The Admin UI's Authorize & Fetch Token flow stored its pending server in a
module-level dict, so /register, /authorize and /token only succeeded when
every leg happened to land on the process that served /session. On a proxy
with NUM_WORKERS greater than 1, or more than one replica, each click was an
independent draw and failed with a bare 404, which reads as intermittent.
Persist the pending server as a short-lived draft row instead, so any worker
resolves it. The in-memory cache is kept as the fallback for proxies with no
database configured, which keeps single-process deployments working as before.
A session runs under a caller-supplied id only when that id names a server
that really exists, which is the edit form re-authorizing a saved server.
Anything else gets a fresh id, so two concurrent sessions can never share one
draft and silently adopt each other's URL or client credentials. Drafts past
their lifetime are swept on each write so abandoned sessions do not
accumulate, and a lost create race adopts the winner rather than failing a
caller whose session is ready.
Drafts are excluded from listings and never enter the runtime registry. The
exclusion keeps rows whose approval status is NULL, which both short spellings
of the filter drop, silently hiding every server predating the approval
workflow.
Measured on a two-worker proxy against the live GitHub MCP server, 120
concurrent authorize calls per leg: staging 56/120 failures, this branch
0/120, staging again 65/120 as a positive control.
* fix(team): sweep dangling team references and cache on team delete
delete_team drove all of its cleanup off the team's members_with_roles roster, so any
user row referencing the team by another route kept a dangling team id forever and the
deleted team stayed visible on /user/info. Nothing swept LiteLLM_UserTable.teams or
LiteLLM_TeamMembership by team id, schema.prisma declares no relation between the
membership table and the team table so there is no cascade to fall back on, and the
cached team object was never invalidated on delete.
Adds a sweep that runs before the team rows are dropped: it strips the deleted ids from
every user row that still lists them and removes every membership row for those teams.
Adds _delete_cache_team_object in auth_checks and calls it per deleted team so the
team_id:{team_id} entry cannot outlive the team.
The sweep is targeted, not indiscriminate: only the deleted ids are removed and the
other teams on a user record are left intact.
* fix(team): fail member_add when the team is deleted under the row lock
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
* docs(team): correct the post-delete sweep note for the member_add lock path
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>
* fix(cli): hide codex and opencode from the lite command listings
They stay registered and invokable, so existing `lite codex` users keep
working; they just no longer show up in `lite --help` or the interactive
shell's command list.
* feat(cli): make the hidden lite command list configurable
codex and opencode are supported, so hardcoding them as hidden was wrong. Let deployments curate their own listing with `lite config set hidden_commands codex,opencode` instead; nothing is hidden by default and hidden commands stay invokable.
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>
os.exec* has no process-replacement semantics on Windows, so `lite claude`
printed its routing line and returned to the prompt while Claude Code was left
detached without a usable console. Windows now spawns the agent, waits for it,
and exits with the child's status. Batch shims such as the npm-installed
claude.cmd go through cmd.exe because CreateProcess cannot run them directly,
and that command line is emitted verbatim with every token quoted so a spaced
path or an argument holding a shell metacharacter cannot be re-parsed by the
command processor. POSIX keeps using os.execvpe unchanged.
/team/member_delete dropped the roster entry by matching user_email against
members_with_roles, then built its user-row lookup from that same raw email
instead of from the user_id the roster entry already carries. An email the user
row does not literally hold matched nothing, so the team id stayed in the user's
teams array and the team-membership row was left orphaned while the call still
returned 200.
/team/member_add resolves an email to a user case-insensitively but stores the
caller's casing on the roster, so inviting "Alice@Example.com" for a row holding
"alice@example.com" and removing by that same string is enough to reach it.
_cleanup_members_with_roles now returns the roster entries it removed, and both
the user-row update and the membership delete run against their user ids.
When get_team_object fails, the centralized auth gate rebuilds the team
from the token's own fields. A token whose team row was missing when the
key was read carries team_models=[] and team_blocked=False, and the
model-access check reads an empty model list as every model, so the
rebuilt team grants more than the real team ever did.
get_team_object reported a deleted team and a database that would not
answer as the same 404, so the fallback could not tell a definitive
answer from a degraded read. Raise a TeamNotFoundError subclass, still a
404 with the same detail so every other caller is unaffected, only when
the database answers and the row is absent.
A team that is provably gone now refuses, and no setting overrides that.
Otherwise the grant is merely unknown: a token carrying one may vouch,
since replaying a recorded grant cannot widen it, and a token carrying
none may not. allow_requests_on_db_unavailable still opts back out there,
and is only consulted once the failure is known to be a degraded read.
CLI session tokens minted by /sso/cli/poll set team_id and team_alias but
never team_models or team_model_aliases, so the token carried a team with
none of that team's grants. /v1/models bails out to "unrestricted" when both
key_models and team_models are empty and listed the whole proxy, and team
model aliases never resolved because both can_team_access_model and the
pre-call rewrite read team_model_aliases off the token.
The team data was not close at hand: _fetch_cli_sso_team_details projected
full team rows down to team_id and team_alias before they reached the mint.
Widen that projection to include the team's models and its joined alias
table, and populate both fields at mint time.
Also stop writing the user's personal allowlist into the key models slot
when a team is bound, matching virtual-key semantics where a team-bound
credential is governed by the team grant.
Because an empty team grant is itself a real value meaning unrestricted, a
team whose grants cannot be resolved must not be minted as empty: that is
the same "unrestricted" bail-out this fix exists to close. The poll now
refuses to mint when the selected team has no complete cached detail.
That refusal is only safe because a login can no longer be pinned to a team
whose grants will never resolve. Deleting an organization drops its team
rows but leaves the memberships behind, so the login now offers only teams
whose rows still exist, and a lookup that fails outright fails the login
rather than caching a session that silently drops every team.
Against a real Postgres the previous commit still died on MonthlyGlobalSpend:
only 2 of the 8 creation sites went through the tolerant helper, so the losing
replica re-raised on the first unguarded one and skipped the rest.
The regression test now makes every CREATE lose the race and asserts all 8 are
still attempted, which fails on the partial fix.
Every replica booting against the same fresh database sees each view as
absent and issues the CREATE. Postgres fails all but one with a
duplicate-object error, and that exception propagated out of
create_missing_views, so every view after the first was never created and
/global/spend* 500'd for the life of the deployment.
