* fix(realtime): skip guardrail VAD session.update injection for transcription sessions
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(realtime): run transcript guardrails on raw-path transcription sessions with a transcription-safe block
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(realtime): assert transcription session keeps transcribing after a guardrail block
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(realtime): only expect a follow-up transcript when the block keeps the session open
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(realtime): type the transcription block regression test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(realtime): flag transcription sessions from the route intent and backend events only
A client session.update declaring session.type transcription on a voice
session no longer sets the transcription flag, so it cannot switch off the
guardrail's create_response gate or skip the transcript guardrail
* fix(realtime): flag transcription sessions from provider-transformed session events
* test(realtime): cover transcript guardrail blocks on transcription sessions
---------
Co-authored-by: gabriele <gabriele@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
The shared integration proxy configs left the five-minute /v1/models refresh
on, so every proxy booted from them sent a GET /v1/models to each
openai-compatible deployment at boot and every 300 s after, including the
per-test deployments other cells register against their own scripted wires.
A scripted provider that asserts on the exact requests it receives then saw a
GET it never scripted, mid-test.
Set disable_model_info_refresh in proxy_config.yaml,
coordination_redis_proxy_config.yaml, and oci_proxy_test_config.yaml, and
drop the three per-test copies of that setting from the observability cells
that each loaded the stock config and set it themselves.
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* test(mcp): fix stale bridge-hook, applied-guardrails and pagination-revoke integration tests
* test(mcp): clear the spare direct grant when restoring the access-group policy
---------
Co-authored-by: yuneng <yuneng@berri.ai>
litellm_llm_api_latency_metric, litellm_llm_api_time_to_first_token_metric,
litellm_request_total_latency_metric, and litellm_deployment_latency_per_output_token
previously carried requested_model/litellm_model_name/model_id but not model_group,
so pooled-deployment latency couldn't be grouped by model pool on dashboards --
only the proxy-overhead-only metrics (litellm_overhead_latency_metric and friends)
had model_group. All four metrics read enum_values.model_group through the existing
prometheus_label_factory plumbing, so no new parameter threading was needed, just
the label-list addition.
Co-authored-by: ahamedshaik16 <24526479+ahamedshaik16@users.noreply.github.com>
* fix(router): preserve native baseline identity and accounting
* fix(router): preserve injected system caches in native baselines
* fix(router): prepare native baselines through shared request owners
* fix(router): capture native baseline fields from the provider schema
* refactor(router): reuse native provider parameter discovery
* fix(router): keep long native baselines and abstain after compaction
Message history no longer counts against the settings snapshot budget, so long
and non-ASCII native sessions keep modeled baselines. Selected-tier compaction
now abstains because the baseline would otherwise inherit the compacted history.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
* fix(router): judge implicit caching against the selected request
The implicit-cache guard compared the selected response's cache usage with the
projected baseline's breakpoints, so selected-tier cache markers made a usable
unmarked baseline plan look like unexplained caching. The guard now checks the
selected wire request. Also removes a stamp-reuse branch that could never run
because routing clears the stamp first; every pass already captures caller
settings from fresh kwargs.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---------
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
* test(e2e): add enum values, auto-discovering label gates and secret hiding for e2e metadata
* test(e2e): tag quota_management tests with Subject metadata and record budget client steps
* docs(e2e): name every markerless harness test file that carries no Subject
* test(e2e): keep the step discovery comprehensions to one for clause
* test(e2e): add enum values, auto-discovering label gates and secret hiding for e2e metadata
* test(e2e): tag router, batches and mcp tests with Subject metadata and record client steps
* test(e2e): leave the batches cleanup harness unit tests untagged
* docs(e2e): name every markerless harness test file that carries no Subject
* test(e2e): keep the step discovery comprehensions to one for clause
* test(e2e): name every driven model on the vllm batch, prompt caching and complexity router subjects
* 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 86c82b949b.
* Revert "test(code-quality): allow the bounded semantic cache prompt walkers in the recursion check"
This reverts commit 39efb5d9da.
* Revert "feat(caching): embed every semantic cache prompt field except volatile ones"
This reverts commit 5aed3ab3de.
