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Author SHA1 Message Date
mateo-berri
b554dd3bcd Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_decrease_anys_fable5
# Conflicts:
#	ruff-strict-budget.json
#	type-discipline-budget.json
2026-08-11 12:23:19 -07:00
Deepanshu Lulla
84d6666a59
feat(router): add required-AND (&) tag prefix and allow_fail_open flag (#36193)
* 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 "&region:eu"
alongside a caller-supplied "&region: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=["&region:eu"] hit
with header x-litellm-tags: &region: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>
2026-08-11 11:49:18 -07:00
mateo-berri
262d1b4ca0 fix: remove over-strict stream logging validator, restore base seam behavior 2026-08-11 08:22:57 -07:00
mateo-berri
e5ac4e0068 chore(typing): clear 1.6k basedpyright Any errors across 56 files
reportAny 16720 -> 15482 and reportExplicitAny 5689 -> 5316 with real types only: no casts, no ignores, no new Any. Whole-tree basedpyright drops 2173 diagnostics with zero per-rule or per-file regressions. Budgets ratcheted: basedpyright -2173, ruff-strict -188, type-discipline -55
2026-08-11 06:47:39 -07:00
ryan-crabbe-berri
c40828509b
fix(reset_budget_job): atomic budget cascade with chunked reset scans (#36287)
* fix(reset_budget_job): advance budget_reset_at atomically with the spend cascade

A postgres timeout mid-cascade previously left LiteLLM_BudgetTable rows
stamped for the next window while team member, enduser, org and tag spend
stayed at cap, so every later tick skipped them until the window rolled
over. All cascade writes and the budget_reset_at advance now share one
prisma batch transaction; a failed run persists nothing and the rows stay
due for the next ~10 minute tick. Cache and counter invalidation runs only
after commit, and the catch-all enduser log line now names the cascade.

* fix(reset_budget_job): elect one runner per tick and chunk the reset scans

Every pod and worker previously ran the reset job every ~10 minutes,
each fetching every expired row with no limit and writing one giant
transaction at the same calendar-aligned boundary; that concurrency is
what piled up postgres lock contention and timeouts. The job now takes
the shared PodLockManager redis lock (no redis keeps the old behavior),
and each phase walks its due rows in 500-row chunks, one transaction per
chunk, stopping when a chunk is short, makes no forward progress, or
hits the per-run cap; leftovers wait for the next tick.

* chore(lint): ratchet budget ceilings down for fixed violations

* fix(reset_budget_job): harden chunk loop, fail open on redis errors, heartbeat the lock

Review fixes on the two prior commits. Reset scans now skip rows with no
budget_duration, so permanently due rows can neither starve a phase nor
have a lifetime cap zeroed every tick. Chunk progress counts rows whose
new budget_reset_at actually cleared the cutoff, so a zero-length
duration cannot burn the per-run chunk cap. A failed lock acquire only
skips the run when another pod verifiably holds the lock; a broken redis
runs unguarded instead of silently disabling resets fleet-wide. Partial
row failures report real progress and fire the failure hook without
killing the phase. The leader re-asserts the lock between phases and
stops if another pod took over, and the budget window advance uses
update_many so a tier deleted mid-chunk cannot abort the transaction.
Lint budget ceilings re-ratcheted for the net-fixed violations.

* fix(reset_budget_job): renew the leader lease and reject non-positive budget durations

Bot review follow-ups. PodLockManager now extends the lock TTL when the
holding pod re-acquires, via an atomic compare-and-expire script with a
plain SET fallback, so a run longer than the TTL keeps its lease instead
of silently sharing the job with another pod. The positive-duration
validation that team member endpoints already had is hoisted to
management common_utils and applied to key, internal user, budget,
customer and team intake, so a tenant can no longer create zero-duration
budgets whose permanently due rows starve other tenants' resets. Such
durations now return 400 at intake; existing rows are untouched.

* refactor(reset_budget_job): defer leader election to a follow-up PR

* fix(reset_budget_job): satisfy strict lint gates

String defaults for the two getenv calls (PLW1508) and the chunk
outcome returns moved to try/else (TRY300).
2026-08-10 14:42:36 -07:00
mateo-berri
5ee0b1f5db chore(typing): remove 914 basedpyright Any errors across 16 hotspot files
Whole-tree basedpyright drops from 147,728 to 146,543 errors (reportAny
-670, reportExplicitAny -244) with no rule increasing repo-wide or in
any file. TypedDicts, Mapping/Sequence views, Protocols, and precise
helper return types replace Any; no casts, ignores, or runtime changes.
Budgets ratcheted down by the fixed amounts.
2026-08-10 01:24:40 -07:00
Mateo Wang
4d9defd573
Merge pull request #36282 from BerriAI/litellm_decrease_anys_fable3
chore(typing): clear 1.4k basedpyright Any errors across 21 hotspot files
2026-08-08 10:36:46 -07:00
mateo-berri
20eb7bb437 chore(typing): clear 1.4k basedpyright Any errors across 21 hotspot files
Typing-only pass over the 21 files with the highest reportAny and
reportExplicitAny density among self-contained modules: management
endpoints, guardrails, streaming internals, response transformations,
MCP server, enterprise managed files, and vector store management.

Whole-tree basedpyright drops from 148,648 to 146,984 errors (-1,664),
with reportAny -1,111 and reportExplicitAny -296. No rule increased
repo-wide and no file regressed on any rule. No cast(), type: ignore,
noqa, suppression comments, or new Any annotations anywhere in the diff,
and no runtime behavior changes.

