without a code change (the old matchers missed 4.8 entirely) while keeping an explicit supports_adaptive_thinking flag authoritative when present, so there is one source of truth. The two direct call sites in the chat transformation now route through _is_adaptive_thinking_model instead of the deleted matchers. Also address review feedback on the generalizations module: return a copy of the matched model_info so a future caller cannot mutate the compiled-rule cache, document that patterns are matched with re.search and must anchor with ^ and $, and reindent the fallback_generalizations block to the file's 2-space style in both JSON files. https://claude.ai/code/session_01G8Jro8dPLktwnaaSJwVDpo * fix(anthropic): surface adaptive-thinking from the cost map; fix date misparse supports_adaptive_thinking shipped in the model cost map but was never declared on ModelInfo nor copied during construction, so get_model_info (and the supports_* factory) silently dropped it for every provider-prefixed or generalized name; only a bare base entry resolved. Wire it through ModelInfo like the other capability flags and backfill the flag onto the genuine Claude 4.6/4.7/4.8 entries across providers so the data, not code, declares the capability. The anthropic-claude fallback rule also carries the flag (and now accepts a dotted minor, e.g. 4.6) so an unmapped future Claude degrades to adaptive thinking without a code change. Tighten the Claude version parser so an eight-digit date suffix (claude-opus-4-20250514, the non-adaptive Opus 4.0) is no longer read as minor 4.20250514. The cost map stays authoritative; the version check is only a fallback for provider-prefixed names (bedrock/invoke routes, -v1-less ids) that resolve to no mapped entry and so cannot be reached by an exact lookup or the bare-name rule. https://claude.ai/code/session_01G8Jro8dPLktwnaaSJwVDpo * fix(anthropic): date-safe adaptive-thinking version fallback, conservative fallback pricing, ruff strict gate Reconcile adaptive-thinking detection after merging litellm_internal_staging. Keep the cost-map resolver (_supports_model_capability) as the source of truth and add a date-safe opus/sonnet/haiku >= 4.6 name version as a fallback for provider-prefixed ids the cost map cannot resolve (e.g. bedrock/invoke/us.anthropic.claude-opus-4-6). A two-digit cap on the minor keeps an eight-digit date suffix from being misread as a minor version, so the dated Claude 4.0 release stays non-adaptive Price the shipped anthropic-claude fallback rule at the Opus tier so an unknown or newly released Claude is over-costed rather than billed as free Drop the module-level global state in fallback_generalizations (PLW0603) in favor of a small registry object, and switch its annotations plus the new utils helper to builtin generics (UP006), bringing the ruff strict-rule totals back under ceiling * refactor(anthropic): drive adaptive-thinking version gate from a declarative rule Replace the bespoke _claude_version_at_least heuristic with a version-gated fallback_generalizations rule. Unmapped Claude ids now resolve adaptive thinking purely from the cost map: an explicit entry, or the new self-contained anthropic-claude-adaptive-thinking rule that matches opus/sonnet/haiku >= 4.6 (covering 5.x, 6.x and beyond with no code change). New families ship via Price Data Reload instead of a code edit The rule carries the same Opus-tier pricing as the broad anthropic-claude rule plus supports_adaptive_thinking, and is matched first; the broad rule stays version-neutral, so an unmapped >= 4.6 Claude resolves to full pricing and the adaptive flag from one rule, while a sub-4.6 alias such as claude-opus-4-0 is still priced yet stays non-adaptive. The regex caps the minor at two digits so a dated 4.0 id (...-4-20250514) is never read as a >= 4.6 minor * refactor(anthropic): dedupe adaptive-thinking rule via declarative extends The version-gated anthropic-claude-adaptive-thinking rule duplicated the broad anthropic-claude rule's entire Opus-tier price block because rules do not merge: first match wins and returns one rule's whole model_info, so the adaptive rule had to be self-contained. Add a declarative extends field to fallback_generalizations: a rule names a parent and inherits its model_info, with its own keys overriding. Inheritance is resolved once at install time against each rule's raw model_info, so the adaptive rule now carries only its delta (supports_adaptive_thinking) and inherits pricing from the broad rule. Runtime matching, provider routing and gating are unchanged; the broad rule stays anchored and first-match-wins still holds. * docs(anthropic): add ignored description key documenting each generalization regex * fix(anthropic): drop fabricated pricing from the anthropic-claude fallback rule Per review feedback, the base rule no longer carries input/output/cache costs, and the adaptive-thinking rule that extends it inherits that no-pricing model_info. Pricing an unmapped model at a guessed tier reports a confidently-wrong cost without the caller knowing; dropping it keeps the standard unpriced behavior (zero, not a fabricated number) so a missing price stays visible. The rules still supply provider routing, context window, and capability flags, so a brand-new Claude can still be called and its capabilities (including adaptive thinking for >= 4.6) resolved. Description and tests updated to match |
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b16cfd7de9
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test: point router/completion/triton tests at the local fake OpenAI endpoint (#30900)
* test: point router/completion/triton tests at the local fake OpenAI endpoint The shared Railway-hosted mock (exampleopenaiendpoint-production.up.railway.app) takes down unrelated CI jobs whenever it is unreachable. #30695 moved the mounted proxy configs onto a job-local fake server but left these in-Python api_base literals pointing at the dead host, so litellm_router_testing, local_testing_part1, local_testing_part2 and llm_translation_testing still fail with a 404 "Application not found" when Railway is down Resolve the api_base from FAKE_OPENAI_API_BASE (default http://127.0.0.1:8190) through a shared helper, auto-start the canned server from the local_testing and llm_translation conftests when nothing is already serving, and extend the server with a Triton embeddings route and a slow-endpoint delay so the triton and latency-timeout tests run fully offline. The deliberately broken fallback URL is left as-is so fallback handling still has a failing upstream * fix: ignore non-loopback FAKE_OPENAI_API_BASE so the local mock is used in CI * fix: drop 0.0.0.0 from loopback hosts, an unreliable client connect target * fix(tests): keep fake OpenAI mock alive across xdist workers ensure_fake_openai_endpoint registered atexit on the worker that spawned the subprocess, so under -n 4 the first worker to drain its queue would terminate the shared mock while siblings were still hitting it. Detach the child via start_new_session and drop the per-worker teardown; reuse on /health handles re-runs and CI containers clean up themselves |
