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4fae3c64bb
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feat(sagemaker)!: inference components and OpenAI-compatible embeddings (#44985)
* feat(sagemaker): inference components and OpenAI-compatible embeddings
Send model_id on a SageMaker embedding deployment as the invoke call's
InferenceComponentName, sync and async, and keep it out of the request body.
Add the sagemaker/openai/<endpoint> route, which sends the OpenAI embeddings
request shape ({"input": [...]} plus extra_body fields) and reads
data[].embedding and usage from the response for containers that serve the
OpenAI embeddings API. Plain sagemaker/<endpoint> deployments keep the
Hugging Face shape
* refactor(sagemaker): type validate_environment messages and cover base64 embeddings
* fix(sagemaker): name model_id in inference component errors and reject a non-string model_id on embeddings
* fix(sagemaker): fall back to the error text when SageMaker sends a null message
A ClientError whose Error.Message is null (SageMaker's InternalFailure shape) reached the
inference component hint as None and crashed with a TypeError; the message now falls back
to the error's own text on the chat and embedding paths
* test(sagemaker): audit matrix for inference-component embeddings
* fix(sagemaker): read the error status and text through one shape-checked helper
botocore's ConnectionClosedError carries response=None, so the except blocks that
read e.response.get(...) crashed with an AttributeError and the proxy answered 400
"Invalid request format" for a dropped connection. client_error_details validates
the botocore error shape with pydantic and falls back to 500 plus the error's own
text for any other shape (a missing response, an httpx Response, a plain exception).
* fix(sagemaker): drop the inference component hint from chat and derive the SDK wire expectation from the request
The chat except blocks never see SageMaker's text: HTTPHandler.post raises from
raise_for_status before the handler's own SagemakerError line, so the hint check ran
on httpx's generic "Client error '400 Bad Request' for url" line and could not match on
any chat path. The hint now names litellm.embedding only and the chat blocks keep the
status and text they had, without the dead check. The two OpenAI SDK wire tests pinned
the SDK's default encoding_format; they now expect whatever the SDK sent.
* refactor(sagemaker): meet main's per-rule lint and type ceilings
Main started gating every lint rule on its merge-base count and added LIT015
(frozen pydantic models) after this branch was cut, so the merge with main
pushed LIT001, LIT011, LIT015, BLE001 and reportArgumentType past their
ceilings. The response models are frozen with tuple fields, the OpenAI
embedding response is built with model_copy instead of writing into the
caller's object, the invoke_endpoint arguments are a TypedDict, and
optional_params and extra_body are validated into Mapping[str, object] before
they are read
* refactor(sagemaker): pick the embedding config in one place and stop pinning upstream error text
The openai/, Voyage and Cohere checks lived in both get_model_config and
get_supported_openai_params, so they now share one lookup. Tests compare error
messages against the error's own text, or against botocore's and json's own
wording, instead of copying that wording, and assert whole messages where the
text is ours
* fix(caching): key direct calls on model_id so inference components don't share cached embeddings
* test(sagemaker): name the fake-boto3 SDK test class for what it covers
* test(sagemaker): kill and stop chaos workers through the owned-proxy harness
---------
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
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a2e334febe
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test: migrate local_testing SDK and provider tests out of build_and_test (#45760)
* test: migrate local_testing SDK and provider tests out of build_and_test * test: cover sagemaker region, hf template and nova paths end to end Region rows now go through litellm.completion on the sagemaker/ handler that the legacy tests exercised, the prompt template test mocks the Hugging Face tokenizer config instead of switching to custom_prompt_dict, streaming tests assert role, finish reason and body, and Nova single turn and streaming run through litellm.completion with a recorded request body * test: tighten migrated integration tests for local OpenAI routes, timeouts and air-gapped boot Split the catch-all providers migration file by behavior. The fake endpoint route tests now hit the owned upstream directly, as the legacy harness tests did. LM Studio asserts the outbound key, path and stripped model. The embedding timeout test asserts the proxy maps a deployment timeout to a 408 and forwards the read timeout to the provider client, instead of timing out the test client The Azure streaming tool-call test also asserts the second identical stream is served from the Redis cache with the same reassembled tool call The Docker