A deployment carrying reasoning_effort in its litellm_params on the
/v1/messages passthrough mapped the effort to a legacy thinking block
whose budget_tokens was forwarded as is, so any request whose max_tokens
sat at or below that budget was rejected upstream with a 400. The mapped
budget now runs through the same cap the adaptive-to-legacy branch and
the chat path already use: it is clamped to max_tokens - 1, and dropped
with a warning when even the minimum budget cannot fit.
The cap helper becomes public since three call sites outside
AnthropicConfig use it.
GPT-5 and later accept a top-level anyOf natively and call tools better with it intact, so the flattening now runs only for the gpt-4, gpt-3.5, chatgpt-4o, o1, o3, and o4 families. Non-dict tool entries pass through untouched, a typeless root that carries properties counts as an object, and the bounded $ref walker is listed in the recursion detector allowlist.
Reprice ten more retired xAI slugs (grok-3 and grok-3-mini families,
grok-4-1-fast) to the grok-4.3 rates they now bill at, with family-correct
deprecation dates. Restore cache_read_input_token_cost on the Bedrock Grok 4.6
entries so implicit cache hits bill at the cache-read rate while explicit
cachePoint stays unsupported. Drop the unsourced 1080p video rate and the
gemini/ live native-audio entry the Gemini API 404s on. Add Groq qwen3.8-27b
tool-use flags per Groq docs. Extend the xai and gemini tests to lock all of
this in
OpenAI's function-calling validator rejects tool parameters carrying
oneOf/anyOf/allOf/enum/const/not at the top level, while the ChatGPT
backend Codex talks to natively accepts them, so an MCP tool declaring a
top-level union 400s through the proxy. Merge the branches into the
object schema for OpenAI itself only, walking the namespace-nested tools
current Codex builds send, on both /v1/responses and /v1/responses/compact
Adds litellm/litellm_core_utils/aws_partition.py mapping a region to its
AWS partition (aws, aws-cn, aws-us-gov, and the iso partitions), its DNS
suffix, and its ARN prefix, and uses it at every AWS host and ARN build
site: bedrock (runtime, agent, agentcore, legacy client, batches, files,
realtime), sagemaker, polly, secrets manager, s3 log uploads, bedrock
passthrough routes, and rag ingestion. ARN detection now accepts
arn:aws-cn: and arn:aws-us-gov: prefixes.
STS region resolution now falls back to the configured aws_region_name
after the aws_sts_endpoint host and the AWS_REGION/AWS_DEFAULT_REGION env
vars, so cn and gov role assumption no longer silently signs against
us-west-2.
A partition sweep test walks every endpoint builder with cn regions and
asserts no amazonaws.com host or arn:aws: prefix comes out, plus an AST
guard that fails on any new f-string hardcoding either literal.
Mutation testing surfaced three factory functions whose tests ran against them
but asserted nothing that a mutation could break, so every planted bug survived.
- litellm/llms/litellm_proxy/skills/code_execution.py: the OpenAI and Anthropic
tool schemas were unpinned (the Anthropic one was not reached by any test at
all) and the handler's default fallbacks were unchecked
- litellm/containers/endpoint_factory.py: the endpoints.json contract, the
generated sync/async function set and the response-type mapping were unpinned
- litellm/llms/openai_like/dynamic_config.py: the generated Responses API config
class had no coverage of auth header, URL resolution or the store override
The openai_like tests clear _responses_config_cache around each test. Without
that, the module-level cache hands back a class built before the mutation and
the tests pass against mutated code.
Verified by re-running mutmut per scope:
llms/litellm_proxy 45.2% -> 62.8% (70 mutants newly killed)
containers 36.8% -> 84.3% (45 mutants newly killed)
llms/openai_like 55.7% -> 66.9% (34 mutants newly killed)
* feat(spend): report prompt caching savings as total and gateway-attributed
`prompt_caching_savings_spend` credited every cached request, including caching a
client asked for with its own `cache_control` and caching a provider does implicitly,
so the number overstated what the gateway had any hand in.
Gating that column in place would have fixed the overstatement by changing what the
column means, leaving rows written before the change saying "all caching savings" and
rows after saying "gateway-injected only" with nothing to tell them apart, and forcing
a decision about rewriting history. It also breaks the cache-leakage estimate on the
dashboard, whose numerator would be gated while its denominator, the cached token
counts, would not, so the rate it extrapolates from would be quietly diluted.
Report both instead. `prompt_caching_savings_spend` keeps meaning every net dollar
caching saved, which is what a customer means by "what did caching save me", and the
new `gateway_injected_caching_savings_spend` carries the subset litellm caused by
injecting the breakpoints itself. Both are derived from the same marker, so this
changes what is done with it rather than how it is obtained.
The attributed figure is normally the smaller of the two, being a subset of the same
requests, but not always: a request that writes cache it never reads has negative net
savings, and excluding such a request can lift the attributed figure above the total.
Also stops the marker riding into a fallback leg. The fallback rebuild spread the
failed attempt's metadata forward, so a deployment that injected nothing inherited the
marker and was credited anyway, which silently restored the very overstatement this
separates out.
* fix(bedrock): credit gateway caching where the tool cachePoint is placed (#38478)
The savings marker records breakpoints litellm placed, and a tool_config
injection point becomes one only in the converse transform, and only when the
request carries tools. The prompt hook cannot see either condition, so marking
on the point's presence credited request shapes that cached nothing, while
Bedrock tool caching the gateway did cause went uncredited.
Record it at the placement site instead. The marker's reader also resolves its
bucket by value now: litellm_params declares litellm_metadata as None on every
request, so asking the shared name resolver named a bucket that was not there
and the mark was dropped.
* fix(anthropic): drop and self-heal empty thinking blocks on /v1/messages
* test(anthropic): pin early-signature carry across the blank thinking chunk skip