Losing that race reaches the desired end state, so treat it as success.
Genuine DDL errors still propagate.
* fix(proxy/batches): stop forwarding custom_llm_provider twice in list and cancel
The model-routing branches of list_batches and cancel_batch passed
custom_llm_provider as an explicit kwarg while also leaving it inside the dict
they splat, so every such call raised "got multiple values for keyword argument
'custom_llm_provider'" and returned a 500.
list_batches SCENARIO 2 called data.update(credentials) but never removed
custom_llm_provider before litellm.alist_batches(custom_llm_provider=..., **data);
it now uses prepare_data_with_credentials, the same helper the create and
retrieve branches already use, which pops it out.
cancel_batch SCENARIO 3 resolved the provider with
`provider or data.pop("custom_llm_provider", None) or ...`, so when the path
param provider was set the pop short-circuited and a body custom_llm_provider
stayed in data and collided with the explicit kwarg. The body value is now
popped unconditionally before the fallback chain, so the path param wins cleanly
and data no longer carries a duplicate.
Both paths already had strict-xfail regression tests documented "remove when
fixed"; those markers are dropped so the tests now guard the fix.
Signed-off-by: Anas Khan <83116240+anxkhn@users.noreply.github.com>
* fix(proxy/files): avoid duplicate custom_llm_provider in list
Signed-off-by: Anas Khan <83116240+anxkhn@users.noreply.github.com>
---------
Signed-off-by: Anas Khan <83116240+anxkhn@users.noreply.github.com>
* feat(complexity_router): calibrate the classifier rubric with worked examples
The built-in rubric stated its tier boundaries as prose alone, and prose
calibrated to consumer chat puts "non-trivial code, multi-step technical work"
at the top of the scale. That is the median request in developer and agent
traffic, so ordinary engineering read as top-tier and the router paid for the
most expensive model on it.
Adds calibration examples to the rubric, selected by a new
classifier_llm_config.rubric preset. The agentic preset (now the default)
anchors routine installs, builds, multi-file edits, and standard debugging at
MEDIUM; the chat preset omits those anchors for deployments serving only
conversational traffic. Both share the same tier criteria, the trust-boundary
paragraph, and the context-window closing line, so this moves where the
boundary sits without changing the taxonomy.
Both presets render byte-identical to the strings a prompt sweep scored, and a
test pins that, so the measured accuracy describes what a router sends.
* feat(ui): pick the classifier rubric preset on an auto-router
Adds a Rubric dropdown to the auto-router's classification panel, so the
agentic and chat presets are selectable rather than config-file only. The
prompt editor prefills from the selected preset, since prefilling agentic text
for a router on chat would show examples its classifier never receives.
The picker is disabled while a custom prompt is set, and the payload builder
drops the preset in that case: a custom prompt is the classifier's whole system
role, so the backend rejects the two together. The builder records the default
preset explicitly, so a later change to which preset is default cannot silently
move an existing router.
* fix(complexity_router): mark an unchosen rubric preset with None, not model_fields_set
The mutual-exclusion check read model_fields_set to tell an explicit preset
from the default. That flag does not survive serialization, and this config is
dumped and handed straight back to ComplexityRouter by /auto_router/test_routing,
where a dump re-states every field. So a custom-prompt classifier saved fine and
then failed validation on preview, rejecting on the second pass what it accepted
on the first.
The preset is now optional, with None meaning the default, matching how None
already means the built-in rubric for system_prompt on the same model. The
default lives in one place, DEFAULT_RUBRIC_PRESET, resolved where the prompt is
assembled. The dashboard stops sending a copy of the default it displays, so a
router nobody configured follows the default rather than pinning today's value,
and UI-built routers behave the same as hand-written config.
Regenerates schema.d.ts, which was left stale by an earlier description edit.
* feat(complexity_router): grandfather existing routers onto the uncalibrated rubric
An unset preset now means LEGACY, the rubric exactly as it shipped before
calibration examples existed, so upgrading cannot move the tier decisions or the
bill of a router that is already running. Config-file routers get this for free
since they name no preset, and a stored config that never had one reads the same
way.
New routers still get the calibrated rubric: switching a classifier to LLM
stamps the agentic preset, because a classifier being configured for the first
time has no prior tier behaviour to preserve. The picker offers legacy so an
existing router's state is representable and opening the form cannot silently
upgrade it.
Each preset is pinned byte-identical to the text the prompt sweep scored,
legacy included, which is what proves an existing router's prompt did not move.
Also collapses the preset data from a NamedTuple with group wrappers and
per-preset frozensets into plain text blocks in a MappingProxyType, matching how
the tier criteria next to it are already stored: 21 lines of prompt text no
longer cost 190 lines of constructors. Tiers are format placeholders so
tier_labels still reach the examples.
* refactor(complexity_router): name the field classification_rubric
`rubric` alone did not say what it selects, and the field sits beside
`system_prompt`, which genuinely is the whole classification prompt. The name
now says which of the two an operator is reaching for: the rubric the built-in
prompt is assembled from, not the prompt itself.
Renames the config field, the query param, the enum, and the dashboard label to
match, and moves the preset text to classification_rubrics.py.
* test(ui): set the preset the mutual-exclusion case is meant to drop
The rename left classification_classification_rubric in the custom-prompt case,
so its input never carried a preset and the assertion held for the wrong reason:
it proved an absent preset stays absent, not that a set one is dropped. A
normalizer that forwards the preset whenever one is set passed with the typo and
fails without it.
tsc reports the typo as TS2353; the earlier sweep grepped for the source file
and not the test, so it went unseen.
* test(ui): scope the role-gate assertions to each page's own endpoint
The memory, workflows, and guardrails-monitor page tests asserted that a denied
role fires no request at all. Their names, and the assertion on the very next
line, say the intent is narrower: the page must not fetch its own data.
Resolving whether a caller is an org admin goes through /organization/list for
every role, since deciding org-admin-for-any-org needs the list, and the route
scopes rows per caller. That legitimate request fails a blanket no-fetch
assertion, so all three files went red on staging for a reason unrelated to
what they test.