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b4aee2c7dd
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test(vcr): close out the remaining VCR live-call leaks (#29603)
* Fix remaining VCR live-call leaks * test(vcr): dedupe live-test helpers and drop spurious kwargs Extract the duplicated isVertexQuotaError/runVertexRequestOrSkip Vertex quota-skip helpers into tests/pass_through_tests/vertex_test_helpers.js and the duplicated _skip_live_prompt_caching_test guard into tests/_live_test_helpers.py so each lives in one place. In test_aarun_thread_litellm, build a separate message_data carrying role/content for add_message and a thread_data without them for run_thread/run_thread_stream/get_messages, which no longer receive the spurious message fields. * test(overhead): assert mock transport is exercised in non-streaming and stream tests |
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6d6eda8101
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[internal copy of #28008] Support MCP OAuth passthrough and issuer-scoped JWT auth (#28356)
* fix(proxy): point /metrics 401 at the opt-out flag Operators upgrading past |
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533eab4dbd
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fix(tests/vcr): make Redis cassette cache replay deterministically (zero VCR misses on consecutive runs) (#28826)
* test(vcr): make Redis-backed cassettes replay deterministically across runs - Pin LITELLM_LOCAL_MODEL_COST_MAP=True in the shared VCR harness so the per-test importlib.reload(litellm) no longer fetches the model cost map from raw.githubusercontent.com. That live fetch was being recorded into cassettes; for tests that subsequently skip it was the only recorded episode, so the persister refused to save it (skipped tests don't persist) and the test re-recorded it live every run (MISS:NOT_PERSISTED). - Compare-time symmetric matcher tolerance for Google OAuth (ya29.*) tokens, observability/telemetry payloads, credential-exchange bodies, and volatile UUID/timestamp tokens, so existing cassettes select a recorded episode instead of growing past the 50-episode cap and re-recording live. - Don't record fire-and-forget telemetry (langfuse/arize/otel/...) into non-telemetry tests' cassettes. Several modules set litellm.success_callback at import time, so observability logging is globally enabled and an async flush from the background logging worker lands in an unrelated test's VCR window, saved as a spurious MISS:RECORDED (observed: a Langfuse batch from another completion landing on test_lowest_latency_routing_buffer). Such a request now passes through live (telemetry hosts aren't real-spend hosts); tests that actually assert on telemetry keep recording it. - Dedupe + cap the VCR diagnostic dump so the classification summary survives CircleCI's ~400KB step-output truncation. - Stabilize a non-deterministic rate-limit test body; mark AWS Secrets Manager lifecycle tests VCR-incompatible (uniquely-named secrets can't be replayed). - Mark test_router_text_completion_client VCR-incompatible: it fires 300 identical requests to verify async-client reuse, but vcrpy patches the HTTP transport so replay never exercises the real connection pool the test validates, and recording 300 near-identical episodes overflows the 50-episode cap (MISS:OVERFLOW every run). It hits a free mock endpoint. - Mark the Vertex AI MaaS Mistral OCR tests (vertex_ai/mistral-ocr-2505) VCR-incompatible: the MaaS model is not provisioned in the CI GCP project, so the live :rawPredict call fails and the test skips every run, leaving no cassette to record (MISS:NOT_PERSISTED every run). Sibling direct-Mistral and Azure OCR tests are unaffected and still replay from cache. * fix(tests/vcr): refresh cassette TTL on read so replayed cassettes don't expire The Redis VCR persister loaded cassettes with a plain GET, which does not touch the key's TTL. A cassette that is only ever replayed (HIT/NOOP, never re-recorded) therefore expired exactly 24h after its last *write*, no matter how often it was read. Whichever CI run happened to cross that boundary re-recorded the cassette live and surfaced a spurious VCR MISS on otherwise deterministic cassettes — the residual per-run flakiness floor (a different random subset of read-only cassettes expiring each run). Slide the expiry forward on every successful load (best-effort EXPIRE), so any cassette used at least once per TTL window stays alive indefinitely and the 2nd/3rd run of a day replays cleanly. * fix(tests/vcr): recover from spurious GET-None for existing cassette keys Under concurrent CI load, the persister's load GET was observed returning None for a cassette key that demonstrably existed on the (single, non- clustered) Redis master — an external monitor saw the key present with a healthy TTL at the same instant the in-process client read None. Because None is a valid GET result (not a RedisError), the retry-on-error client config never engaged, so the cassette re-recorded live (a phantom MISS:RECORDED); for flaky/networked tests the failed live call then triggered a pytest rerun, which is why a rotating subset of otherwise deterministic tests missed each run. On a None result, re-check EXISTS and re-read once. If the key really exists, use the recovered value and log [vcr-transient-miss-recovered] (also counted in cassette_cache_health). A genuinely absent key (a new cassette) still falls through to CassetteNotFoundError. * chore(tests/vcr): TEMP diagnostic for persistent-miss cassette load path Logs GET/EXISTS at load time for the three cassettes that re-record every run despite being present in Redis, to capture what the in-process client sees. To be reverted before merge. * chore(tests/vcr): write load diagnostic to Redis (truncation-proof) CI stdout truncates to the last ~400KB, dropping the early loaddbg lines for the alphabetically-first failing test. Push the load probe to a Redis list instead so it survives. To be reverted before merge. * fix(tests/vcr): don't drop stored telemetry episodes during cassette load Root cause of the residual per-run misses on present cassettes: vcrpy's Cassette._load() replays each *stored* interaction through Cassette.append(), which runs before_record_request on it — and a None return there silently drops that episode. The telemetry-leak suppressor (_should_drop_telemetry_record) returns None for telemetry requests, so when a non-telemetry-named test (or the alphabetically-first test in a worker, whose _current_test_nodeid is still empty) loaded a cassette containing a Langfuse ingestion episode, the episode was dropped on read — forcing an endless live re-record (a phantom MISS:RECORDED on a cassette that was demonstrably present in Redis). Verified by reproducing Cassette._load() against the real cassette: empty/non-telemetry nodeid -> 0 episodes survive; with the guard -> 1 survives. Fix: guard the suppressor with a thread-local set around Cassette._load (via a small idempotent monkeypatch), so the drop only ever stops *new* incidental telemetry from being recorded and never filters the existing cassette