Budgets ratcheted by make lint-budget-update: basedpyright -1,663 across
48 rules, ruff-strict -86, type-discipline -110.
2026-08-08 08:14:29 -07:00
mateo-berri
f304b7b19f refactor(lint): graduate the 35 zero-violation strict rules into ruff.toml
Every strict-gate rule whose budget ceiling was already 0 moves into the base
config's lint.extend-select, so editors and ruff check --fix surface the
diagnostics directly and the budget file shrinks to rules with real debt.
Graduates stay in ruff-strict.toml's select so the strict RUF100 pass keeps
policing their stale noqa directives, and base external entries they made
redundant (FURB, I001, RUF010, RUF022, RUF023, RUF051) are dropped so base
RUF100 polices those directly. UP037 had two violations hidden behind a star
import; importing Literal explicitly fixes them so UP037 can graduate too.
New drift tests pin the invariants: every strict-selected rule is budgeted or
hard-failed by base, every base-owned rule stays visible to exactly one
RUF100 pass, and graduated rules fail the normal ruff run.
2026-08-07 23:10:33 -07:00
mateo-berri
557d14cc71 fix(lint): make strict-gate noqas survive base ruff and flag stale ones 2026-08-07 21:27:00 -07:00
ryan-crabbe-berri
78addb230b
fix(proxy): deny agent access when key and team grants resolve to nothing (#36221)
* fix(proxy): deny when agent grants resolve to nothing

`get_allowed_agents` returned a plain list where the empty value meant both
"this caller was never restricted" and "this caller's grants resolved to
nothing". Downstream read either as allow-all, so a key restricted to one
agent inside a team restricted to another reached every agent on the proxy,
and an access group that resolved to no agents did the same.

Replace it with `resolve_agent_access`, returning a tagged
UnrestrictedAgentAccess | RestrictedAgentAccess. Only a caller with no grant
anywhere is unrestricted; an empty restricted set denies. Access group lookup
failures now propagate to the key/team resolvers so a DB error still fails
open exactly as before, while a group that genuinely resolves to nothing
denies.

* style(proxy): drop redundant comments from the agent access match
2026-08-07 20:44:11 +00:00
ryan-crabbe-berri
eb3c8c168f
fix(proxy): derive config agent ids from agent_name so grants survive secret rotation (#36020)
* fix(proxy): derive config agent ids from agent_name so grants survive secret rotation

Config-defined A2A agents were identified by a sha256 of the whole resolved
config entry, secrets included, so rotating an os.environ secret re-minted the
agent_id on restart and orphaned every object_permission.agents grant while
grant-less keys kept access (LIT-5144). The id now hashes only agent_name, and
the old full-entry hash is kept as a legacy alias: permission checks,
GET /v1/agents filtering, spend and key attachment, and public_agent_groups all
normalize legacy ids so pre-upgrade grants keep working

* fix(proxy): persist stable agent ids into stored grants at startup

The runtime alias only translates a legacy grant while the current config
still hashes to it, so a secret rotation after upgrading would orphan the
grant, and an orphaned grant intersecting a stable team grant collapses to
an empty list that downstream reads as allow-all. Rewriting the stored ids
once at boot removes both. This cannot be a SQL migration because only the
running proxy can recompute the legacy hash from resolved config secrets

* fix(proxy): make the grant id migration a compare-and-swap

A grant edited between the migration's read and write kept the stale
snapshot. The update now predicates on the agents array read at scan time
via update_many, so a concurrently modified row is skipped and the runtime
alias covers it until the next boot retries

* fix(proxy): retry the grant id migration and stay within the LIT002 ceiling

The one-shot startup task now retries up to three times with a short delay
so a transient DB error at boot cannot leave a legacy grant unmigrated
until an operator's next restart is the rotation itself. The new list
constructions in the migration and the alias-expanded agent id lookups are
tuples now, keeping the branch under the mutable-collection budget

* fix(proxy): count compare-and-swap misses in the grant id migration

migrate_legacy_grant_ids now returns rewritten and missed counts from the
update_many results instead of reporting scanned rows as migrated, and the
startup task retries while any rows remain unmigrated, not just on errors

* fix(lint): clear basedpyright budget breaches in agent id aliasing
2026-08-07 19:19:49 +00:00
mateo-berri
ca7453bc69
chore(lint): recompute budget ceilings after merging base
The base branch ratcheted the same limits in 28a277e9, so the conflicting
files were reset to base and the ratchet re-run against the new merge-base
rather than resolved by hand. Each limit is now the base value minus this
branch's own delta, so both ratchets survive: basedpyright -653 across 48
rules, strict ruff -80, LIT -85.
2026-08-06 12:04:38 +00:00
mateo-berri
28ff7f3f0b fix(guardrails): scan function-role results and dedupe returned tools
Under scan_only_tool_results, legacy OpenAI function-role messages now count as tool results, and duplicate names among guardrail-returned tools keep only the first occurrence. CustomGuardrail.structured_messages_cover_full_request lets CrowdStrike AIDR declare that its writeback already rebuilds the whole conversation, so handlers install it as-is instead of merging it into the full message list a second time and duplicating out-of-scope rows. Lint budget ceilings ratchet down to match the tree
2026-08-06 00:52:16 -07:00
mateo-berri
28a277e99e refactor(guardrails): drop dead tool extraction and an Any annotation, ratchet lint budgets 2026-08-05 18:56:50 -07:00
mateo-berri
3728f3ea62 Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_daily_any_cleanup_08_04_2026 2026-08-05 13:14:37 -07:00
mateo-berri
2bd6af1b64 Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_daily_any_cleanup_08_04_2026 2026-08-05 12:43:11 -07:00
mateo-berri
18572fe86f Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_passthrough_live_credentials
# Conflicts:
#	basedpyright-code-budget.json
#	litellm/types/router.py
#	ruff-strict-budget.json
#	type-discipline-budget.json
2026-08-05 12:40:32 -07:00
mateo-berri
f7bdc10b21 Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_passthrough_live_credentials
# Conflicts:
#	ruff-strict-budget.json
#	type-discipline-budget.json
2026-08-05 12:31:38 -07:00
mateo-berri
6c76f5f9c6 chore(lint): clear grandfathered over-limit lint drift and ratchet budgets down
Every ruff-strict rule that sat above its budget limit (FURB188, RUF022,
SIM118, UP007, UP032, UP037) is now at zero, LIT001 and LIT006 are back
under their ceilings, and the freed headroom is ratcheted out of
ruff-strict-budget.json, type-discipline-budget.json, and
basedpyright-code-budget.json so the gates take the fast path again
2026-08-05 12:18:13 -07:00
mateo-berri
d259070fdf Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_daily_any_cleanup_08_04_2026 2026-08-05 12:13:11 -07:00
mateo-berri
51c54b56ac Merge branch 'litellm_internal_staging' into litellm_remove_types_ruff_exclusion
Resolve litellm/types/google_genai/main.py and litellm/types/utils.py by
keeping this branch's modernized annotations on top of staging's removal
of inert type: ignore comments. Rebuild ruff-strict-budget.json from
measured merged-tree counts where de-excluding litellm/types adds
violations, keeping the stricter of the two sides' limits everywhere
else so no rule gains headroom. Fix the four type-discipline additions
the merge surfaced: freeze GEMINI_1_5_ACCEPTED_FILE_TYPES, drop a
callback_args parameter rebind in guardrails, and give the two remaining
mutations reasoned suppressions
2026-08-05 11:05:33 -07:00
mateo-berri
cdfefd7f41 chore(lint): zero stale headroom on purely local ruff and LIT rules 2026-08-05 01:40:30 -07:00
mateo-berri
4e32a8bf6a chore(lint): remove litellm/types from the ruff lint exclusion
ruff.toml has excluded litellm/types/* since 2024, so no lint rule ever ran
on the types tree. Remove the exclusion, apply ruff --fix and ruff format
across litellm/types, and hand-fix what autofix cannot reach so the
pyupgrade budgets stay at zero: implicit type aliases converted to PEP 604
unions, RootModel[Union[...]] bases, duplicate imports, and a stray print.