network test always skipped in CI because the security job has no litellm/litellm image and no egress to pull one, and it tested a published image rather than the checkout. It now boots the checkout proxy with every outbound HTTP connection refused and asserts readiness, the bundled cost map fallback and that the cost map host is the only egress attempted * test: tighten the migrated e2e rows for local_testing SDK and provider tests Drop the duplicated Anthropic covers marker and the Anthropic cell wrongly claimed by the Bedrock and Vertex cache tests. Keep the file-wide Anthropic model as it is on main. Send the 2023-06-01 version header to Anthropic through the deployment's extra_headers so the header actually reaches the provider, and mark the creation-token case 1h then 5m like the legacy test did Reuse the Bedrock file's own registration for the pydantic response test, swap the hand-built PNGs for the shared cat.jpg fixture, assert the SageMaker Nova image answer names the cat and that top_logprobs=3 is honored, and register the SageMaker Nova opt-in markers the same way as the other opt-in markers * test: restore lost assertions in migrated test_main tests Restore the role alternation check in test_completion_anthropic_hanging, the embedding and streaming response-header checks, the logit_bias drop check and the gemini system and safety settings checks. Add an azure 429 retry-after test for test_exception_with_headers, trigger the router fallback with mock_timeout like the legacy test, and stop the mock timeout tests sleeping 3s * test: restore lost legacy assertions in migrated vertex ai unit tests * test: tighten migrated cost, streaming and embedding tests and scope the hosted mock guard * test: strengthen migrated anthropic, azure, bedrock and cohere provider tests Assert full request bodies and usage instead of presence checks, restore the dummy-tool and custom_llm_provider assertions the legacy tests made, add the async and per-model variants the legacy parametrization covered, split streamed tool arguments across deltas, and move the Azure chat streaming tests to the azure.py mirror file * test: tighten migrated llms provider tests and cover legacy intents lost in the move Strengthen the migrated fireworks, gemini, mistral, together, openai text completion, openrouter, perplexity and openai error tests so they assert what the legacy tests proved (cost, provider tag, usage-only-on-last-chunk, function_call rebuild, reasoning param, sync/async/stream error fields). Replace the huggingface and jina tests that doubled litellm code with respx end-to-end tests. Add the tests the pre-existing mapped tests never covered: cohere 400 mapping, token-array text completion, hosted_vllm/llamafile/lm_studio env api base embeddings, watsonx embedding auth, ollama ssl_verify client and ollama vision prompt * test: cover residual legacy paths for anthropic tool streams, watsonx async stream, ollama http images and caller async embedding clients * test: restore single request assertions in the deep_infra and azure_ai embedding tests * test: drop a no-op streaming cost flag from the openai streaming cost test * test: cover residual legacy-test lines in caching, main, utils, replicate, vertex and bedrock invoke * test: cover streamed audio assembly, choice membership, untranslated responses events and the stream log guard * test: pin cost rates in unit tests, use sdk for cohere e2e, drop vertex llama e2e * test: send the vertex maps e2e request through the openai sdk * test: drop the local_testing jobs that select no tests after the migrations * test: wait for the streamed cache entry and keep custom Mistral rates test-local * test: keep untouched Mistral test lines as they were --------- Co-authored-by: yuneng <yuneng@berri.ai> |
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8a103e26ab
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test: move routing, caching and callback tests out of local_testing (#45761)
* test: move routing, caching and callback tests out of local_testing Moves the 37 routing, caching and callback files in tests/local_testing into mirrored tests/unit paths and tests/integration sdk and security groups per the migration manifest, and deletes the 8 rows it marks for deletion * test: cover least-busy routing and tighten migrated router, cache and pass-through tests Add router-level least-busy tests for the three legacy rows that had no destination, move completion fallback and model alias tests to their mirror files, move router batch tests next to the router, and strengthen tests whose mutants survived (specific deployment, batch pair grouping, custom cache key, router cache ttl). Add a unit test for configured pass-through Authorization forwarding. * test: tighten migrated callback, proxy config and cache ttl tests Assert the full StandardLoggingPayload key set and the wire user on callback tests, add an async embedding failure callback test, drive the prometheus redis failure through a real RedisCache, use the real salt key in proxy config tests, pin the redis ttl value and