* refactor(caching): rename get_str_from_messages_with_tools to get_semantic_cache_prompt_from_messages
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(caching): split semantic cache prompt extraction by API format
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): drop TypeIs guard and register Responses prompt walker with the recursion check
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): pick the Responses text field without a Final inside a loop
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(caching): walk semantic cache prompts as plain dicts, dumping pydantic items once up front
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(caching): write the semantic cache prompt builders as plain loops
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): skip the cache past max_messages and keep tool_result text in semantic prompts
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(caching): drop formatting-only churn from the redis semantic cache tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* ci(integration): drop the caching group wiring that main already carries
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(caching): recurse into tool_result content in the semantic cache prompt helper
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): check the max_messages cap on the shared exact-cache proxy
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(caching): read list-form function_call_output text in semantic cache prompts
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* refactor(caching): extract nested Responses input lookup to keep walker under complexity limit
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* Revert "refactor(caching): extract nested Responses input lookup to keep walker under complexity limit"
This reverts commit 0665296bf1.
* style(caching): suppress C901 on the Responses input walker instead of splitting it
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: kerry <kerry@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(e2e): add enum values, auto-discovering label gates and secret hiding for e2e metadata
* test(e2e): tag guardrails and logging tests with Subject metadata and record client steps
* test(e2e): leave the guardrails and logging harness unit tests untagged
* test(e2e): let the inner create_model step name the guardrail backend deployment
* docs(e2e): name every markerless harness test file that carries no Subject
* test(e2e): keep the step discovery comprehensions to one for clause
* test(e2e): declare the default guardrail backend model on the tests that drive it
* test(e2e): add enum values, auto-discovering label gates and secret hiding for e2e metadata
* test(e2e): tag management tests with Subject metadata and record management client steps
* docs(e2e): name every markerless harness test file that carries no Subject
* test(e2e): keep the step discovery comprehensions to one for clause
* test(e2e): keep the prompt out of the chat_status step so polled retries collapse
* test(e2e): add enum values, auto-discovering label gates and secret hiding for e2e metadata
* test(e2e): tag claude_code tests with Subject metadata and record CLI driver steps
* docs(e2e): name every markerless harness test file that carries no Subject
* test(e2e): keep the step discovery comprehensions to one for clause
* test(e2e): decorate run_claude directly so the label gate discovers its step
* test(e2e): add enum values, auto-discovering label gates and secret hiding for e2e metadata
* test(e2e): tag llm_translation tests with Subject metadata and record harness steps
* docs(e2e): name every markerless harness test file that carries no Subject
* test(e2e): keep the step discovery comprehensions to one for clause
* test(e2e): declare the realtime param tuples Final
Add litellm_settings.force_redis_hash_tag_grouping so Redis endpoints that enforce cluster slot rules behind a standalone protocol (Redis Enterprise clustering policy) group multi-key scripts by slot like RedisClusterCache, and return grouped batch values in the caller's key order.
Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Chenglun Hu <chenglunhu@gmail.com>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(ollama): turn streamed prompt-based JSON tool calls into real tool calls
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(ollama): separate replayed tool calls from text and tighten parser typing
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Mubashir Osmani <mubashir@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(health): attribute background health check results to their own deployment
Co-authored-by: Dennis Pfisterer <302635+pfisterer@users.noreply.github.com>
Co-authored-by: Suhas Hanamannavar <hanamannavarsuhas17@gmail.com>
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(health): annotate locals with Final and split nested comprehension
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Mubashir Osmani <mubashir@berri.ai>
Co-authored-by: Dennis Pfisterer <302635+pfisterer@users.noreply.github.com>
Co-authored-by: Suhas Hanamannavar <hanamannavarsuhas17@gmail.com>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(auth): clear the recent-miss user memo when /user/new creates the user
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(auth): pin the miss memo window and drop the class patch in the new_user regression test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(integration): pin a first-time SSO user's first message and second sign-in on one worker
* test(integration): cover /user/new clearing the user-miss memo on the creating worker
The fake IdP now signs in the subject a login_hint names, so cells on the shared one-worker proxy can each use a fresh user. New cells: a plain-key miss followed by /user/new is budgeted at once (same on both legs, the auth prefetch loads the row) and the admin-created user's first SSO sign-in inside the window completes (500 at the callback before the fix). The first-sign-in cell moved onto the shared one-worker proxy fixture
---------
Co-authored-by: mateo <mateo@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* refactor(types): replace Any with proven types in 16 files
* fix(types): import TypedDict from typing_extensions for pydantic on 3.10
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(proxy): inject the cleanup job stagger offset so the runtime sync test no longer depends on the runner's host and pid