Drops the blanket assertion and keeps the scoped one. Bypassing the gate in
memory/page.tsx still fails five tests, so the narrower assertion continues to
catch a genuinely broken gate.
* fix(complexity_router): document that an unset rubric keeps the legacy prompt
The field said 'Leave unset for agentic' while an omitted rubric resolves to
LEGACY, so the OpenAPI schema an operator reads promised calibrated routing
where they got the uncalibrated one.
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>
* fix(guardrails): scan and re-emit raw Anthropic SSE streams in the bedrock post-call hook
* fix(guardrails): keep upstream id and model on a blocked Anthropic stream
* fix(guardrails): deliver a blocked Anthropic stream as an error frame
* fix(guardrails): deliver an unscannable Anthropic stream as an error frame
* fix(guardrails): emit the guardrail block detail as JSON in the stream error frame
* fix(guardrails): deliver an Anthropic block through the shared block-SSE builder
* fix(guardrails): keep the shared SSE assembler behavior-identical for existing callers
* fix(guardrails): keep the stream error message a string and drop an unreachable branch
* chore(guardrails): drop a comment that repeated its own docstring
* fix(guardrails): let bedrock service failures keep their status instead of framing them as blocks
* fix(guardrails): key the streamed block decision on status, not detail shape
InvokeGuardrailChecks details a Mapping on its 500 for an unparseable response,
so a detail-shape test read that outage as a policy block and framed it as a 200
guardrail_error. Both block sites raise 400, so gate on the status too.
* refactor(guardrails): narrow the SSE error-frame helper to the input it actually takes
Both callers pass a string, so the Mapping overload and its json.dumps branch
were unreachable. Folds the block branch's narrative comment into the rebind
suppressions that already carry a reason.
* fix: never price a strategy-router alias
A strategy-router alias (auto_router/complexity_router/<name>) is never the
deployment that gets called or billed, but custom pricing configured on it was
being treated as real pricing in two places:
- registered in litellm.model_cost under the alias deployment id, so an
explicit zero made _is_cost_explicitly_configured() report the group as a
genuinely free model and every budget check was skipped, while the request
routed to a paid deployment and accrued real spend
- copied onto request_kwargs by the alias-params merge, so the routed
deployment got re-registered at the alias price and the request billed 0.0
Both are fixed at the writer, so config, /model/new and price-map reload all
take the same path
Co-Authored-By: Claude <noreply@anthropic.com>
* chore: annotate filtered cost-map copy for the mutable-collection gate
Co-Authored-By: Claude <noreply@anthropic.com>
---------
Co-authored-by: Claude <noreply@anthropic.com>
* fix(proxy): serialize model reconciles so concurrent writes stop evicting each other
A model write is a read-modify-write of the shared `llm_router` global: read the
db into a snapshot, then make the router match that snapshot. Nothing serialized
it, so two of them interleaving was not a lost update but an eviction --
_delete_deployment removes every live deployment absent from the snapshot it was
handed, so the request holding the older snapshot reconciles the newer request's
model straight back out of the router. The row survives in the db, which is what
makes it easy to miss: the pod simply stops serving a model it was told to serve
until some later reload happens to put it back.
clear_cache compounds it. It deletes every db model from the router before
reloading them, so for the width of that reload the pod serves none of them --
and any concurrent write sampling the router in that window sees the hole.
Fix is one lock (MODEL_RECONCILE_LOCK) held across both, so each reconcile reads
the db and applies it atomically and no stale snapshot can evict a newer model.
clear_cache holds it across wipe+reload and calls the already-locked
_add_deployment_locked, since asyncio.Lock is not reentrant and routing back
through the public add_deployment would deadlock the pod's whole model-write
path.
The verdict needed the same treatment. raise_if_reload_degraded_serving compared
a desired-set read during the reload against a router snapshot taken after it,
so a neighbouring reconcile's in-flight wipe was reported to the caller as
collateral damage from its own reload -- a 500 on a create that had in fact
succeeded. Reconciles now return a ReconcileOutcome carrying both the desired set
and the post-reconcile serving state, captured before the lock is released, and
the verdict judges against that. Omitting live_after keeps the old live re-read,
which stays correct for the no-reconcile-ran case.
Found by running the e2e suite with pytest-xdist at 8 workers: three unrelated
tests failed together on "Previously served model id(s) [...] are also no longer
being served by this pod", which is this. Serial runs concurrent enough to hit it
are rare, which is why 78 minutes of sequential e2e never surfaced it -- but any
customer provisioning models in parallel (terraform, CI) is in exactly this race.
test_reconciles_serialize_so_no_stale_snapshot_can_evict fails with 5 == 1
without the lock.
* fix(tests): return a ReconcileOutcome from the PTU test's add_deployment mock
test_ptu_model_settings.py stubs proxy_config.add_deployment with
AsyncMock(return_value=None). Now that add_deployment returns a
ReconcileOutcome, add_new_model reads .still_desired off that None and
the two PTU gate tests fail with "'NoneType' object has no attribute
'still_desired'".
Return ReconcileOutcome(still_desired=None, live_after=None), matching
the other reconcile mocks. Both fields None means no reconcile state was
captured, so the serving verdict falls back to reading the router live,
which is what the test's mock_router already drives — the PTU assertions
are unchanged.
Two sibling test files were updated for this in the parent commit; this
one was missed because the local env cannot collect four modules under
tests/test_litellm/proxy (prisma generate artifacts), so the full shard
only ran in CI.
Also applies ruff format to proxy_server.py: the new add_deployment
wrapper's single call fits on one line under the project's line length.
* fix(proxy): lock the delete evictions and stop clear_cache wiping deployments
Two follow-ups to MODEL_RECONCILE_LOCK, both found by review.
1. delete_model and delete_team_models evict from llm_router directly,
outside the lock. The db row is gone by then, but a reconcile that
snapshotted the db BEFORE the delete still lists that id as desired and
upserts the deployment straight back, so the pod keeps serving a model
the database no longer has until some later reconcile notices. Taking
the lock orders the eviction after any in-flight reconcile's re-add.
Both new tests fail without the lock ("did not wait for
MODEL_RECONCILE_LOCK") and pass with it.