Load-bearing import X as X re-exports deleted by preview-mode F401 are
restored, and the six star-imported hub modules keep their re-export
surface via per-file F401 ignores. Star-import consumers that silently
relied on typing names leaking from those hubs are modernized to builtin
generics and PEP 604 unions.

Runtime annotation introspection that only recognized typing.Union is
taught types.UnionType (guardrail UI field schemas, volcengine response
fill), with regression tests for both. Strict budget limits for the rules
the types tree now trips are raised to exact measured totals, so any
net-new violation still fails the gate
2026-08-05 01:10:15 -07:00
mateo-berri
1fefd80925 fix(proxy): resolve pass-through credentials live from router deployments 2026-08-04 23:01:37 -07:00
ryan-crabbe-berri
f4538679c0
fix(proxy): apply key_alias/key_hash filters to all /key/list visibility branches (#35840)
* fix(proxy): apply key_alias/key_hash filters to all /key/list visibility branches

The filters previously lived only in the own-keys OR branch, so a team admin's admin-team branch matched every team key and the Key Alias filter in the Virtual Keys UI appeared broken. Both filters are now global AND conditions alongside team_id/project_id/access_group_id/agent_id, narrowing every visibility branch while leaving unfiltered visibility unchanged.

* chore: drop new explanatory comments flagged by review

* chore: restore schema.d.ts to base enum order
2026-08-04 23:07:57 +00:00
mateo-berri
42564e896f
chore(typing): replace Any seams with real types across responses, proxy, and provider adapters
Replace Any-typed payload dicts, record shapes, and provider request/response
seams with TypedDicts, Protocols, and precise annotations in the ten litellm/
files carrying the highest combined basedpyright reportAny + reportExplicitAny
counts. No behavior changes.

Adds a regression test covering the managed-id list path so a prisma client
missing the managed tables keeps returning a fail-closed empty page.
2026-08-04 20:15:49 +00:00
mateo-berri
9eeff06263 Merge origin/litellm_internal_staging into litellm_lit4395_cursor_agent 2026-08-04 10:20:03 -07:00
mateo-berri
1ae5297ef7 Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_daily_any_cleanup_08_03_2026 2026-08-03 20:07:15 -07:00
yucheng-berri
2d1f650e9a
fix(guardrails/rubrik): attribute blocked requests to the caller that made them (#35734)
The block event Rubrik receives sourced caller identity from
model_call_details[metadata], where the enriched litellm metadata never
lives; it sits under litellm_params. Every block therefore reported
user_api_key_hash as an empty string, so a security block could not be
traced to a key, user, or team.

Read identity off the authenticated UserAPIKeyAuth the failure hook is
already handed, via the same mapper the success path and the proxy spend
logger use, so a block log and a success log describe their caller with an
identical key set.
2026-08-03 19:56:24 -07:00
mateo-berri
bd8b377dd7
chore(typing): clear basedpyright Any errors in budget reset, access groups, and cache settings
Replace Any seams in three proxy modules with real types so the values keep
their shape through the call graph:

- reset_budget_job: Protocols for the Prisma spend-linked tables, the reset
  batcher, and each cascade row shape, with the per-table counter/cache key
  lambdas promoted to typed module functions so the row type is inferred
- access_group_endpoints: Protocols for the access group record, the team and
  key tables, and the transaction handle; record to response conversion now
  goes through model_validate on the record dict
- cache_settings_endpoints: the opaque cache settings blobs are Mapping[str,
  object] / dict[str, object] instead of Any, keeping Any only on the two
  returns that feed the dynamic litellm.Cache kwargs bag