rename fallback test helpers * test: fix semantic cache assertions and order-dependent router and callback tests Count semantic cache embeddings on the route, drain async cache writes before the second lookup, echo the requested model from the callback provider mock so response_cost does not depend on model_cost entries other tests register, and move the two-key authorization assertion to the auth failure test it belongs to * test: cover model_list fan-out and the usage-based routing tpm limit lost in the move * test: wait for the streamed cache entry in redis and drop deleted files from the hosted mock guard * test: restore sync callback, audio redaction and langfuse export coverage, keep redis-compat filter on the moved file * ci: run the remaining router-keyword legacy tests on one node * test: refuse the redis write in-process instead of resolving an invalid host --------- Co-authored-by: yuneng <yuneng@berri.ai> |
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56bafc29cf
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feat(gemini): accept file content blocks with video_metadata on multimodal embeddings (#45305)
* feat(gemini): accept file content blocks with video_metadata on multimodal embeddings * test(gemini): annotate the embedding mock helper and keep the type comment short * fix(gemini-embeddings): keep file blocks through a partial embedding cache hit and validate video_metadata strictly * test(caching): type the partial-hit cache test and pin its clock * fix(gemini-embeddings): accept the Files API URI /v1/files returns as a file block's file_id * fix(gemini-embeddings): 400 on bad input shapes, drop unknown block keys under drop_params, cache multi-block inputs A bare object `input` answered 500 from both the caching handler and the transformation; both now answer 400. An unresolved `files/` reference on vertex_ai/ answered a ValueError 500; it now answers 400 naming the gemini/ provider. An empty `format` passed through to the provider; it now answers 400 naming file.format. Unknown block keys (`detail`, an unknown video_metadata key, a top-level block key) are dropped under drop_params, global or per-request, and still answer 400 without it. The embedding cache counted file blocks against `max_messages`, so a request with 5 or more blocks was never cached; file blocks no longer count. * fix(caching): answer 400 for an object embedding input on the cache lookup * test(gemini-embeddings): annotate the new embedding tests with return types and Final * test(gemini-embeddings): annotate the transformation and files batch tests with return types and Final * test(gemini-embeddings): audit file content blocks on the wire, in the cache, in batch uploads and under chaos Integration cells for gemini/ and vertex_ai/ embedding file blocks with video_metadata: the batchEmbedContents and embedContent wire shapes, format overrides, nested and repeated inputs, every malformed block answering 400 before any provider call, drop_params at the request, deployment and YAML levels, the OpenAI SDK sync and async clients, Redis cache fills, hits, partial hits and the metadata in the key with zero-spend hit rows, chat, responses and messages controls, the vertex_ai/ batch JSONL upload, a mixed fast/slow/malformed/dropped burst and a worker kill. The wire peer now reads chunked request bodies, which the streamed GCS media upload sends * test(integration): treat an upload the client abandons before its terminating chunk as a disconnect, never a stored request --------- Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com> |
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fa2c8984ba
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test: move the unit half of 126 mixed legacy files into tests/unit (#45090)
* test: move the unit half of 126 mixed legacy files into tests/unit * test: restore litellm globals that moved tests set * test: finalize migration test cleanup * test: restore original bodies of moved legacy tests The move into tests/unit had rewritten 612 test bodies, and some of the rewrites dropped assertions. Each moved test now carries its original body from the legacy file, with only the imports, helpers, fake provider credentials and monkeypatched env it needs to run under tests/unit test_timeout_streaming goes back to tests/local_testing because it needs the fake OpenAI endpoint server. The image payload fixture moves with its only user, and two tests that leaked global state (a registered model cost entry and queued logging tasks) are now isolated * test: drop module imports shadowed by restored local imports * test: assert on LiteLLM output in no-assertion moved tests and isolate leaks Twenty no-assertion candidates get one assertion on the value LiteLLM returns, with the original lines unchanged. Four tests go back to their legacy files because they only check types or imports, write into the working directory, or cannot assert without a body change Two moved tests leaked globals into later tests in the same worker, so monkeypatch fixtures now restore the retry-after header parser and the end user cost tracking flags * test: drain queued logging tasks before the Phoenix span test The moved Phoenix test counted spans from logging tasks that earlier tests had queued, so the drain fixture moves to tests/unit/conftest.py and both it and the Datadog batch test use it. test_factory_function goes back to its legacy file because its returned wrapper calls the real Assistants API and cannot be asserted on without a body change --------- Co-authored-by: yuneng <yuneng@berri.ai> |