2. clear_cache no longer wipes deployments. It used to delete_deployment()
every db model before the reload restored them, which left the router
serving ZERO db models for the entire width of the reload -- every
inference request landing in that window fell into a real hole, and
serializing reconciles made the aggregate outage additive rather than
overlapping. The wipe was also redundant: _delete_deployment evicts
exactly the ids the db no longer lists, and upsert_deployment
pops-and-re-adds a deployment whose params changed while no-opping one
that did not, so the reconcile converges to the same state on its own.
Every mutation is visible to that comparison (blocked, and updated_at
for premium, are written into model_info).
The auto-router pops are NOT redundant and stay: they are keyed by
model_name, which no deployment-id reconcile touches.
The new tests patch their own lock rather than contending the module-level
one: asyncio.Lock binds to the event loop of its first contended acquire
and raises on every other loop after that, which would poison the next
asyncio test in the process. The proxy has a single event loop for its
lifetime so this is test-only, but it is a trap worth naming for whoever
writes the next concurrency test here.
* fix(proxy): scope the clear_cache wipe to auto-router deployments
Review caught a regression in the previous commit. Dropping the wipe
entirely stranded every db-backed auto-router on the pod.
The strategy registries (auto_routers, complexity_routers,
adaptive_routers, quality_routers) are keyed by model_name, which no
deployment-id reconcile touches, so clear_cache pops them and relies on
the reload to rebuild them. But the rebuild only happens on the ADD path:
Router.upsert_deployment returns early when a deployment is unchanged and
never reaches add_deployment -> _add_deployment ->
init_auto_router_deployment, which is what repopulates them. With the wipe
gone the deployment was always unchanged, so the pop was permanent: ANY
unrelated model write -- a team admin patching one team-owned model --
left every db-backed auto, complexity, adaptive and quality router
unroutable across tenants until a restart.
Restore the wipe for exactly the auto_router/* db deployments, whose
strategy entries are the ones being popped. Deleting them forces upsert
down the add path so both the deployment and its strategy entry come back.
Ordinary db models stay un-wiped, which is the point of the previous
commit: wiping them un-served every db model for the width of the reload,
and the reconcile converges without it.
test_clear_cache_wipes_auto_routers_but_leaves_ordinary_db_models pins
both halves against each other, since fixing either one naively breaks the
other. Both clear_cache tests fail with the pop-without-delete version.
* refactor(clear_cache): fold auto-router wipe into the classification pass
The auto-router scoping added in 5deddfd introduced two new mutable-collection
constructions, pushing LIT002 five over its budget ceiling.
Rather than suppress, do the work in the single pass that already walks
current_models: detect and delete the auto_router/* db deployments while
classifying, accumulating names into a set that replaces the old
db_router_deployments comprehension. Net-zero LIT002, same behaviour.
Comment updated to describe where the wipe actually happens now.
PostgreSQL rejects NUL in jsonb with 22P05, and the tags go into the managed
object's CREATE payload, so one poisoned tag aborts the whole row insert rather
than just that column. With no LiteLLM_ManagedObjectTable row, CheckBatchCost
never discovers the batch, so a batch that really ran and billed at the provider
produces no spend at all. The create-time write is fire and forget, so nothing
retries it.
This regressed in #36468, which started passing request_tags and
persist_attribution from the Anthropic passthrough; before that no
caller-supplied string reached the column.
Sanitize in the shared helper that builds the value, matching how
spend_tracking_utils already handles LiteLLM_SpendLogs.request_tags. Both the
Anthropic and the Vertex passthrough build tags through that one helper, so this
covers both. Rename it to _sanitized_str_tuple since it no longer merely
coerces.
* fix(proxy): expand config-defined model access groups when resolving team models for /v2/model/info
Teams whose only model grant is a config-defined access group (a model_info.access_groups
name listed in team.models) got an empty /v2/model/info?include_team_models=true result.
_add_team_models_to_all_models passed each team.models entry straight to
llm_router.get_model_list(model_name=...), which never matches an access-group name, so
the group's member deployments were dropped. Runtime auth and /v1/models were unaffected
because they expand team.models through get_team_models first.
Resolve team.models through the same get_team_models resolver before iterating, reusing the
exact path runtime auth and /v1/models trust so the two can't drift again. The get_model_names
and get_model_access_groups accessors are hoisted above the team loop so they run once.
* fix(proxy): keep a literal model whose name collides with an access-group name in listings
A grant string that names both a deployed model and a config access group grants
BOTH at runtime (_check_model_access_helper unions them), but the listing resolver
dropped the literal and substituted the group members, hiding a callable model from
/v1/models and /v2/model/info. Keep the literal when it is also a deployed model so
listings match runtime access exactly. Pure-group names (no collision) are still
replaced by their members. Also rewrites _get_models_from_access_groups to build
its result without mutating the input list.
Addresses the Greptile P1 on this PR.
* fix(proxy): type proxy_model_list param as Sequence to satisfy LIT001 budget
A request whose body never parses is rejected in auth, before the endpoint
runs, so nothing downstream fires the failure hook that writes the spend log
row Request Logs reads. The caller sees a 400 that leaves no trace.
Auth now records that rejection through the same post_call_failure_hook the
endpoints use, keyed to the caller it already authenticated. Logging is
best-effort: a logging failure is swallowed so the 400 the caller sees is
unchanged. The path where the key is also rejected is left alone, since the
auth failure handler already logs that request.
An upstream that ends its response stream without a JSON-RPC reply leaves the
request pending forever. Tool discovery then only ended when an outer cancel
scope killed it, which logged a cancelled list_tools, ignored the timeout the
operator configured, and reported no tools to the client. Prompts and resources
had no outer guard at all.
Give the client session a read timeout so every request it sends is bounded,
including initialize. The SDK reports its own elapsed timeout as an McpError
carrying an HTTP status code in the field that otherwise holds JSON-RPC error
codes, and it relays an upstream's JSON-RPC error through that same class and
field, so the code alone cannot separate the two: an upstream answering with
application code 408 would be blamed on the gateway as a 504. Translate the
SDK's timeout into a TimeoutError in the module that configures the timeout,
matching on the elapsed timeout in the exception's context chain rather than on
the number, so the listing taxonomy never has to read a JSON-RPC code as an HTTP
status and every caller gets the same signal.
The bare cancellation warning is replaced by a line naming the server and the
budget that elapsed, and quiet_on_error does not demote it.