on read. Also drops the speculative GET-None recovery + its diagnostics from the previous commits: the load diagnostic showed GET returns the cassette bytes fine (get=1440B), so the persister never returned a spurious None — the loss happened later in vcrpy's append. The proven TTL-refresh-on-read fix is retained. * fix(tests/vcr): drop incidental telemetry export POSTs to stop rotating async-flush misses litellm's observability loggers flush on a background thread, so a Langfuse ingestion POST scheduled by one telemetry test can fire mid-way through a *later* telemetry-named test (after that test's own httpx mock has exited) and be recorded by VCR as a phantom episode — a non-deterministic MISS:RECORDED / PARTIAL that rotates onto a different telemetry test from run to run. Telemetry export POSTs are fire-and-forget; no test asserts on a *recorded* export response except the pass-through proxy test (which forwards a client POST to Langfuse ingestion and replays its 207). So _should_drop_telemetry_record now drops incidental export POSTs for every test except that one. Dropping returns None (live fire-and-forget, never stored), so it can only turn a phantom miss into a harmless live call, never the reverse; recorded read-back GETs that telemetry tests assert on are matched by method and left untouched. * fix(tests/vcr): restore assertion in test_banner_silent_when_vcr_disabled The assertion that the banner is suppressed when VCR is disabled was inadvertently moved into test_diagnostic_log_silent_when_no_dir when the diagnostic-log tests were added, leaving the disabled-VCR test verifying nothing. Co-authored-by: Yassin Kortam <yassin@berri.ai> --------- Co-authored-by: Cursor Agent <cursoragent@cursor.com> Co-authored-by: Yassin Kortam <yassin@berri.ai> |
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183092d797
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fix(proxy): normalize batch file IDs before ManagedObjectTable write (#28339)
* fix(proxy): normalize batch file IDs before ManagedObjectTable write Run post_call_success_hook before update_batch_in_database on retrieve/cancel, and ensure_batch_response_managed_file_ids so file_object never stores raw provider output_file_id or error_file_id. Co-authored-by: Cursor <cursoragent@cursor.com> * fix(proxy): address Greptile review on batch file ID normalization Remove redundant resolve_* calls after update_batch_in_database and rename loop variable to avoid shadowing hidden_params unified_file_id. Co-authored-by: Cursor <cursoragent@cursor.com> * fix(tests): add mistral/ministral-8b-2512 to cost map and backfill in conftest Mistral rotated the 'mistral/mistral-tiny' alias to return 'ministral-8b-2512' as the response model, which was missing from the cost map. This caused test_completion_mistral_api and test_completion_mistral_api_modified_input to fail in litellm.completion_cost lookup. - Add mistral/ministral-8b-2512 entry to both the in-tree model_prices_and_context_window.json and the bundled litellm/model_prices_and_context_window_backup.json (mirrors the existing openrouter/mistralai/ministral-8b-2512 pricing). - litellm.model_cost is loaded at import time from the URL pinned to main, so the new backup entry isn't visible at test runtime until it also lands on main. Backfill any entries missing from the remote-fetched map into litellm.model_cost in the local_testing conftest so cost-calculator lookups succeed on this branch. * fix(tests): drop unnecessary del of conftest backfill loop vars * fix: resolve batch response file IDs even when status unchanged The status-unchanged early return in update_batch_in_database was skipping ensure_batch_response_managed_file_ids, leaving raw provider input_file_id (and other raw IDs) in the user-facing response when polling an in-progress batch. Move the in-place file ID normalization above the early return so the response always carries unified managed IDs while still skipping the DB write when nothing changed. Co-authored-by: Yassin Kortam <yassin@berri.ai> * test(batches): cover ensure_batch_response_managed_file_ids branches Add tests for the previously-uncovered paths in ensure_batch_response_managed_file_ids: error_file_id normalization, swallowed conversion errors, UserAPIKeyAuth fallback from db_batch_object, model_name resolution from unified_file_id, and early returns when managed_files_obj, model_id, or auth context are missing. --------- Co-authored-by: Cursor <cursoragent@cursor.com> Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> Co-authored-by: Claude <claude@anthropic.com> Co-authored-by: Yassin Kortam <yassin@berri.ai> Co-authored-by: Claude <noreply@anthropic.com> |
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99a63d5180
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feat(gemini): add gemini-3.1-flash-lite model cost map (#28320)
* feat(gemini): add gemini-3.1-flash-lite model cost map entries Co-authored-by: Cursor <cursoragent@cursor.com> * Update model_prices_and_context_window.json * Update source URL for model pricing information * Sync source URL for gemini-3.1-flash-lite in backup JSON * fix(model_cost_map): add mistral/ministral-8b-2512 entry Mistral rotated the 'mistral/mistral-tiny' alias to return 'ministral-8b-2512' as the response model, which is not in the cost map. This caused test_completion_mistral_api and test_completion_mistral_api_modified_input to fail in completion_cost lookup. Add the entry mirroring the existing openrouter/mistralai/ministral-8b-2512 pricing. * test(cost_calculator): assert output_cost_per_reasoning_token for gemini-3.1-flash-lite * fix(tests): backfill local backup entries into runtime model_cost litellm.model_cost is loaded from LITELLM_MODEL_COST_MAP_URL (pinned to main) at import time, so any pricing entries added to the in-tree backup on this branch aren't visible at test runtime until they also land on main. The Mistral cassette currently returns model=ministral-8b-2512 and the cost-calculator lookup in test_completion_mistral_api / test_completion_mistral_api_modified_input fails despite the entry existing in the local backup. Backfill missing backup entries into litellm.model_cost in the local_testing conftest so these lookups succeed against the cassette state the branch is being tested with. * fix(tests): guard conftest backfill against empty local cost map --------- Co-authored-by: Cursor <cursoragent@cursor.com> Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> |
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bb448b0031
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fix(tests): stabilize image-edit VCR cassettes to stop live gpt-image-1 spend (#28110)
* fix(tests): stabilize image-edit VCR cassettes to stop live gpt-image-1 spend
The image-edit cassettes for ``gpt-image-1`` were accumulating >50
episodes and being refused by the persister
(``tests/_vcr_redis_persister.py``), so every CI run was hitting the
real OpenAI endpoint. The async parametrize was the clearest tell:
``test_openai_image_edit_litellm_sdk[True]`` cached to 1 entry, but the
``[False]`` (async) sibling grew to 51 entries and never replayed.