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(policy_engine): count resolver calls instead of timing them so the linear dedup guard is deterministic under CI load
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(policy_engine): annotate the line-count guard's locals as Final
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* ci: give installing_litellm jobs their own Postgres
* ci: give the entrypoint jobs their own Postgres sidecar
---------
Co-authored-by: yuneng <yuneng@berri.ai>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* fix(ui): render team_metadata_schema keys as fixed labels
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(ui): update team metadata schema tests for fixed labels
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(ui): derive team metadata schema labels from live key values
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: jesus <jesus@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(ci): stop deferred pydantic builds leaking caller locals and add missing Lens FK migration
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(types): drop narrating comment from caller-locals regression test
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(proxy-extras): guard the Lens review FK migration with DO blocks
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(types): run the caller-locals regression in-process
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(proxy-extras): scope the Lens review FK guards to their table
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---------
Co-authored-by: mateo <mateo@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(realtime): skip guardrail VAD session.update injection for transcription sessions
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(realtime): flag transcription sessions from the route intent and backend events only
A client session.update declaring session.type transcription on a voice
session no longer sets the transcription flag, so it cannot switch off the
guardrail's create_response gate or skip the transcript guardrail
* fix(realtime): flag transcription sessions from provider-transformed session events
* test(integration): cover transcription sessions skipping the VAD auto-response injection
Adds the realtime transcript guardrail audit cells: transcription sessions on all three
realtime routes, the OpenAI SDK, the beta protocol, the whisper default deployment, the Azure
GA path over a TLS scripted upstream, and Meta Muse push-to-talk sessions keep the client's
session.update verbatim and get their transcript, while voice sessions keep the injected
create_response gate and a client-declared transcription type no longer bypasses it. Sad,
edge, and chaos cells cover malformed session fields, duplicate and older backend session
events, unauthenticated upgrades, repeated sessions, an upstream outage under open sessions,
and a worker kill with a proxy restart.
The scripted upstream now answers session.update the way the vendor does (session.updated,
or the missing turn_detection.type and session-type errors), records every websocket frame,
serves the Azure and Muse realtime paths, and can run over TLS from an owned upstream.
---------
Co-authored-by: gabriele <gabriele@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* test(mcp): run the static root path issuer discovery test in-process
The test spawned a fresh interpreter with a 60 s deadline to import litellm
and the MCP discovery router cold, so on a loaded box it died with
subprocess.TimeoutExpired before any assertion ran. The discovery routes
bake SERVER_ROOT_PATH into their paths when the module executes, so the
test now reloads that one module under the gateway env, restores its
namespace afterwards, and asserts on the same four discovery documents.
PROXY_BASE_URL now names an origin distinct from the test client's, so the
assertions fail when it stops being honored.
* test(mcp): type the gateway discovery fixture and its test
* test(mcp): mark the registry fill the fixture hands the test
---------
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* test(bedrock): live e2e asserting nova sonic realtime delivers each assistant sentence once
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* test(bedrock): drop ticket reference from nova sonic e2e docstring
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* fix(bedrock): forward each Nova Sonic assistant sentence once over the realtime API
Nova 2 Sonic sends every assistant text block twice, a SPECULATIVE preview
next to the audio and a FINAL transcript once the audio turn has ended. The
realtime bridge forwarded both, so voice clients rendered each sentence twice
and the FINAL copies opened extra responses after response.done, the last of
which never closed. FINAL assistant text blocks are now dropped whole, so a
turn carries each sentence once inside the one response with its audio
* test(bedrock): tag the live Nova Sonic test and type its helpers
* test(bedrock): pin that the Nova Sonic barge-in marker is dropped with its FINAL block
---------
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
* test: delete unconditionally skipped legacy tests
* test: move whole-unit legacy test files into tests/unit
* test: keep moved legacy tests free of import-time global state
* test: keep the module-level invocation scan pointed at tests/local_testing
* ci: drop the agent_testing CircleCI job emptied by the move
* test: fix moved-test isolation and router coverage
* test: add Tinyfish search package marker
* test: isolate moved tests from logger state leaks
* test: isolate Helicone logging fixture state
* test: isolate Vertex pass-through credentials between moved tests
* test: cancel S3 periodic flush tasks started by moved tests
* ci: restore CircleCI assistant test selection after move
* test: prevent Datadog datetime import shadowing
* ci: drop the litellm_assistants_api_testing CircleCI job emptied by the move
* test: deduplicate imports in rebased unit tests
* test: remove duplicate passthrough router patch import
* test: remove moved legacy source files after rebase
* test: align moved tests with rebased main
* test: carry main's legacy-file edits into moved destinations
* test: make the moved cost map fallback tests assert the fetch and the backup
The four fallback cases only checked the result was non-empty, so they still
passed with integrity validation disabled. They now inject a mock client, assert
one fetch happened, and assert the result is exactly the local backup with the
fallback reason recorded.
---------
Co-authored-by: yuneng <yuneng@berri.ai>