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77fc3315e5
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fix(caching): skip the cache past max_messages and keep tool_result text in semantic prompts (#43878)
* fix(caching): keep tool calls and tool results in semantic cache prompts Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * refactor(caching): keep semantic tool prompt helpers within lint budgets Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * fix(caching): keep structured function_call_output text in semantic prompts Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * refactor(caching): split Responses text-field collection to stay within complexity budget Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * fix(caching): tag each tool result with the position of the call it answers Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * fix(caching): encode tool result position and output together so tool text cannot forge result tags Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * test(caching): expect encoded tool result record in qdrant semantic prompt parity case Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * test(caching): cover tool result arrangements, SDK clients, concurrency and qdrant outage for semantic cache Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * feat(caching): embed every semantic cache prompt field except volatile ones Replace the per-shape allowlist in the Python and Rust semantic cache prompt walkers with one include-by-default walker. Plain text keeps its old concatenation; any other block or message is embedded as compact JSON with call ids mapped to ordinals, cache_control dropped, and signatures, encrypted content and base64 data replaced with a short sha256 digest. Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * test(code-quality): allow the bounded semantic cache prompt walkers in the recursion check Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * test(rust): expect structured JSON for unknown fields in redis and valkey semantic prompts Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * Revert "test(rust): expect structured JSON for unknown fields in redis and valkey semantic prompts" This reverts commit |
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564d236985
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fix(otel): nest cache spans under their operation and name service spans by purpose (#44150)
Response cache reads and writes open cache.get llm_response and cache.set llm_response phase spans with their Redis spans nested underneath, on the Python path and on the native Rust path, and deployment selection runs inside a route {model_group} phase so the cooldown, usage and model-id reads the router issues nest under it before chat {model}. The autorouter classifier call nests under that route phase as well and carries its typed internal origin on litellm.request.purpose, so it is told apart from the provider attempt. Service spans are named {service}.{verb} {target} from a low-cardinality key family the producer declares (llm_response, auth_objects, spend_counters, router_cooldowns, claude_code_session_router_binding, rate_limits, pod_lock, budget_reset, ...) instead of the raw method or a per-request pipeline length; a pipeline flush is targeted by the one family its ops share or by mixed with the sorted families on litellm.redis.families, a batch op keeps the family it was declared under whichever pipeline or standalone read settles it, and the ambient family labels Redis spans only, never the DB write-back a task spawned inside that context performs later. The raw method stays on litellm.service.call_type and on the Prometheus and Datadog labels. Caller attribution is carried across asyncio task boundaries on a ContextVar so forwarder-only chains no longer surface, the raw cache key is dropped from Redis span metadata, pipeline op counts land as an integer attribute, every call_type the Redis cache layer emits maps to a verb, and a scan over litellm/ and enterprise/ fails when a Redis producer, batch reservation included, declares no key family.
A V2 logger built for a key or team logging entry while the operator's V2 logger is already registered keeps only the exporters its own preset contributed, whether or not the operator holds credentials for that backend, so every chat span no longer reaches the operator's collector twice. A span the success callback has to open itself, with no pre-call carrier, starts at the provider handoff (api_call_start_time) instead of the logging object's creation.