Two non-deterministic sources were fueling the growth, both fixed
here. After this patch, the cassettes settle at one episode per
unique call and replay for the 24-hour TTL like every other suite.
1. Pin httpx's multipart boundary at the source. The existing
``_normalize_multipart_boundary`` rewrites the boundary in the
``Content-Type`` header reliably, but on the async transport path
the body is not always a contiguous ``bytes`` object when
``before_record_request`` runs, so the body-side replacement
silently no-ops and the recorded cassette retains the random
``boundary=<hex>`` string. The next CI run gets a fresh random
boundary, the ``safe_body`` matcher misses, and
``record_mode="new_episodes"`` appends another episode. Wrapping
``httpx._multipart.MultipartStream.__init__`` so it always uses
``vcr-static-boundary`` when no boundary is supplied eliminates
the variance for both sync and async paths and leaves the normalizer
in place as a backstop. Exposed as
``pin_httpx_multipart_boundary`` so other multipart-heavy suites
(audio, ocr, batches) can adopt the same fixture later.
2. Pass raw ``bytes`` (not ``BytesIO`` streams) through the
image-edit fixtures. A ``BytesIO`` whose file pointer is at EOF
after the first multipart upload silently encodes an empty image on
the next SDK / Router retry — yet another divergent body that VCR
records as a new episode. ``bytes`` are immutable and position-less,
so retries re-encode an identical payload every time. This is also
a small production-correctness improvement: a customer passing
``BytesIO`` today would hit the same empty-body retry bug. The
BytesIO-specific smoke test
(``test_openai_image_edit_with_bytesio``) is preserved by giving
``get_test_images_as_bytesio`` its own factory instead of aliasing
the bytes one.
3. Add ``scripts/flush_image_edit_vcr_cassettes.py`` — a one-shot
Redis SCAN/DEL helper that clears the bloated pre-fix cassettes
under ``litellm:vcr:cassette:tests/image_gen_tests/test_image_edits/*``.
Without this, the next CI run still loads the existing 51-entry
cassette, the new fixed-boundary body still doesn't match any of
the stale entries, the persister still refuses to save, and the
bleed continues. Run once with the production
``CASSETTE_REDIS_URL`` after merge (dry-run by default).
* DIAGNOSTIC: log VCR body mismatches + per-episode body hashes
Temporary observability boost so we can root-cause why
``test_image_edits.py`` async parametrizes still record fresh
episodes on every CI run even though the multipart boundary is now
pinned (sync parametrizes cache cleanly as VCR HIT). The matcher
currently raises ``AssertionError("request bodies differ")`` with
zero context, so we cannot tell whether the live body genuinely
varies, the matcher is comparing a bytes object to a stream object,
or the normalizer is silently skipping the body because it is not
bytes/str.
Three logs added; the first two are worth keeping permanently, the
third is intended to be reverted after the diagnosis lands:
1. ``_safe_body_matcher`` now emits a structured stderr block on
mismatch (type of each side, length, SHA-256, first divergent
byte offset, ±100-byte window). Always-on -- mismatches are
signal, not noise, and the existing per-test verdict already
logs once per test. PERMANENT.
2. ``_normalize_multipart_boundary`` now logs to stderr when the
body type is not bytes/bytearray/str -- the silent ``else:
return`` branch was masking exactly the case we suspect is
firing on async (httpx ``MultipartStream`` handed to vcrpy
before the body is read). PERMANENT.
3. ``_RedisPersister.save_cassette`` now logs every episode's body
SHA-256, length, and 120-byte preview at save time. This lets
two consecutive CI runs be diffed: if the same test records a
different hash run-to-run, the live body genuinely varies; if
both runs record the same hash but the matcher still misses, the
bug is in the matcher itself. TEMPORARY -- revert once the
async variance is identified and fixed.
Once a single ``image_gen_testing`` CI run produces these logs,
revert this commit (or just the persister hash block) with a force
push so the cassette save path is not noisy in steady-state.
* DIAGNOSTIC: route VCR diagnostics through per-PID files (bypass xdist capture)
Re-push of the diagnostic logging from the previous commit, this
time wired so the output actually survives to the CI log. xdist
captures stdout/stderr from every passing test in the worker
process; the body-matcher and normalizer-skip diagnostics fire from
inside vcrpy machinery during the test, so for any test that
ultimately passes (which is all of them once the cassettes are
recorded), the diagnostic lines are silently swallowed.
Fix: write each diagnostic line to a per-PID file under
``test-results/vcr-diagnostics/<pid>.log`` instead of writing to
stderr. The controller's ``pytest_terminal_summary`` aggregates
those files and writes them through ``terminalreporter.write_line``,
which is not subject to per-test capture. As a bonus,
``test-results/`` is already collected by the ``store_test_results``
step in CircleCI, so the raw per-worker logs survive as build
artifacts even after the test session ends.
Three call sites updated:
1. ``_emit_body_mismatch_diagnostic`` (matcher) -- writes the
structured type/length/sha/window block via ``vcr_diag_write_line``.
2. ``_normalize_multipart_boundary`` -- logs the silent-skip path
(body not bytes/bytearray/str) the same way.
3. ``_maybe_log_episode_body_hashes`` (persister) -- replaces the
``_log.warning`` calls (which the root-logger config also
swallows in CI) with ``vcr_diag_write_line``.