A successful pass-through request left its pre-call budget reservation in
the shared Redis spend counter. `_init_kwargs_for_pass_through_endpoint`
built the request metadata from the sanitized key fields only, so
`_PROXY_track_cost_callback` resolved `budget_reservation = None` and
`increment_spend_counters` added the actual cost on top of a reservation
nobody released. The counter drifted above real spend on every request
until the key falsely tripped BudgetExceededError, while the Postgres
spend stayed far below the limit. The failure path was unaffected because
it releases `user_api_key_dict.budget_reservation` directly.
The reservation is now set alongside the other internal keys, after the
client-supplied metadata merge, so a request body cannot forge one that
names arbitrary counter keys.
Python keeps only the last binding for a name, so when a file defines the same
test twice the earlier one is unreachable. pytest cannot collect a function that
no longer exists, so nothing reports it and the file still looks like it covers
the scenario.
These ten are cases where the two definitions have different bodies, meaning a
real test was replaced rather than duplicated. Each is renamed to say what it
actually covers, which makes it reachable again:
- test_gemini_frequency_penalty: the dead copy checks the parameter is listed in
get_supported_openai_params for vertex_ai; the survivor checks get_optional_params
maps a value for gemini. Different function and different provider.
- test_async_log_success_event_adds_to_queue and the failure variant: the dead
copies run without mocking asyncio.create_task, so they exercise the real task
path the survivors mock out.
- test_async_send_batch_triggers_tasks: the dead copy asserts send is not awaited
directly; the survivor asserts create_task was called.
- test_model_id_in_required_metrics: the dead copy checks the model_id label on
twelve further metrics the survivor dropped.
- test_anthropic_messages_pt_file_block_preserves_cache_control: the dead copy
passes model and llm_provider explicitly and uses real base64 PDF content.
- test_translate_streaming_openai_chunk_to_anthropic_with_thinking: the dead copy
covers thinking_delta; the survivor covers signature_delta.
- test_client_initialization and test_client_without_api_key: the dead copies
assert the resource clients are wired with the right base URL and key; the
survivors only construct the object.
- test_client_initialization_strips_trailing_slash: the dead copy constructs
ModelsManagementClient directly rather than going through Client.
Verification: collecting the seven touched files gives 401 node IDs before and
411 after, the ten new names and nothing else, with nothing lost. All ten pass.
Running the touched files in full gives 299 passed, and test_optional_params.py
goes from 111 passed to 112.
Two further shadowed definitions were left alone rather than renamed: the dead
copies of test_prompt_caching and test_cost_calculator_with_base_model_with_router
have no assertions at all, one being a bare pass and the other a lone import, so
restoring them would add tests that cannot fail.
Three groups, all verified by running the suite rather than by inspection.
18 files whose every test function carries an unconditional @pytest.mark.skip,
39 test functions in total. They are collected on every CI run and always skip,
so they advertise coverage the suite does not have. Reasons on the marks include
"AWS Suspended Account", "lakera deprecated their v1 endpoint" and "moved to
using 'otel' for logging"; 26 of the marks predate 2025.
30 test functions with a byte-identical body and identical decorators to a
sibling in the same file and class, differing only in name. Deleting one of each
pair removes no coverage. Four further candidates were excluded because they
override an inherited test, where deleting the override un-shadows the base
class implementation instead of removing a duplicate.
9 test functions that a later definition of the same name shadows, so Python
never binds them and pytest cannot collect them.
One file that is a demo script rather than a test; its own docstring says to run
it with python.
Verification: collecting the 26 edited files gives 2,492 node IDs before and
2,462 after. The 30 duplicate deletions account for exactly 30 removals, the 9
shadowed deletions account for 0 (confirming at runtime that they were never
collectable), nothing unexplained disappeared, and nothing new appeared. No
other test or module imports any deleted symbol.
APScheduler anchors an interval job at now + interval, so every scheduled
background job registered in one proxy startup shares a single firing instant
for the life of the process, and every replica a rollout brought up together
shares that instant too. Each tick the spend flushes, budget reset sweep,
config-in-DB reload, credential reload and cost pollers all hit Postgres at the
same moment, on every pod, competing with request-path auth and budget queries.
Shift each eligible job by a deterministic offset derived from
sha256(job_id, identity), where identity covers the pod and the worker process.
The offset lives in the trigger rather than in a one-off next_run_time, because
a cron trigger recomputes each fire from the wall clock and would otherwise snap
straight back onto the shared instant. An interval job is never offset by more
than one of its own periods.
Only schedules LiteLLM chose are shifted: interval jobs always, cron jobs only
when the id is one of the product's own defaults, so an operator-supplied
crontab keeps the instant it asks for. general_settings.scheduled_job_stagger
turns it off, widens the window, replaces the identity, or pins a job. The
applied offsets are logged once at startup and each fire logs its scheduled
instant against its actual start.
Resolves LIT-5433
The outer wrap_sse_stream_with_keepalive_pings layer duplicated the
keepalive engine that PR #34423 already runs inside async_data_generator
for chat completions and responses streams, and it kept pinging
deployments whose operator set keepalive_seconds: 0 as a hard disable.
sse_keepalive_ping_interval_seconds is now the global fallback inside
_resolve_keepalive_seconds, so deployment and request values keep
precedence, an explicit 0 still disables, the [1, 300]s clamp applies,
and router-less proxies arm the wrap when the global default is set.
A stream can terminate with a response.failed event that still reports
consumed tokens; those were rebuilt as None and logged at zero spend.
Parse response.failed alongside completed and incomplete, matching the
buffered path, which prices any terminal response that reports usage.
The Anthropic batch create never persisted the creating key's hashed token or its
request tags on the managed object, so when CheckBatchCost billed the batch hours
later there was nothing to attribute it to. Key spend, key budgets and tag spend
never moved for batch usage.
Persist both from the create, the way the Vertex passthrough already does, and
register the batch only from the collection route. An id-scoped route cannot
rebuild the unified object id, because it embeds the model and the model comes
from the create's request body, so it could only claim a row it did not create or
fail the model_object_id unique constraint.
The shared metadata helpers, the route predicate and the registration-result
logging now live in batch_attribution instead of being copied per provider. The
Anthropic write previously logged success unconditionally, before the
fire-and-forget task had run.