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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e494723105
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fix(params): validate stream_chunk_size once, before any provider call (#43222)
* fix(params): validate stream_chunk_size once and carry it as typed control options Checks stream_chunk_size at the top of completion() and acompletion(), accepts digit strings, returns a 400 naming the param unless drop_params is set, and stores the checked value under _litellm_control. Bedrock Converse and Invoke read it from litellm_params; the Bedrock-only checker and the dead Invoke pops are gone. Owned-kwarg filtering now runs through one helper everywhere. Refs LIT-8317 * test(bedrock): drop tests for the removed stream_chunk_size_from helper Refs LIT-8317 * fix(params): check stream_chunk_size before the MCP gateway branch Refs LIT-8317 * fix(params): return assert_never in the exhaustive control-options match Refs LIT-8317 * fix(params): address council review of the control options change Read all_litellm_params live so names registered after import stay LiteLLM-owned, make litellm_params a required keyword on the stream wrapper hooks, give digit strings and ints the same 18-digit range, share the default-chunking test table, test the Responses bridge through litellm.responses, and revert formatting-only churn in existing tests. Refs LIT-8317 * fix(params): address the second council review of control options Keep the Responses bridge on its original all_litellm_params forwarding, narrow _int_from_decimal_string inline so it type-checks, bound nested huge ints in the error message, store _litellm_control only when a value is set, simplify the parser to its single field, drop the one-caller wrapper, and tighten the tests. Refs LIT-8317 * fix(params): keep the 18-digit length check on stream_chunk_size strings A 19-character string with leading zeros such as 0000000000000000001 would otherwise pass as 1, although the rule and the error message say at most 18 digits. Refs LIT-8317 * test(params): tidy control options tests after council sign-off Move the Responses bridge test into the existing bridge test file, drop the rebind test that pinned an implementation detail, assert through stored_control_options instead of the storage key, and cover drop_params="true" through Bedrock streaming. Refs LIT-8317 * test(params): wrap a chunking test row that went past 120 characters Refs LIT-8317 |
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a11a93f44a
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test: move tests/test_litellm core utils, routing, responses, caching and rust_bridge into tests/unit (#43199)
* ci: run the unit_selection.sh shard files on every event instead of only fork pull requests Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> * ci: rename fork-flag to unit-flag now that it applies on every event * test: move tests/test_litellm root and small trees into tests/unit Pure renames, no content changes. Follow-up commits in this PR fix references, merge the three files that already existed in tests/unit, keep live-provider tests in tests/test_litellm and wire CI. * test: carry tests/test_litellm conftest isolation into tests/unit Callback lists, routing fallbacks, cached HTTP clients, logger state, AWS, proxy-URL and keychain env, and session-end client cleanup now reset for unit tests too. The environment isolation owns its MonkeyPatch so a test's own monkeypatch is undone before the model-cost teardown runs. * test: merge, split and prune the moved root and small-tree tests Merge batches/test_batch_utils.py and the chat_completions and messages dispatch tests into the files that already existed in tests/unit. Keep the live Gemini interactions tests, the async image-fetch format test and the OpenAI embedding scorer test in tests/test_litellm since they need real network or keys. Put test_router.py under tests/unit/test_router so the existing package no longer shadows it. Delete eight tests the audit found superseded by stronger ones kept in this move. * ci: run the moved root and small-tree tests under their legacy flags Add the misc and responses-caching-types flags to unit_selection.sh and CircleCI, extend enterprise-routing and mcp-integration, and point the legacy GHA shards, Makefile, redis-compat workflow, merge smoke manifest and change classifier at the new paths. * test: make the new tests/unit directories packages tests/unit/test_package_layout.py requires every directory to carry an __init__.py, and without one the moved and retained test_litellm_responses_bridge.py modules collide on import. * test: scope the unit socket block to tests/unit in shared sessions The GHA shards collect the legacy test-path and the unit selection in one pytest session. The unit conftest's loopback-only block leaked into legacy modules that reach the network at import. The legacy conftest now lifts the restriction at collect and setup time, and the unit conftest re-applies it when collecting its own modules. * test: move tests/test_litellm/llms into tests/unit/llms Rename-only. Moves the provider tests and the fine-tuning fixtures they load, mirroring the old paths. Follow-up commits merge, split and wire them. * test: merge, split and prune the moved