Image-gen conftest is the only suite wired to dump the aggregated
log at session end. Other suites can opt in by adding
``emit_vcr_diagnostic_log(terminalreporter)`` to their own
``pytest_terminal_summary``. The diagnostic dir is cleared at the
start of each session (controller-only) so a local rerun does not
mix output from prior runs.
Same revert plan as the previous diagnostic commit: keep the
matcher + normalizer skip diagnostics permanently (they only fire
on signal events), revert the persister body-hash dump once the
async variance is identified.
* fix(tests): coalesce iterable request bodies before matching/recording
Root cause of the residual async image-edit cassette leak. The
diagnostic run for ``ba3915d9`` printed:
[vcr-safe-body-matcher] request body mismatch
body[a]: type='list_iterator' length=unknown sha256=N/A
body[b]: type='list_iterator' length=unknown sha256=N/A
httpx's async transport hands vcrpy a ``request.body`` that is a
``list_iterator`` over multipart chunks rather than a contiguous
``bytes`` blob. Two consequences:
1. ``_safe_body_matcher`` compares the two iterator objects with
``==``, which is identity comparison for arbitrary iterators -
semantically identical multipart bodies never compare equal, and
``record_mode="new_episodes"`` appends a new episode on every CI
run until the cassette crosses ``MAX_EPISODES_PER_CASSETTE`` and
the persister refuses to save (this is exactly what the OVERFLOW
warning has been catching).
2. ``_normalize_multipart_boundary`` short-circuits its
``else: return`` branch because the body is neither bytes nor
str, so any residual random boundary characters in the body bytes
are never rewritten.
Sync requests do not hit this code path: httpx's sync transport
hands vcrpy a single ``bytes`` body, so ``==`` works and the
boundary normalizer runs as intended. That is why
``test_openai_image_edit_litellm_sdk[True]`` records to ``entries=1``
and replays cleanly while ``[False]`` (async) kept growing by one
episode per run.
Fix: add ``_materialize_iterable_body`` which coalesces an iterable
``request.body`` into ``bytes`` in-place. Call it from two places:
* The top of ``_before_record_request``, so the boundary normalizer
and the cassette serializer both see bytes from then on.
* The top of ``_safe_body_matcher``, as defense in depth in case a
future vcrpy code path invokes the matcher without first going
through ``_before_record_request``.
The vcrpy ``Request`` is a wrapper used for matching and recording;
the underlying httpx transport sends its own request body
separately, so replacing the iterator on the vcrpy wrapper does
not starve the live HTTP send.
After this lands the async parametrizes should flip from
``[VCR MISS:RECORDED] entries=N+1`` to ``[VCR HIT] entries=N`` on
the next CI run, matching the sync side and dropping the residual
~$3/day to $0.
* fix(tests): handle bytes_iterator + never leave an exhausted body
Follow-up to
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b637d9f64a
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test(vcr): classify cache verdicts, detect live calls, surface cost leaks
Convert the per-test VCR verdict line from a single 'NOOP / HIT / MISS /
PARTIAL' tag into a classified outcome that distinguishes the cases that
silently bill the live API on every CI run from the ones that don't:
HIT pure replay
PARTIAL mixed replay + new recordings
MISS:RECORDED new cassette saved to Redis (cached next run)
MISS:OVERFLOW cassette > MAX_EPISODES_PER_CASSETTE; persister
refused to save; re-bills every run
MISS:NOT_PERSISTED test failed; save_cassette skipped; re-bills
NOOP VCR-marked but no HTTP traffic (mocked elsewhere)
UNMARKED:LIVE_CALL test bypassed VCR AND opened a TCP connection
to a known LLM provider host -> wasted spend
UNMARKED:NO_TRAFFIC test bypassed VCR but didn't call out
The UNMARKED:LIVE_CALL signal is what converts 'this test probably hits
live' into 'this test connected to api.openai.com'. We install a
socket.connect / socket.create_connection wrapper for the duration of
each non-VCR-marked test and record any outbound TCP to a known LLM
provider hostname. The probe sits below the httpx layer so vcrpy and
respx (which both patch above the socket) are unaffected.
Replace the file-level _RESPX_CONFLICTING_FILES blacklists in the
llm_translation and local_testing conftests with per-item respx
detection in apply_vcr_auto_marker_to_items. A test now skips VCR when
it actually carries @pytest.mark.respx or has respx_mock in its fixture
chain - not just because some other test in the same file imports
MockRouter. Items skipped by skip_files are split into respx_conflict
(real conflict, the module wires up respx) vs file_opt_out (dead skip-
list entry whose module never touches respx) so the session summary
makes pruning obvious.
Stabilize the AWS SigV4 fingerprint: the Authorization header on
Bedrock requests rotates its Credential date and Signature on every
call, which previously pushed every Bedrock test past the 50-episode
overflow threshold. Extract the access-key id only
('aws-sigv4:AKIA...') so two requests with the same identity match.
Always emit verdict logging when VCR is active (set
LITELLM_VCR_VERBOSE=0 to opt back into the legacy quiet mode). Add a
session-end classification summary that lists overflow tests, unmarked
live-call tests, and the skip-reason breakdown.
Wire the live-call probe + summary hook into every test directory that
already uses the Redis-backed VCR cache (audio_tests, guardrails_tests,
image_gen_tests, litellm_utils_tests, llm_responses_api_testing,
llm_translation, local_testing, logging_callback_tests, ocr_tests,
pass_through_unit_tests, router_unit_tests, search_tests,
unified_google_tests).
Add tests/llm_translation/test_vcr_classification.py covering the
verdict classifier, skip-reason tagging, AWS SigV4 fingerprint stability,
live-host classification, and session summary rendering.