Resolves LIT-5288
Streams that terminate with response.incomplete (e.g. max_output_tokens
reached) carry real usage in the terminal event but were rebuilt as None
and logged at zero spend, letting callers bypass budget enforcement.
Parse response.incomplete alongside response.completed when
reconstructing the streamed response.
Addresses review feedback: the ResponseCompletedEvent SSE parsing now lives
in OpenAIResponsesAPIConfig next to the other Responses stream event handling,
and the proxy logging handler calls it. Adds coverage for streams that end
without a response.completed event.
* feat(router): make routing groups callable as virtual models and list them in /v1/models
* fix(router): traffic-scoped cooldown exemption, live model_names on delete, group-info cache invalidation
* fix(router): share one recognized-model predicate across proxy gates, resolve aliases in group cooldown, read metadata via the dual-bucket owner
* fix(router): close the gate and cache families for callable groups, strip member access_groups from group rows, prove cooldown wiring end to end
* refactor(router): cache materialized group rows under the model-group cache owner and drop the redundant wiring test
* fix(router): warn-and-shadow on group name collisions, name-level test coverage for group helpers, faithful router doubles in a2a and cursor tests
* test(router): pin group cooldown metadata across the retry path
* fix(alerting): dedupe scheduled Slack spend reports across pods
Every pod ran its own weekly/monthly spend report jobs, prometheus
fallback stats cron, and daily report loop, so deployments with
multiple replicas or uvicorn workers received one copy per pod.
Gate each scheduled send behind the shared PodLockManager redis lock.
The lock is never released: its TTL (the full reporting window for the
weekly interval job, whose per-pod anchors drift by boot time and
jitter) doubles as a sent-this-window marker. acquire_lock returning
None (no redis wired) proceeds, preserving single-pod behavior.
Also generalize the pod lock could-not-acquire log line, which claimed
to be about spend tracking for every consumer.
Fixes#14809
* fix(alerting): harden spend report locks after adversarial review
Weekly lock TTL gets an hour haircut: with ttl equal to the interval,
the winner re-fires just before its own key expires, reacquires without
a TTL refresh, and the key then lapses in time for a trailing pod to
re-send. Job/lock ids move to litellm/constants.py per convention, and
spend_report_frequency now rejects non-positive day counts, which
previously coerced to an every-second schedule and would now compute a
negative lock TTL that silently never sends.
Adds the missing test coverage the review flagged: startup_event's
pod_lock_manager wiring (identity-asserted), the prometheus closure's
positive path, and the ungated immediate prometheus send pinned to
exactly one await.
* test(alerting): consolidate spend_report_frequency validator coverage
Drops a duplicate non-positive-days test and parametrizes the survivor
over the suffix half of the validator too
* fix(alerting): route the startup prometheus fallback send through the pod lock
Greptile caught that the boot-time send still ran once per pod when
PROMETHEUS_URL is set, the same duplication class this PR removes
* fix(alerting): make report lock acquisition non-reentrant
Greptile caught that a pod booting within an hour of the fallback stats
cron sent twice: the startup send takes the lock, then the cron fire
hits acquire_lock's reacquire branch, which returns True for the
holder. Window-marker gates now pass allow_reentrant=False so a live
lock blocks everyone including its holder; leader-election consumers
keep the reentrant default
* test(proxy): give spec'd ProxyLogging mocks a db_spend_update_writer
_initialize_slack_alerting_jobs now reads it for the pod lock manager,
and spec=ProxyLogging blocks instance-only attributes
* feat(proxy): per-key prompt caching auto-injection via enable_prompt_caching
Adds a key-level enable_prompt_caching toggle that auto-injects Anthropic
cache_control breakpoints on requests made with that key, without requiring
the gateway-wide enable_anthropic_prompt_caching flag. The flag lives in key
metadata, is stamped onto the request root by add_key_level_controls, rides
kwargs into both the /chat/completions seeding path and the native
/v1/messages path, and reuses every existing gate (anthropic/bedrock only,
supports_prompt_caching, client markers win). Client-supplied body values are
stripped as an untrusted root control field. Includes the Admin UI switch on
key create and key edit plus a read-only settings row, and dedupes the key
edit view's drifted initial-values objects.
* fix(proxy): drop section comment and suppress LIT011 on key-level prompt caching stamp
* feat(router): add required-AND (&) tag prefix and allow_fail_open flag
Tag routing supported inclusion-OR and independent "!" negation, but had no way
to express a hard "must match all of these" constraint per request, and no way
for a model group to opt into degrading gracefully instead of raising when a
constraint eliminates every deployment.
Adds a "&tag" prefix for required-AND inclusion, composing with existing plain
(OR) and "!" (negate) tags: negation still applies first, then required tags
narrow the survivors, then plain tags apply today's OR/AND preference logic
unchanged. Adds model_info.allow_fail_open (default false) so a chain can opt
into falling back to the default-tagged pool instead of raising
no_deployments_with_tag_routing when "!" or "&" empties the candidate set;
existing chains without the flag keep today's fail-closed behavior exactly.
* fix(router): gate mixed negation on allow_fail_open and stop diluting required-only requests
Two gaps in the initial required-AND/allow_fail_open change: a "!" exclusion
combined with a plain positive tag that emptied the candidate set raised
unconditionally, bypassing allow_fail_open entirely, since the fail-open check
only looked at required-AND exhaustion. And a request using only "&" tags
could get narrowed down to just the deployment matching an incidental
tag_regex/User-Agent preference, silently dropping other deployments that
satisfied the required tags but had no tag_regex at all.
Fixes both: the fail-open check now fires whenever either "!" or "&" leaves
the candidate set empty, not just "&". And regex/header preference no longer
counts as a positive filter when a required-AND ask is present, so a
required-only request returns every deployment satisfying the required tags
regardless of regex/header matching.
Also regenerates ui/litellm-dashboard/src/lib/http/schema.d.ts for the new
model_info.allow_fail_open field, and removes source comments explaining
the router logic per repository convention.