llms tests Merges the Databricks chat transformation tests into the existing unit file, keeps the tests that need real keys or the network in tests/test_litellm, deletes the audited tests a stronger unit test already covers, and points imports at tests.unit.llms. * ci: run the moved llms tests under their legacy flags The Vertex AI and All Other Providers shards keep their legacy test-path for the retained files and add the llm-vertex-ai and llm-other-providers unit selections. CircleCI gets matching unit jobs. * test: make the tests/unit/llms directories packages Adds __init__.py to the moved dirs and drops the legacy ones whose directories no longer hold tests. * test: drop script runners and path hacks the llms split left dangling The __main__ runners in the split openai_like files and the Databricks e2e runner called tests that now live in the other half of the split or were deleted. The retained legacy halves also no longer need sys.path edits. * test: give the shard-script tests their own GITHUB_OUTPUT They only passed where the runner set it. The CircleCI unit job's env allowlist drops it, so the script's redirect failed there. * test: point the router and module-deletion checks at tests/unit router_code_coverage and code_qa_check_tests only searched tests/test_litellm, so the moved router tests no longer counted. The two silent-experiment tests the audit deleted were the only direct callers of those methods; they are replaced with tests that assert the forwarded shadow request and the recursion guard. * test: move tests/test_litellm integrations and secret_managers into tests/unit Rename-only. Mirrors the old paths, including the directory conftests and the prompt and JSON fixtures. Follow-up commits prune and wire them. * test: prune and repoint the moved integrations tests Deletes the 7 audited tests a stronger test in the same tree already covers, imports the TLS sink helpers from their new conftest path, and restores os.environ after each integrations test. Some presets write OTEL_EXPORTER_OTLP_HEADERS straight into os.environ, and without the legacy tree's test ordering that header leaked into the AgentOps tests. * ci: run the moved integrations tests under their legacy flag The integrations GHA shard and a new CircleCI job run the integrations unit selection. secret_managers joins the misc selection. * docs: point integrations and secret_managers references at tests/unit * test: make the moved integrations directories packages * test: keep the Databricks manual e2e runner and fix the SageMaker Nova run path The Databricks e2e file is a manual script whose main() calls the tests that were pruned, so pruning them broke the documented run. It is back to its main version. The SageMaker Nova docstring now points at the file's real location in tests/local_testing. * test: move tests/test_litellm core utils, routing, responses, caching and rust_bridge into tests/unit Rename-only. Mirrors the old paths, including fixtures, the stubtest config and the native-route wheel script. Two files that collide with existing unit files are merged in a follow-up commit. * test: merge, prune and repoint the moved core, routing, responses, caching and rust_bridge tests Merges the two files that collided with existing unit files, folding the legacy extra case into test_is_chat_completion_cached_dict, and deletes the 9 audited tests a stronger test in the same file already covers. Keeps what needs the network in tests/test_litellm: test_tokenizers pulls a tokenizer from the Hugging Face hub, and the gpt2 and r50k_base tokenizer cases download their BPE files. The unit core_utils conftest points TIKTOKEN_CACHE_DIR at litellm's bundled encodings so the rest never depend on import order to stay offline, and FakeSecretVault moves to a shared module so both trees can build it. * ci: run the moved core, routing, responses, caching and rust_bridge tests under their flags core_utils gets a core-utils flag and CircleCI job, and its GHA shard keeps the legacy path for the retained network tests. router_utils and router_strategy join enterprise-routing, responses joins responses-caching-types (minus responses/mcp, which mcp-integration owns), caching joins caching-local and rust_bridge joins misc. The redis-compat, test-rust, stubtest and merge-smoke paths follow the move. * docs: point the Rust crate references at tests/unit * test: make the moved core, routing and rust_bridge directories packages * test: keep the no-loop DualCache batch_get_cache regression test It runs the sync path outside any event loop, which the inside-loop test cannot, so a change that picks the Redis client by loop state would only show up there. * test: keep the job's UNIT_FLAG out of the shard-script tests * fix(url_utils): block 192.0.0.0/24 on every Python patch release * test: move the new budget limiter tests into tests/unit/router_strategy * test: move the new sentry scrubbing tests into tests/unit/litellm_core_utils * test: move the new zerobus tests into tests/unit/integrations * test: make tests/unit/integrations/zerobus a package * test: load litellm's own tiktoken cache setup once instead of resetting it per test --------- Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> |
Renamed from tests/test_litellm/caching/test_caching.py (Browse further)