Whole-tree basedpyright: reportAny 19435 -> 19306, reportExplicitAny 6518 ->
6487, total errors 148372 -> 148117, with no rule above its baseline and no
untouched file changed. No behavior changes.
2026-08-03 23:30:31 +00:00
mateo-berri
23d26d5e64 Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_lit4395_cursor_agent
# Conflicts:
#	litellm/completion_extras/litellm_responses_transformation/transformation.py
#	litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py
#	litellm/litellm_core_utils/prompt_templates/common_utils.py
#	litellm/litellm_core_utils/streaming_chunk_builder_utils.py
#	litellm/llms/openai/chat/gpt_transformation.py
#	litellm/main.py
#	litellm/proxy/response_api_endpoints/endpoints.py
#	ruff-strict-budget.json
#	type-discipline-budget.json
2026-08-01 17:06:53 -07:00
mateo-berri
075babd00f chore(lint): clear the new LIT001/LIT002 violations and ratchet the lint budgets
The type-discipline gate flagged 17 new mutable-collection annotations and 31
new mutable-collection constructions added by this branch. Replace raw dict
literals with the OpenAI SDK's TypedDict call forms, annotate read-only params
as Mapping/Sequence, precompute the custom tool call id set as a frozenset,
and accumulate streamed arguments as tuples. The few places where a plain
list/dict is a hard contract (pydantic response fields, fastapi route tags,
parsed request bodies, in-place tool call patching) carry reasoned mutable-ok
suppressions instead. Ratchet the ruff, type-discipline, and basedpyright
budgets down by the violations this branch now fixes on net
2026-08-01 16:53:35 -07:00
mateo-berri
b604e2b20c refactor(lint): apply every safe ruff autofix and zero 28 strict-rule budgets
About 35,000 fixes ruff marks safe across 32 rules (UP006/UP045/UP007
modern annotations, UP032 f-strings, SIM114/SIM118, RET501, and
friends), removal of the 1,296 typing imports the rewrite orphaned, and
hand fixes for what the fixers could not see: five star-import
freeloaders of typing names, two F823 late-import annotations, the
/get/config/list introspection crash on types.UnionType, redundant
function-local RoleMappings imports in ui_sso.py that shadowed the
module-level name once the annotation lost its quotes, and one FURB168
tautology.

B009/B010/PIE804/RUF019 are excluded on purpose: their safe fixes
rewrite getattr/setattr/**-splat/key-in-dict escape hatches into forms
basedpyright then rejects (283 new errors measured), so their budgets
stay at base values.

ruff-strict-budget.json drops by 39,579 this commit (39,968 across the
branch) with 28 rules at an actual 0 and 9 more sharply down.
type-discipline-budget.json ratchets LIT002/LIT006/LIT009 down; LIT001
moves to the now-honest total: the checker matches the spelling `set`
but not the alias `Set`, so the 160 typing.Set annotations rewritten to
set[...] were always mutable-set annotations and only now count.
2026-08-01 15:43:29 -07:00
mateo-berri
397e8e4918 refactor(imports): move collections.abc names out of typing and ratchet the lint budgets 2026-08-01 13:17:42 -07:00
Yuneng Jiang
7d6ee2a9ca
feat(proxy): let AI API keys read /model/info
Keys created with key_type=llm_api get allowed_routes=["llm_api_routes"],
which covered /v1/models but not /v1/model/info, so a client could list model
names but not read pricing, mode, or max_tokens without a second key.

Adds both /model/info and /v1/model/info (same handler) to llm_api_routes only.
Membership there is not the same as RouteChecks.is_llm_api_route(), which is
what gates DISABLE_LLM_API_ENDPOINTS, global/virtual-key budget enforcement,
enforce_user_param and JWT team attachment; /guardrails/apply_guardrail already
sits in the group the same way. /v2/model/info stays out: it is the paginated
Admin UI listing, not model metadata a caller needs at request time.

public_routes moves from set([...]) to a frozenset literal to keep the LIT002
and ruff-strict ceilings from rising; both budgets ratchet down by one.
2026-08-01 11:43:36 -07:00
mateo-berri
add2a1ce3f chore(typing): clear 2.4k basedpyright errors across 15 Any hotspot files
Replace Any-typed seams with real types in the files carrying the highest
reportAny/reportExplicitAny density. The dominant source was the repository
layer: BaseRepository.table is declared Any, so every repository read poisoned
its rows and every downstream call. Typed pass-through accessors under a
_PrismaTableActions Protocol pay that crossing once per table, and TypedDicts
and Protocols replace the remaining Any-typed request, row, and tool payloads
across the team, key, SCIM, spend, MCP, guardrail, video, and websearch
surfaces

No casts, no type: ignore, no noqa, no new Any annotations, no behavior
changes. Whole-tree basedpyright: reportAny 20,840 -> 19,397,
reportExplicitAny 7,253 -> 6,518, all rules 151,424 -> 149,066, with no rule
increased in any file. Budgets ratcheted: basedpyright -2,358, ruff-strict
-300, type-discipline -68
2026-08-01 03:57:48 -07:00
mateo-berri
c0cab45350
chore(typing): replace Any kwargs unpacking with validated model parsing
Swap `Model(**payload)` for `Model.model_validate(payload)` at the seams where
the payload comes back untyped, so basedpyright stops widening every target
field to Any. None of the models involved override `__init__`, so validation
goes through the same core validator either way.

Also route UserRepository through its own typed helpers (find_many, update,
find_by_id) instead of the raw Prisma table, drop the redundant `_to_model`
override signature, and call generate_key_helper_fn with explicit arguments in
the SSO callback rather than splatting an untyped dict.

Whole-tree basedpyright: reportAny 21481 -> 20834, reportExplicitAny 7258 ->
7252, with every other rule unchanged or lower.
2026-07-31 19:14:42 +00:00
mateo-berri
a97233067d Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_batch_output_single_pass
# Conflicts:
#	basedpyright-code-budget.json
#	ruff-strict-budget.json
#	type-discipline-budget.json
2026-07-30 10:55:28 -07:00
mateo-berri
76cf3bf6ac
chore(typing): clear basedpyright Any errors in proxy auth, repositories, and openai transforms
Replace `Model(**untyped_dict)` construction with `Model.model_validate(...)` at
the hot Any seams, and give the repository layer a real record type instead of
`Any`.