* fix(router): let allow_fail_open cover a non-empty !/& survivor set that fails the plain-tag preference
The unconditional raise inside the has_positive_filter loop was the one
remaining path a chain could hit despite setting allow_fail_open: when "!"
or "&" leaves a non-empty candidate set but none of the survivors match the
request's plain preference tag or carry "default", the request still raised
instead of degrading. Routes that raise through the same allow_fail_open
check used everywhere else, so it now falls back to the default-tagged pool
for opted-in chains and keeps raising unconditionally for everyone else.
This also let the now-redundant pre-loop empty-candidates shortcut be
removed, since the loop reaches the same outcome on its own.
* fix(router): deny allow_fail_open when an unrecognized required tag is masking a satisfiable answer
A caller could add a single "&" tag no deployment in the group has ever
carried to force an empty required-AND set on demand. On a chain with
allow_fail_open, that emptied set fell back to the default-tagged pool
unconditionally, discarding every other constraint merged into the same
request, including ones inherited from key/team policy, even when the rest
of those constraints were still individually satisfiable.
Before falling back, drop any required tag not carried by any deployment in
the group and recompute: if a specific, non-empty answer exists using only
the recognized tags, the unrecognized tag was the actual cause of the
exhaustion, and fail-open must not paper over it. If every required tag is
already recognized, or none are, there's nothing hidden behind an invented
tag, and fail-open proceeds exactly as before; this keeps a single opted-in
deployment's legitimate catch-all behavior working when a caller's tag
simply doesn't exist anywhere in that group.
Ratchets ANN401 and LIT001 budgets down to reflect fixes already earned in
this branch.
* test(router): cover required-AND, allow_fail_open, and unknown-tag denial across fallback chains and model groups
Extends coverage beyond single-hop scenarios: & exhausting a primary group
falls through to a fallback group exactly like ! already does; !, &, and
allow_fail_open composed together across three chained model groups each
raise or fall back independently per-hop; and the unknown-tag denial from
the previous commit is evaluated fresh per hop rather than leaking state
across groups in a fallback chain.
* feat(router): add model_info.enable_tag_filtering per-model-group override
enable_tag_filtering was router-wide only: an operator turning it on for one
model group that needs tag-driven routing exposed every other model group on
the same proxy to the same tag evaluation, even ones that never use tags.
Adds model_info.enable_tag_filtering, checked against any deployment sharing
a model_name, so a chain can flip the router-wide default in either
direction for itself alone: opt a specific group into filtering while the
rest of the proxy stays off, or opt a group out (e.g. an incident-response
catch-all) while the rest of the proxy enforces it.
Precedence, low to high: router-wide default, then the chain override if
set, then the existing request-level escalation (from key/team settings),
which still only ever turns filtering on, never off, over whatever the
router and chain already decided.
Also regenerates ui/litellm-dashboard/src/lib/http/schema.d.ts for the new
field.
* fix(router): gate plain-tag exhaustion on allow_fail_open when the tag is known to the group
A model group where every deployment is tagged "default" (a legitimate
cross-cutting safety-net pattern) never has an empty default_deployments
list, so the existing exhaustion check (len(new)==0 and len(default)==0)
never fired for a plain positive tag that matched nothing among the
currently healthy candidates. The request silently fell through to whatever
"default"-tagged deployment happened to survive, even when allow_fail_open
was never set and the caller's intent (e.g. quality:high) was never honored.
Adds a check for whether the requested tag is part of the group's real
vocabulary at all: if some deployment configured under this model_name
(regardless of current health) genuinely carries the tag, and nothing
healthy currently matches it, the request now raises by default or falls
back per allow_fail_open, through the same _resolve_or_fail_open gate every
other exhaustion path already uses. A tag that's foreign to the group
entirely (e.g. one meant for an unrelated mechanism sharing the same
request-tags list) keeps falling back to the default pool unconditionally,
unchanged, since there's nothing this group's own routing intent could be
violating.
* fix(router): preserve inherited tag constraints when allow_fail_open discards a caller-caused exhaustion
Adds metadata.caller_tags in litellm_pre_call_utils.py, populated only from
what the request itself supplied (header, body tags, body metadata.tags),
never from key/team metadata merged into the same metadata.tags list.
get_deployments_for_tag now uses it to compute a trusted-only pool before
falling open: a required/excluded tag attributable to the caller can be
discarded on fail-open, one inherited from key/team policy cannot. If the
trusted-only pool is itself empty, allow_fail_open raises instead of
silently routing around an unsatisfiable inherited constraint. When
caller_tags carries no information at all (direct SDK Router usage,
bypassing the proxy layer), behavior is unchanged: unconditional fall-open
to the default pool, exactly as before this fix.
* feat(router): add opt-in tag_routing_prefix for collision-proof tag disambiguation
router_settings.tag_routing_prefix lets a caller explicitly mark which
x-litellm-tags/metadata.tags values are routing directives, exempting
them from the known-tag-vocabulary heuristic used to guard fail-open
against caller-invented "&"/"!" tags. Unprefixed tags keep going
through today's existing handling unchanged (hybrid, no migration
required); default "" is a full no-op.
Fixes a bug caught during live-proxy verification: the prefix-stripped
"confirmed" set kept the "&"/"!" marker character, so it never matched
required_set/excluded_set (which _split_tags always strips bare) -- the
entire trusted-required/excluded-tag mechanism silently no-opped for
its primary use case. Adds regression tests for the bare-value mismatch
and updates existing _chain_allows_fail_open/_tag_known_to_group/
_caller_constraint_sets call sites for the new routing_confirmed/
routing_prefix parameters.
* fix(router): resolve model_info.enable_tag_filtering override from the full model group, not just healthy deployments
Cooldown filtering runs before get_deployments_for_tag, so
_chain_tag_filtering_override only saw the survivors of that filter.
A model group whose only enable_tag_filtering-carrying deployment goes
into cooldown lost the override entirely, silently falling back to
the router-wide default and letting any !/&/tag constraint on that
chain be bypassed by driving the one overriding deployment into
cooldown. Resolve the override from every deployment configured for
the model instead, mirroring _tag_known_to_group's existing pattern.
Verified live: with a bad-key deployment carrying the override forced
into real cooldown via allowed_fails=1, an explicit "!provider:openai"
ban on the remaining deployment reproducibly returned 200 via OpenAI
before this fix and 401 (tag filtering still enforced) after it.