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
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7e13256fee
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test: add 24hr Redis-backed VCR cache to additional test suites (#27159)
* test: add 24hr Redis-backed VCR cache to additional test suites Extracts the existing llm_translation VCR plumbing into a reusable helper (tests/_vcr_conftest_common.py) and wires it into the conftest.py files of the test directories listed in LIT-2787: audio_tests, batches_tests, guardrails_tests, image_gen_tests, litellm_utils_tests, local_testing, logging_callback_tests, pass_through_unit_tests, router_unit_tests, unified_google_tests The same helper is also adopted by the pre-existing llm_translation and llm_responses_api_testing conftests to remove the copy-pasted VCR setup. Each consuming conftest: - registers the Redis persister via pytest_recording_configure - auto-marks collected tests with pytest.mark.vcr (skipping respx-using files where applicable, since respx and vcrpy both patch httpx) - gates cassette writes on test success via _vcr_outcome_gate The cache is opt-in via CASSETTE_REDIS_URL; when unset, VCR is disabled and tests hit live providers as before. LITELLM_VCR_DISABLE=1 still forces a bypass for ad-hoc local runs. Test directories that run LiteLLM proxy in Docker (build_and_test, proxy_logging_guardrails_model_info_tests, proxy_store_model_in_db_tests) are intentionally not included: VCR.py patches the in-process httpx transport and cannot intercept calls made from inside a Docker container. The installing_litellm_on_python* jobs make no LLM calls and don't benefit from caching. https://linear.app/litellm-ai/issue/LIT-2787/add-24hr-caching-to-additional-test-suites * test(vcr): add safe-body matcher to handle JSONL and binary request bodies vcrpy's stock body matcher inspects Content-Type and unconditionally runs json.loads on application/json bodies. JSON Lines payloads (used by the Bedrock batch S3 PUT and other upload paths) crash that with json.JSONDecodeError: Extra data, before the matcher can return 'not a match'. This was the root cause of the batches_testing CI job failing on test_async_create_file once VCR auto-marking was applied to the batches_tests directory. Add a conservative byte-equality body matcher and use it in place of 'body' in the shared match_on tuple. The matcher is strictly more conservative than vcrpy's default — the only thing it gives up is 'different JSON key order is treated as the same body', which doesn't apply to deterministic litellm-built request payloads. It can never produce a false positive that the default would have rejected, so there is no cross-contamination risk. Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> * test(vcr): exclude tests that VCR replay actively breaks A few tests are incompatible with cassette replay and were failing on the latest CI run after VCR auto-marking was extended to local_testing and logging_callback_tests: - test_amazing_s3_logs.py (logging_callback_tests): the test asserts on a per-run response_id that should round-trip through a real S3 PUT/LIST. vcrpy's boto3 stub intercepts the PUT and the LIST replays stale keys, so the freshly-generated id is never found. - test_async_embedding_azure (logging_callback_tests) and test_amazing_sync_embedding (local_testing): the failure branches deliberately pass api_key='my-bad-key' to assert that the failure callback fires. We scrub auth headers from cassettes (so the bad-key request matches the prior good-key request), and vcrpy replays the recorded 200 — the failure callback never fires. - test_assistants.py (local_testing): the OpenAI Assistants polling APIs mint fresh thread/run IDs every recording session and then poll until status=='completed'. Replays of those polled GETs can never match a freshly-generated run id, so every CI run effectively re-records and the suite blows past the 15m no_output_timeout. Skip these from VCR auto-marking so they continue to hit live providers as they did before this change. The remaining tests in each directory still get cached. Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> * test(vcr): expand skip lists for second batch of incompatible tests Followup to the previous commit. After re-running CI on the rebuilt branch, three more tests surfaced as VCR-replay-incompatible: - litellm_utils_testing :: test_get_valid_models_from_dynamic_api_key Calls GET /v1/models with api_key='123' to assert the result is empty. We scrub auth headers, so the bad-key request matches the prior good-key cassette and replays the recorded model list. - litellm_utils_testing :: test_litellm_overhead.py Measures litellm_overhead_time_ms as a percentage of total wall-clock time. With cached responses the upstream 'network' time collapses to microseconds, blowing past the 40%% threshold the test asserts on. Skip the whole file (every parametrization is at risk). - local_testing_part1 :: test_async_custom_handler_completion and test_async_custom_handler_embedding Same bad-key failure-callback pattern as the already-skipped test_amazing_sync_embedding. - litellm_router_testing :: test_router_caching.py Asserts on litellm's own router-level response cache by comparing response1.id to response2.id across repeat upstream calls (test bypasses litellm cache via ttl=0 and expects upstream to return a *new* id). With VCR replay both upstream calls return the same cassette body, so the ids are identical. Skip the whole file. - logging_callback_tests :: test_async_chat_azure (preemptive) Same shape as already-skipped test_async_embedding_azure; was masked by upstream OpenAI rate-limit failures on baseline. Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> * test(vcr): use item.path and tighten matcher docstring - Replace pytest's deprecated item.fspath with item.path in apply_vcr_auto_marker_to_items so we don't emit deprecation warnings under pytest 8. - Clarify _safe_body_matcher docstring to reflect actual behavior (direct == first, then UTF-8 bytes comparison, no repr fallback). Addresses Greptile review feedback on PR #27159. * test(vcr): swallow all RedisError on cassette save/load Cassette persistence is strictly best-effort: any Redis-side failure (connection blip, timeout, OutOfMemoryError when the maxmemory cap is hit, READONLY replicas, etc.) should degrade to 'test passed but cassette not cached' rather than fail the test on teardown. Previously the persister only caught ConnectionError and TimeoutError, so OutOfMemoryError — which Redis Cloud raises when the cassette cache hits its memory cap and there are no evictable keys — propagated out of vcrpy's autouse fixture and ERRORed otherwise-passing tests on teardown. This caused the litellm_utils_testing CircleCI job to fail on the latest commit's run, even though the underlying test was a unit test that used mock_response and produced no real upstream traffic (the cassette was dirtied by a background langfuse callback). The rerun only succeeded because Redis evictions happened to free enough room before the SET — i.e. it was timing-dependent flakiness. Catch redis.exceptions.RedisError (the common base of all server- and client-side Redis exceptions) on both save and load, and parametrize the regression tests across ConnectionError, TimeoutError, and OutOfMemoryError to pin the new behavior. * test(vcr): surface cassette-cache failures with warnings + session banner When the persister silently swallows a Redis OOM (or any RedisError) on save/load there is otherwise no visible signal that the cache is degraded — tests pass, the cassette just isn't persisted, and the next session still hits the same Redis at the same near-cap memory. Add three layers of observability so that failure mode is loud: 1. Per-process health counters ("save_failures", "load_failures", and the last error string for each), exposed via cassette_cache_health() and reset via reset_cassette_cache_health(). The persister increments these in addition to logging. 