reportAny 22710 -> 21448, reportExplicitAny 7283 -> 7269, with every other rule
at or below its baseline repo-wide.
2026-07-30 13:48:43 +00:00
mateo-berri
0b09588685 refactor(batches): aggregate batch output cost, usage, and models in a single pass
Completed-batch cost tracking parsed the whole output file into a list of
dicts, pretty-printed it into debug strings even with debug logging off, and
walked the list three times (cost, usage, models), so a large batch output
could pin a worker's memory. The output is now folded line by line into small
per-line stats records via _aggregate_batch_cost_usage_models, the eager
json.dumps debug calls are gone, and the raw-vertex path computes cost and
usage in one call instead of two. _get_batch_output_file_content_as_dictionary
becomes _fetch_batch_output_file_content (returns bytes); the superseded
three-pass helpers are deleted and their tests migrated
2026-07-29 22:00:01 -07:00
mateo-berri
a895249923 refactor(bedrock): remove the dead BedrockLLM invoke code path 2026-07-29 20:25:36 -07:00
mateo-berri
44e091aedb
chore(typing): clear basedpyright Any errors in proxy management endpoints
Convert pydantic table-model construction from Cls(**row.model_dump())
kwargs-unpacking to Cls.model_validate(...) across the management endpoint
hotspot files (team, key, internal user, scim, model management, spend
tracking, auth checks, proxy_server). Unpacking an untyped dict reports one
Any-typed argument per matched model field, so each converted site clears
10-35 diagnostics while running the exact same pydantic validation.
Conversions were limited to models verified to use pydantic's default
__init__; UserAPIKeyAuth and LiteLLM_VerificationTokenView keep their custom
kwargs-rewriting __init__ and are untouched. Two locally-verified helper
params move from Any to object.

Whole-tree basedpyright, measured against the branch point in the same
environment: reportAny 24,431 -> 22,741 (-1,690), reportArgumentType
2,189 -> 2,136 (-53), reportUnknownArgumentType 34,370 -> 34,067 (-303),
reportExplicitAny 7,285 -> 7,283 (-2); total 154,882 -> 152,834 (-2,048)
with no rule increasing anywhere and no per-file increases. No casts, no
suppressions, no behavior changes. Budgets ratcheted: basedpyright -2,048
across 4 rules, ruff ANN401 -2.
2026-07-29 09:16:18 +00:00
mateo-berri
fbfb63c948 chore(typing): clear 2.7k basedpyright Any errors across 15 hotspot files
Replace Any-typed seams with real types in the files carrying the highest
reportAny/reportExplicitAny density: typed Prisma read helpers in the MCP
db layer and verification token repository, TypedDicts for OAuth credential
payloads and aggregated spend rows, a DailySpendRecord protocol for the
daily activity endpoints, and concrete request/response types in the
volcengine, openai evals, azure batches, azure_ai count_tokens, and ocr
transformation modules. Modernize touched annotations to PEP 604/585 forms.

No casts, no type: ignore, no noqa, no new Any annotations, no behavior
changes. Whole-tree basedpyright: reportAny 27,005 -> 24,427,
reportExplicitAny 7,439 -> 7,280, no rule increased anywhere. Budgets
ratcheted: basedpyright -2,869, ruff-strict -1,505, type-discipline -167.
2026-07-26 18:39:26 -07:00
Noah Nistler
8177230a29
feat(guardrails): add run_in_parallel opt-in for concurrent pre_call and post_call guardrails (#33770)
* feat(guardrails): add run_in_parallel opt-in for concurrent pre_call guardrails

Pre-call guardrails run sequentially because each may mutate the request
payload and later guardrails depend on earlier mutations. Deployments with
several slow block-only pre_call guardrails (external moderation, Bedrock,
LLM-judge) therefore pay the sum of their latencies. during_call guardrails
run concurrently but alongside the LLM call, so a violating payload has
already been sent, which is unacceptable when the request must never reach
the model.

This adds a per-guardrail run_in_parallel flag (default off). Guardrails that
opt in are pulled out of the sequential loop and run concurrently via
asyncio.gather after every sequential (payload-mutating) guardrail has run, so
they observe the mutated payload and still form a hard barrier before the LLM
call; the first to raise blocks the request. Their returned data is discarded
since they are declared block-only.

The flag is wired from LitellmParams onto the guardrail instance at the same
generic choke point in initialize_guardrail that already sets
skip_system_message_in_guardrail, so no per-provider initializer needs to
change.

* feat(guardrails): extend run_in_parallel opt-in to post_call guardrails

post_call_success_hook ran guardrails sequentially for the same reason
pre_call did: response-modifying guardrails thread the response forward. But
block-only output scanners (which read the response and reject on violation
without changing it) serialize for no benefit and add latency.

This reuses the existing run_in_parallel flag for the post_call hook. Opted-in
post_call guardrails are pulled out of the sequential loop and run concurrently
via asyncio.gather after the sequential (response-modifying) guardrails and
before the non-guardrail CustomLogger callbacks, so they inspect the final
response and still block it from reaching the client if any raises. Their
returned response is discarded since they are block-only.

The apply_guardrail path sets data["guardrail_to_apply"] immediately before
awaiting, and unified_guardrail pops it before its first suspension point, so
concurrent guardrails never race on that key under asyncio's cooperative
scheduling.

* fix(guardrails): await all parallel guardrails and prioritize blocks over reroutes

Addresses review feedback on the run_in_parallel opt-in.

asyncio.gather propagated the first exception without cancelling or awaiting
the siblings, so a block at t=0 left the other guardrails running as
unobserved background tasks (wasted external calls plus event-loop warnings),
and a fast SensitiveDataRouteException/ModifyResponseException could return a
reroute or passthrough before a slower block finished, letting crafted input
bypass the block. Both the pre_call and post_call parallel batches now gather
with return_exceptions=True so every guardrail runs to completion, then raise
any blocking exception ahead of a flow-changing one.

The registry choke point wrote bool(None)==False onto every instance when the
config omitted run_in_parallel, silently disabling a constructor-set default;
it now only writes when the config provides an explicit value.

* fix(guardrails): record lifecycle logs for every concurrently-run guardrail

The log_guardrail_information decorator skipped its auto-record when it saw
that the count of standard_logging_guardrail_information entries in the shared
request_data had grown during the wrapped call, taking that as proof the
wrapped function had recorded its own richer entry. That heuristic breaks the
moment guardrails run concurrently (parallel pre_call/post_call, during_call):
a sibling guardrail's append inflates the shared count, so a guardrail that did
not self-record wrongly concludes it already did and drops its own entry. The
result is that enabling run_in_parallel silently loses per-guardrail lifecycle
logs, so the Admin UI Request Lifecycle timeline and downstream loggers
(Datadog, Langfuse, OTEL, spend logs) show only one of the concurrent
guardrails.