* fix(router): avoid Final-reassignment lint error and a MagicMock router fixture gap from tag_routing_prefix
_chain_tag_filtering_override's try/except reassigned a Final-annotated
name across branches, which basedpyright flags as illegal; extracted
the lookup-with-fallback into its own helper so the binding is assigned
once. Also sets tag_routing_prefix on the bare MagicMock router used by
test_router_tag_regex_routing.py's fixture, which otherwise returns an
auto-generated MagicMock (truthy, non-string) for the new attribute and
crashes _strip_routing_prefix's removeprefix() call.
* fix(router): key inherited-tag protection off provenance, not value subtraction
allow_fail_open's trusted-only pool computed "not caller-attributable"
as required_set - caller_required_set. A caller who resubmits the
exact value of an inherited "&"/"!" tag (e.g. an inherited "®ion:eu"
alongside a caller-supplied "®ion:eu" plus a conflicting
"!region:eu") collapses both origins to the same set value, so the
subtraction zeroes out the inherited requirement's protection too,
letting fail-open route outside a key/team-enforced constraint.
Adds metadata.inherited_tags in litellm_pre_call_utils.py: a snapshot
of "tags" taken after key/team/project policy is merged in but before
this request's own caller-supplied tags are merged on top. A required
or excluded tag is now protected from fail-open discard if it has ANY
inherited backing (set intersection with inherited_tags), regardless
of whether the caller also happens to submit the identical value --
this is what set membership alone could never tell apart under the
old subtraction-based approach. caller_tags is kept (documented as the
complementary record) but no longer consulted for this decision.
Verified live: a virtual key with metadata.tags=["®ion:eu"] hit
with header x-litellm-tags: ®ion:eu,!region:eu (the exact
value-collision attack) reproducibly routed to the OpenAI/us
deployment before this fix and stayed on the Anthropic/eu deployment
after it.
* fix(lint): re-ratchet budget ceilings after rebasing onto litellm_internal_staging
Regenerated ruff-strict-budget.json and type-discipline-budget.json
via make lint-ruff-budget-update / lint-type-discipline-budget-update
against the post-rebase merge-base.
* fix(proxy): compute inherited_tags from key/team/project sources directly, not a tags-list snapshot
apply_client_tag_policy_pre_auth (run from user_api_key_auth, for
_tag_max_budget_check) merges the caller's x-litellm-tags header into
the same metadata.tags list before add_litellm_data_to_request ever
runs. The previous inherited_tags snapshot ("whatever's in tags before
this function's own caller-tag merge") therefore misattributed that
caller-controlled value as policy-backed whenever a request arrived
with the header set -- Greptile flagged this as a P1 security finding.
inherited_tags is now built directly from key_metadata/team_metadata/
project_metadata's own "tags" fields, independent of the shared,
pipeline-position-dependent "tags" list's mutation history. Verified
with a direct reproduction mirroring the real pipeline (calling
apply_client_tag_policy_pre_auth on the same data dict before
add_litellm_data_to_request, as user_api_key_auth actually does): the
caller's header tag no longer appears in inherited_tags. Added a
regression test exercising that same call order; confirmed it fails
against the pre-fix snapshot approach and passes against this fix.
* fix(router): make tag_routing_prefix configurable through update_settings/get_settings and UpdateRouterConfig
router_settings.tag_routing_prefix was only ever applied via the
Router() constructor. Router.update_settings's _allowed_settings
(used directly by proxy_server.py's _add_router_settings_from_db_config
for the DB-backed router_settings path) and get_settings's
vars_to_include both omitted it, so an operator relying on that path
had the value silently ignored -- flagged by veria-ai. Also adds it to
UpdateRouterConfig (the pydantic schema behind POST /config/update),
the same bug shape LIT-3152 previously fixed for retry_policy: a field
missing from that schema gets silently dropped by
model_dump(exclude_none=True) before update_settings is ever called.
* chore(ui): regenerate schema.d.ts for UpdateRouterConfig.tag_routing_prefix
Adding tag_routing_prefix to UpdateRouterConfig changed the proxy's
OpenAPI spec; regenerate the dashboard's generated API types to match.
* fix(lint): re-ratchet budget ceilings after rebasing onto litellm_internal_staging
Regenerated ruff-strict-budget.json and type-discipline-budget.json
against the post-rebase merge-base. LIT002/LIT011 ceilings reflect
this branch's true current counts (confirmed unchanged across the
rebase by diffing against the pre-rebase commit); the base's own
counts moved independently.
* fix(lint): replace mutable-collection fallbacks with immutable ones in inherited_tags computation
key_metadata/team_metadata/project_metadata's "tags" fallbacks used
`or {}` / `or []` literals, each a LIT002 mutable-collection-construction
violation that pushed the branch 4 over its ratchet ceiling relative to
a moved base. Swapped to MappingProxyType({}) / () to match the
immutable idiom the rest of tag_based_routing.py already uses; no
behavior change, since both are falsy and only ever read via .get()/
unpacking. Tightens type-discipline-budget.json's LIT002 ceiling back
down to match, fully closing that gap (LIT011 keeps a genuine 1-count
gap from pre-existing, untouched lines in this file, non-gating).
* fix(lint): suppress LIT011 on the two new data[...] mutation sites
Both new lines follow this file's established data[...] mutation
idiom for add_litellm_data_to_request, matching the existing
suppression already on the inherited_tags line.
* test(router): lock in fallback + tag-filtering interaction
Cover the router-level fallbacks mechanism composing with tag-based
routing: a plain negation exhausting a group correctly advances to
the fallback group, the same exclusion tag exhausting every hop
correctly raises, and allow_fail_open resolving locally must not
spuriously trigger an unrelated external fallback.
* chore: retrigger CI now that litellm-docs#814 is merged
---------
Co-authored-by: Deepanshu <deepanshu.lulla@alpha-sense.com>
* fix(proxy): add config_updated_at audit timestamp for virtual keys
updated_at carries Prisma's @updatedAt, so every batched spend flush
rewrites it and it cannot distinguish config changes from usage. Add an
additive config_updated_at column stamped only by key management writes
(update, bulk update, regenerate, block, unblock) via a shared helper,
expose it on key responses, and switch the key page's Last Updated to it
with a created_at fallback.
* test(proxy): assert config_updated_at survives key archival
* refactor(proxy): rename config_updated_at to settings_updated_at