2. VCRCassetteCacheWarning (UserWarning subclass) emitted via warnings.warn() inside the persister's except block. Pytest's built-in warnings summary at session end automatically lists every such warning, so the failure is visible in CI logs without any conftest-level wiring. 3. Session-end banner via emit_cassette_cache_session_banner() and a stderr-fallback atexit handler registered from register_persister_if_enabled(). Two states: - red "VCR CASSETTE CACHE DEGRADED" when save_failures or load_failures > 0 - yellow "VCR CASSETTE CACHE NEAR CAPACITY" (no failures, but used_memory >= 85% of maxmemory) so the next session knows the Redis is approaching OOM before any SET actually fails Capacity comes from a best-effort INFO memory probe (cassette_cache_capacity_snapshot) that returns None on any failure or when maxmemory is uncapped. The atexit handler skips xdist workers so only the controller emits. Tests: parametrize the existing save/load swallow-error tests across ConnectionError/TimeoutError/OutOfMemoryError, add direct tests for the health counters and warning emission, and a new test_vcr_conftest_common_banner.py covering banner output for every state (silent/red/yellow/disabled/xdist-worker). * test(vcr): bucket cassettes by API key fingerprint, drop bad-key skips Tests that deliberately call an LLM API with a bad key (e.g. to assert that the failure callback fires, or that check_valid_key returns False) were being silently served the prior good-key cassette: we scrub the real Authorization / x-api-key header from the cassette before storing it, so a follow-up bad-key call is byte-identical to the good-key call under the existing match_on tuple. Add a 'key_fingerprint' custom matcher that distinguishes requests by the SHA-256 of their API-key headers. The fingerprint is stamped into a synthetic 'x-litellm-key-fp' header by a new before_record_request hook, which then strips the real auth headers (we have to do the scrubbing here instead of via vcrpy's filter_headers knob, because filter_headers runs *first* and would erase the value we want to hash). Bad-key requests now get a different cassette bucket than good-key requests, so vcrpy will not replay a recorded 200 in place of the expected 401. The fingerprint is a one-way hash of the secret, so cassettes never contain the key. This permanently removes the 'bad-key' category of skips: - tests/local_testing: dropped ::test_amazing_sync_embedding, ::test_async_custom_handler_completion, ::test_async_custom_handler_embedding - tests/logging_callback_tests: dropped ::test_async_chat_azure, ::test_async_embedding_azure - tests/litellm_utils_tests: dropped ::test_get_valid_models_from_dynamic_api_key Coverage: 7 new unit tests in tests/test_litellm/test_vcr_safe_body_matcher.py covering header stripping, fingerprint determinism, no-auth bucketing, good-vs-bad key discrimination, x-api-key (Anthropic/Azure) discrimination, and idempotence under replay. Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> * test(vcr): drop redundant comments and docstrings Trim narration of code that is already self-evident from function and variable names. Keep the two genuinely non-obvious bits: - ordering constraint between filter_headers and before_record_request, which would invite a maintainer to re-introduce the bug if removed - the per-directory _VCR_INCOMPATIBLE_FILES rationale, since 'why exactly is this skipped' is not knowable from the test name alone Also drop the 40-line commented-out drop-in conftest snippet at the bottom of _vcr_conftest_common.py — the consuming conftests are the canonical reference. Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> * test(vcr): make _before_record_request idempotent vcrpy invokes before_record_request more than once per request: can_play_response_for calls it, then __contains__ / _responses (reached via play_response) call it again on the result. The second invocation sees a request whose auth headers we already stripped, so a naive recompute yields "no-key" and overwrites the real fingerprint stored in the header. This makes can_play_response_for and play_response disagree on matchability — the former says "yes, we have a stored response for this" (matching no-key to no-key) and the latter throws UnhandledHTTPRequestError because it computes a fresh real fingerprint that doesn't match the stored no-key. In CI this manifested as ~30 failing tests across guardrails_testing, audio_testing, batches_testing, image_gen_testing, llm_responses_api, litellm_router_unit_testing, etc. Skip the recompute when the header is already set, so re-applying the hook is a no-op. Adds a regression test that fires the hook twice on the same dict and asserts the fingerprint stays put. Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> * test(vcr): drop more redundant docstrings and headers * test(vcr): enable 24hr cache for ocr_tests and search_tests These two directories were the only non-dockerized test suites in the build_and_test workflow that make live LLM/provider API calls but were not VCR-enabled by this PR. Together they account for 96 tests: - tests/ocr_tests/ (31): Mistral OCR, Azure AI OCR, Azure Document Intelligence, Vertex AI OCR. Pure-unit tests inside the same files (e.g. TestAzureDocumentIntelligencePagesParam) make no HTTP calls and become benign VCR NOOPs. - tests/search_tests/ (65): Brave, DataForSEO, DuckDuckGo, Exa, Firecrawl, Google PSE, Linkup, Parallel.ai, Perplexity, SearchAPI, Searxng, Serper, Tavily. Both directories use the canonical minimal conftest pattern from tests/audio_tests/conftest.py with no skip lists. None of the test files use respx, none assert on per-call upstream non-determinism (no response1.id != response2.id, no overhead-as-fraction-of-total, no live polling), so the default match_on tuple should cache cleanly. If a flake surfaces during the first cassette-recording CI run, we can add a targeted skip the same way we did for the other dirs. Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> --------- Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Cursor Agent <cursoragent@cursor.com> Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com> |
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e8461b5b97
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style: run black formatter on files from main merge | ||