Replace the shared-count heuristic with a ContextVar flag set when a guardrail
records its own entry. asyncio copies the context into each gathered task, so
the flag is isolated per concurrent guardrail while still catching the
self-record-then-skip-auto-record case within a single invocation.

* test(guardrails): declare run_in_parallel on post_call guardrail mocks

The post_call partition reads run_in_parallel on every CustomGuardrail
callback. A MagicMock(spec=CustomGuardrail) has no run_in_parallel (it is
set in __init__, not on the class) so the attribute access raised, and even
a class-level default would return a truthy child mock that wrongly routes
the double into the parallel batch. Declare the flag False on the shared
mock factories so these pre-existing hook tests exercise the sequential
path they assert on.

* fix(guardrails): harden run_in_parallel reads and address review feedback

Read run_in_parallel via getattr(..., False) in the pre_call and post_call
partitions so a third-party CustomGuardrail subclass that overrides __init__
without chaining super().__init__() no longer raises AttributeError on a path
that previously worked. Drop the redundant in-function GuardrailEventHooks
import in _run_parallel_post_call_guardrails (already imported module-level).
Remove the flaky wall-clock upper-bound assertions from the two concurrency
tests; the all-start-before-any-end overlap assertion is the timing-independent
signal that actually proves concurrency.
2026-07-24 13:25:58 -07:00
ryan-crabbe-berri
76c9eca25d
refactor(auth): derive temp budget increase without mutating the token (#34121)
* refactor(auth): derive temp budget bump without mutation, tz-aware auth datetimes

_update_key_budget_with_temp_budget_increase mutated max_budget in place, so correctness depended on every resolution path handing it a fresh copy of the cached token; one future re-cache of a live token would compound the bump per request. Return a model_copy instead so no caller can leak an increased budget into shared state.

Also fixes the three remaining DTZ005 naive datetime.now() calls in user_api_key_auth.py (auth span start, builder start_time, service-log end_time; all consumers convert to epoch or subtract same-pair datetimes) and ratchets the DTZ005 strict budget 244 -> 241.

* test: pin non-mutation of the temp budget helper input

Adversarial mutation-testing showed reverting the helper to in-place mutation still passed every test: the cache's copy-on-read layer masks the mutation in the integration test and the direct unit test only inspected the return value. Assert the input object is left untouched and the result is a distinct object so the purity guarantee itself is load-bearing.
2026-07-21 21:02:40 +00:00
Tin Chi Lo
40f02b2eb5 refactor(mcp): consolidate exception-tree walkers into one shared faults traversal 2026-07-14 00:21:22 -07:00
Krrish Dholakia
26ab730bfa
feat(router): soft-floor adaptive mode for complexity router (#32947)
* feat(router): soft-floor adaptive mode for complexity router

Let complexity_router_config.adaptive=true Thompson-sample across the
union of tier pools with a tier-distance penalty, and wire the existing
adaptive post-call bandit so mis-tiered requests can still recover.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): reattach adaptive hooks for hybrid complexity

Finalize was wiping every AdaptiveRouterPostCallHook and only
re-registering standalone auto_router/adaptive_router deployments,
so complexity adaptive=true never received bandit updates.

Co-authored-by: Cursor <cursoragent@cursor.com>

* chore(router): drop unnecessary hybrid docstrings

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): attribute adaptive feedback

Credit user reactions to the model that produced the previous response while keeping current-response signals on the serving model

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): tune hybrid cold defaults

Use the cost-weighted policy that beat equal-pool complexity in the full bakeoff, and make the committed harness compare identical tier pools

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): preserve hybrid cold quality floor

Sample only unobserved models in the classified tier until feedback exists, then apply adaptive scoring without mis-penalizing models shared across tiers

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): bound feedback context cache

Cap retained session feedback so unique session IDs cannot exhaust router memory

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): preserve exhaustion signals

Include tool-result exhaustion in adaptive feedback and clear strict lint regressions blocking CI

Co-authored-by: Cursor <cursoragent@cursor.com>

* refactor(router): remove stale owner cache

Remove obsolete attribution state, tighten the embedded router type, and keep the test diff focused on adaptive behavior

Co-authored-by: Cursor <cursoragent@cursor.com>

* refactor(router): centralize hook cleanup

Use the callback manager to discover and remove adaptive hooks across every registered callback list

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-07-11 21:56:33 -07:00
Sameer Kankute
5b93ba0ada
feat(router): add separate ITPM/OTPM deployment rate limits (#31952)
Some checks are pending
GitHub Actions Security Analysis / zizmor (push) Waiting to run
* feat(router): add separate ITPM/OTPM deployment rate limits

Support input/output tokens per minute on deployments via enforce_model_rate_limits, with reservation, reconciliation, refund on failure, and rate-limit headers.

Co-authored-by: Cursor <cursoragent@cursor.com>

* chore(router): keep ITPM/OTPM diff minimal in router.py

Drop unrelated Black reformatting from router.py and types/router.py so the PR only contains functional ITPM/OTPM changes.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): make ITPM/OTPM limits separate and atomic

Address Greptile review on separate ITPM/OTPM deployment rate limits.

- OTPM is now reserved atomically pre-call with rollback, matching the ITPM
  path, so concurrent requests can no longer overshoot the configured output
  limit before reconciliation
- ITPM counts input tokens only; it no longer accumulates completion tokens,
  so the input-token limit and x-ratelimit-limit-input-tokens header describe
  input usage as their names imply
- _read_reservation_from_kwargs only falls back to litellm_params.metadata when
  the top-level metadata channel is absent, so production requests carrying a
  litellm_params.metadata dict still reconcile and refund their reservation

Adds regression tests for OTPM atomicity under concurrency, input-only ITPM
enforcement, and reservation lookup when litellm_params.metadata is present.

* fix(router): subtract input tokens only from remaining-input-tokens header

The in-flight replay for x-ratelimit-remaining-input-tokens subtracted total
tokens (input + output) instead of input tokens only, so clients saw remaining
input quota understated by the completion token count on every response. Now
consistent with the input-only ITPM counter.

* fix(router): make itpm/otpm vs tpm/rpm precedence explicit

When a deployment configures itpm/otpm alongside tpm/rpm, the io-token path
takes over and the tpm/rpm limits are not enforced. Log a warning the first
time such a conflicting deployment is seen so the supersession is not silent,
and document the mutual exclusivity.

Post-call reconciliation now only trues up a counter that was actually
reserved against, so the itpm/otpm keys are no longer incremented for
deployments that never configured that limit.

* fix(router): track actual io-token usage on the reservation-minute key

Post-call reconciliation now keys off the exact cache key stashed at pre-call
time rather than one recomputed from the response-time minute. This fixes two
issues: a request whose pre-call estimate was 0 now still writes its actual
billable input to the ITPM counter (previously it was skipped, leaving the
limit unenforceable for that request), and a call that finishes in a later
minute reconciles against the minute it reserved against instead of pushing a
negative delta into the next minute. Counters are only touched when their
limit is configured.

* fix(router): run io-token reconciliation before the model_id guard

async_log_success_event gated IO reconciliation behind the model_id guard that
only the TPM tracking path needs. Since reconciliation works entirely from the
cache keys stashed in kwargs, a success event whose standard_logging_object
lacks model_id would skip reconciliation and leave the reservation on the
counter until the TTL expired, wasting quota. Route the IO path first.

* fix(router): don't replay in-flight delta for itpm/otpm headers

For ITPM/OTPM model groups the counter is incremented at reservation time
(pre-call), so the remaining values returned by get_remaining_model_group_usage
already account for the current request. Replaying the in-flight delta on top
double-counted it and understated x-ratelimit-remaining-input/output-tokens by
up to max_tokens on every response. Skip the delta for io-token groups; the
legacy TPM/RPM replay path is unchanged.

* fix(router): clear io-token reservation after reconcile/refund

async_io_token_refund_failure and async_io_token_reconcile_success now clear
the stashed reservation keys from the request metadata once done. Otherwise, on
a model group mixing IO-limited and non-IO deployments, a failed IO call that
retries on a non-IO fallback left the stale sentinel in the shared request
metadata; the fallback's success handler would divert into IO reconciliation
against the already-refunded key, driving the ITPM counter negative and
skipping the non-IO deployment's TPM tracking.

* fix(router): tidy reservation channel lookup and header guard

Consolidate the reservation channel lookup into a single ordered helper shared
by read and clear, so top-level metadata always wins over litellm_params
metadata without the tangled per-iteration fallback.

Also stop gating the router rate-limit header block on the presence of
x-ratelimit-remaining-input/output-tokens. That block only emits those headers
for ITPM/OTPM groups; for a non-IO group backed by a provider that natively
returns input/output token headers, the extra conditions suppressed the
router's own remaining-tokens/requests headers.

* fix(router): strip client-supplied io-token reservation keys

The reservation sentinels (_litellm_itpm_reserved, _litellm_itpm_cache_key,
and the otpm equivalents) are server-only, but metadata is caller-controlled on
proxy requests. An authenticated caller could forge these fields with an
arbitrary cache key so the post-call reconcile/refund path would decrement any
deployment's ITPM/OTPM counter and let it exceed the configured limit. Strip
the reserved keys from the request metadata in set_io_token_rate_limit_request_kwargs,
which runs before the router stashes its own reservation, so only a genuine
server-side reservation is ever read post-call.

* fix(router): track TPM routing load for io-limited deployments

deployment_callback_on_success early-returned for any deployment with itpm/otpm
set, so its total-token usage never landed in the router's TPM routing counter.
TPM-aware routing strategies then saw 0 load for IO deployments and over-routed
to them in mixed model groups. Only skip tracking when neither tpm/rpm nor
itpm/otpm are configured; itpm/otpm enforcement still runs separately in
ModelRateLimitingCheck, so the routing counter and the enforcement counters
stay independent.

* fix(router): expose standard tpm/rpm headers for io-limited groups

get_remaining_model_group_usage returned early for ITPM/OTPM groups, so a group
that also set tpm/rpm never emitted x-ratelimit-remaining-tokens / -requests;
clients and prometheus gauges reading those saw no data. Build both header sets
instead of returning early.

Also simplify the in-flight header replay: only the tpm/rpm counters are
incremented post-response, so the delta now adjusts just those. The itpm/otpm
counters are incremented at reservation time (pre-call), so the input/output
token headers already reflect the request and are left untouched - which
removes the need for the separate io-group special case.

* fix(router): roll back ITPM on any OTPM reservation error; dedup warning per instance

Two follow-ups from review. The pre-call OTPM reservation only rolled back the
ITPM reservation on a RateLimitError, so a transient cache error while reserving
OTPM left the ITPM counter inflated until the TTL expired; catch any exception,
release the ITPM reservation, then re-raise.

Replace the module-level lru_cache warn-once (caching a logging side effect,
which never re-warns in a long-lived process) with an instance-scoped set of
already-warned deployment ids on ModelRateLimitingCheck.

* fix(router): always clear reservation stash on reconcile; don't collapse id-less warning dedup

Clear the reservation in a finally block so a mid-reconciliation cache error
still removes the stash and a duplicate success event can't re-process it.

Dedup the itpm/otpm-vs-tpm/rpm conflict warning per real deployment id; a
deployment with no id no longer collapses every id-less deployment onto the
str(None) key (which would suppress all but the first warning).

* fix(router): skip io reservation when deployment can't be keyed

_get_cache_keys returned a shared 'global_router:None:None:...' key when a
deployment was missing model_info.id or litellm_params.model, so misconfigured
deployments could share one rate-limit bucket. Return None in that case and
skip io reservation for the request.