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acfaea9d25 |
[Fix] Reset api_base/api_key in xdist conftest to prevent cross-test leakage
test_rerank.py sets litellm.api_base = "http://localhost:4000" which leaked to all subsequent tests on the same xdist worker, causing connection failures across every provider (Cohere, Azure, OpenAI, etc.). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> |
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5db6aef834 |
[Fix] Restore xdist test isolation: capture true defaults and poll cooldowns
The revert of
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b4f7d11a82 |
Revert "Fix xdist test isolation: capture true defaults and poll instead of sleep"
This reverts commit
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9711e3adfe |
Fix xdist test isolation: capture true defaults and poll instead of sleep
The conftest fixtures were saving/restoring the current (potentially contaminated) values of litellm globals like num_retries instead of resetting to true defaults. Under xdist, module-level assignments (e.g. `litellm.num_retries = 3` in 12+ test files) pollute the shared module state and leak across tests in the same worker. - Capture true litellm defaults at conftest import time and reset before each test (local_testing + llm_translation) - Make llm_translation/conftest.py xdist-safe (skip reload, add state isolation) - Replace asyncio.sleep(2) with polling in cooldown handler tests - Add @pytest.mark.flaky to tests making real API calls under xdist Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> |
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1a00dd4dbb |
Fix router test isolation for xdist and rebalance proxy unit tests
Router tests: expand conftest save/restore to cover all globals mutated by router tests (default_fallbacks, tag_budget_config, request_timeout, enable_azure_ad_token_refresh, num_retries_per_request, model_cost, token_counter). These were leaking across xdist workers. Proxy tests: move test_proxy_utils.py (169 parametrized) and test_proxy_server.py (72 parametrized) from part2 to part1, balancing ~370 vs ~360 tests (was ~129 vs ~600). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> |
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968d7a3eca |
Fix test isolation: save/restore pre_call_rules and post_call_rules
test_post_call_rule_streaming in test_rules.py sets litellm.post_call_rules but never cleans up. Since pytest_collection_modifyitems sorts tests by name across modules, the leaked rule causes failures in test_streaming.py, test_register_model.py, and test_sagemaker.py. Add pre_call_rules and post_call_rules to the isolate_litellm_state fixture's save/restore and clear lists. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> |
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023654d9ad |
Fix flaky CI tests: mock timeout race, update deprecated model, fix callback leak
- test_hanging_request_azure: mock httpx.AsyncClient.send to simulate slow response instead of racing real network latency against a 10ms timeout. The old non-existent deployment (gpt-4o-new-test) returned 404 faster than the timeout, causing NotFoundError instead of APITimeoutError. - test_completion_together_ai_llama: update model from deprecated Meta-Llama-3.1-8B-Instruct-Turbo to Llama-3.2-3B-Instruct-Turbo (Together AI removed the old model from serverless). - conftest.py: clear litellm.callbacks list before each test to prevent proxy hooks (SkillsInjectionHook, VirtualKeyModelMaxBudgetLimiter) from leaking across tests via Router initialization. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> |
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f838bea85b |
Optimize CI: parallelize router and guardrails test jobs, fix test isolation
- Router testing: add CircleCI parallelism=4 with timing-based test splitting - Guardrails testing: add pytest-xdist -n 4, suppress DEBUG logs with LITELLM_LOG=WARNING - Rewrite conftest.py in both test dirs for xdist compatibility (save/restore pattern) - Fix module-level Router instances in test_router_fallback_handlers, test_router_custom_routing, test_acooldowns_router Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> |
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b9132968b2
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[Perf] Improvements for Async Success Handler (Logging Callbacks) - Approx +130 RPS (#13905)
* [Performance] Reduce Significant CPU overhead from litellm_logging.py (#13895)
* fix: litellm.configured_cold_storage_logger
* fix Session Management - Non-OpenAI Models docs
* ruff fix
* test fix
* create LoggingWorker
* add GLOBAL_LOGGING_WORKER for async task handling
* fix logging tests
* add conftest
* fix conftest
* test fix location of encode bedrock runtime modelid arn
* fix conftest.py
* tuning LoggingWorker
* conftest.py
* fix conftest batches/
* test_async_chat_azure
* event_loop
* test_bedrock_streaming_passthrough_test2
* fix GLOBAL_LOGGING_WORKER
* logging worker
* add flush for global logging worker
* Revert "fix GLOBAL_LOGGING_WORKER"
This reverts commit
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9f2053e4af
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ci(conftest.py): reset conftest.py for local_testing/ (#6657)
* ci(conftest.py): reset conftest.py for local_testing/ check if that speeds up testing * fix: fix import * fix(conftest.py): fix import to check if hasattr * fix(conftest.py): ignore proxy reload if doesn't exist |
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27e18358ab
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fix(pattern_match_deployments.py): default to user input if unable to… (#6632)
* fix(pattern_match_deployments.py): default to user input if unable to map based on wildcards * test: fix test * test: reset test name * test: update conftest to reload proxy server module between tests * ci(config.yml): move langfuse out of local_testing reduce ci/cd time * ci(config.yml): cleanup langfuse ci/cd tests * fix: update test to not use global proxy_server app module * ci: move caching to a separate test pipeline speed up ci pipeline * test: update conftest to check if proxy_server attr exists before reloading * build(conftest.py): don't block on inability to reload proxy_server * ci(config.yml): update caching unit test filter to work on 'cache' keyword as well * fix(encrypt_decrypt_utils.py): use function to get salt key * test: mark flaky test * test: handle anthropic overloaded errors * refactor: create separate ci/cd pipeline for proxy unit tests make ci/cd faster * ci(config.yml): add litellm_proxy_unit_testing to build_and_test jobs * ci(config.yml): generate prisma binaries for proxy unit tests * test: readd vertex_key.json * ci(config.yml): remove `-s` from proxy_unit_test cmd speed up test * ci: remove any 'debug' logging flag speed up ci pipeline * test: fix test * test(test_braintrust.py): rerun * test: add delay for braintrust test |
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3560f0ef2c |
refactor: move all testing to top-level of repo
Closes https://github.com/BerriAI/litellm/issues/486 |
Renamed from litellm/tests/conftest.py (Browse further)