* fix(router): honor explicit max_tokens=0 in io reservation

_resolve_max_tokens used 'max_tokens or max_completion_tokens', so an explicit
max_tokens=0 fell through to the model default. Only fall back to
max_completion_tokens when max_tokens is absent.

* fix(ci): satisfy lint budget, router coverage, and dashboard schema sync

- Modernize the new itpm/otpm module's type hints to PEP 585 lowercase
  generics (Dict/Tuple/List -> dict/tuple/list) to clear the added UP006
  violations; ratchet ruff-strict-budget.json's UP006 ceiling down to match.
- Replace three try/except Exception blocks that must stay broad by design
  (token_counter and litellm.get_model_info raise untyped exceptions, and an
  io-token refund failure must never break the logging pipeline) with
  contextlib.suppress(Exception), matching the codebase's existing resolution
  for this exact BLE001 pattern.
- Add direct unit tests for get_model_group_io_token_usage (multi-deployment
  aggregation and the empty-model-list case) in test_router_helper_utils.py,
  satisfying the router function-coverage check.
- Regenerate the dashboard's schema.d.ts so the new itpm/otpm fields on
  GenericLiteLLMParams and ModelGroupInfo are reflected in the OpenAPI types.

* fix: enforce io token rate limits consistently

* fix: honor zero max tokens in otpm reservation

* fix(lint): fix UP007 violation and resync ruff-strict-budget.json to base

Convert Union[_Span, Any] to _Span | Any (safe on this repo's Python >=3.10
floor) to clear the new UP007 violation from the TYPE_CHECKING-gated Span
alias.

The previously committed ruff-strict-budget.json ratcheted UP006 down from a
stale base; litellm_internal_staging has since tightened that same ceiling
further on its own. Reset the file to the current base's committed values and
re-ratchet from there so the budget only ever moves down relative to the
actual merge-base, never against a stale snapshot.

* fix(router): attach ITPM/OTPM headers on dict responses and harden reservation

Strip itpm/otpm from provider kwargs, ensure messages are available for ITPM
estimation, honor max_output_tokens on /v1/responses, and propagate rate-limit
headers through /v1/messages dict responses via _hidden_params.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): attach ITPM/OTPM headers to streaming /v1/messages responses

Wrap bare async iterators in HiddenParamsAsyncIteratorWrapper so
set_response_headers can attach rate-limit headers to streaming Anthropic
messages responses that lack a _hidden_params slot.

Co-authored-by: Cursor <cursoragent@cursor.com>

* style: ruff format add_retry_fallback_headers.py

Fix CI ruff format check failure on get_hidden_params_dict call site.

Co-authored-by: Cursor <cursoragent@cursor.com>

* refactor(router): extract set_response_headers helpers to fix C901 budget

Move header-attachment logic into add_retry_fallback_headers helpers so
set_response_headers stays under the strict complexity ceiling.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: keep IO token reservation when response usage is missing

Missing usage was reconciled as zero and fully refunded the pre-call
reservation, allowing limit bypass on repeated successful calls. Only
adjust counters when usage is resolved from the response or standard
logging fields; otherwise keep the reservation until TTL expires.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: enforce RPM/TPM alongside IO-token limits on mixed deployments

Deployments with both itpm/otpm and tpm/rpm previously returned after the
IO reservation and skipped RPM/TPM checks. Run both paths and refund the
IO reservation only when RPM/TPM rejects after a successful reservation.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: track TPM usage on success for mixed IO+TPM deployments

The early return after IO-token reconciliation in log_success_event and
async_log_success_event skipped the TPM counter increment, so the tpm_key
the pre-call check reads was never written and tpm_limit was never
actually enforced on deployments that also configure itpm/otpm.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: treat total-only usage as unresolved in IO-token reconcile

usage/standard_logging_object entries carrying only total_tokens (no
prompt/completion or input/output breakdown) were treated as resolved
usage, resolving to (0, 0) and refunding the full reservation. Both
_usage_is_present and the standard_logging_object fallback now require an
actual input/output breakdown before reconciling, keeping the reservation
otherwise.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: reserve minimal token when input/output estimation fails

_reservation_value(0, limit) reserved the entire limit whenever token
estimation failed (empty/unsupported input, tokenizer error), letting one
such request claim the whole bucket and 429 every concurrent request to
the deployment until it completed. Reserve 1 token instead so estimation
failures no longer serialize traffic.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: refund IO reservation synchronously before retry deployment pick

On retry, set_io_token_rate_limit_request_kwargs clears reservation
sentinels from the shared kwargs dict before a background failure handler
can refund them, stranding the counter until TTL. Refund and clear any
stale reservation in _update_kwargs_with_deployment before stripping
sentinels for the next attempt.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(io_token_rate_limit_check): use model-specific tokenizer for ITPM estimate; document sync-refund Redis ceiling

Pass the deployment litellm_params.model to token_counter so it uses the
model's native tokenizer instead of the generic fallback, narrowing the
reservation over/under-estimate window between pre-call and post-call
reconcile.

Add a ponytail: comment to refund_stale_reservation_before_retry explaining
the known ceiling: the synchronous DualCache.increment_cache issues a
blocking Redis INCR when a Redis backend is configured. This only fires on
streaming mid-stream retries (non-streaming failures await their failure
handler before the retry picks a new deployment, leaving no sentinels to
refund). Upgrade path: make _update_kwargs_with_deployment async.

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-07-05 21:58:35 +05:30
Mateo Wang
5f864c83ce
chore(lint): zero out crash-class pyright rules and ban new type: ignore comments (#32152)
* fix: zero out crash-class basedpyright rules across litellm/

* feat(lint): add LIT009 banning inert type: ignore comments

* docs: require bracketed rule and reason on every suppression

* chore(lint): ratchet budgets down and zero crash-class pyright limits

* fix: narrow auto router routelayer through a local before calling

* test: add regression tests for crash-class fixes

* fix: drop dead AZURE_AD_TOKEN lookups and word-bound the type-ignore regex
2026-07-04 16:56:12 -07:00