mirror of
https://github.com/BerriAI/litellm.git
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Merge pull request #31169 from BerriAI/litellm_backport_1_84_x_bp-1.84x-0623
chore(release): backport #30787, #30788, #31035, #31122, #31133 to stable/1.84.x and cut 1.84.10
This commit is contained in:
commit
2b7dad241b
26 changed files with 1641 additions and 215 deletions
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@ -1,8 +1,8 @@
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# Base image for building
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ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:3258be472764337fd13095bcbb3182da170243b5819fd67ad4c0754590588b31
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ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
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# Runtime image
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ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:3258be472764337fd13095bcbb3182da170243b5819fd67ad4c0754590588b31
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ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
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ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
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FROM $UV_IMAGE AS uvbin
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@ -1,8 +1,8 @@
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# Base image for building
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ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:3258be472764337fd13095bcbb3182da170243b5819fd67ad4c0754590588b31
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ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
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# Runtime image
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ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:3258be472764337fd13095bcbb3182da170243b5819fd67ad4c0754590588b31
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ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
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ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
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FROM $UV_IMAGE AS uvbin
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|
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@ -1,6 +1,6 @@
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# Base images
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ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:3258be472764337fd13095bcbb3182da170243b5819fd67ad4c0754590588b31
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ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:3258be472764337fd13095bcbb3182da170243b5819fd67ad4c0754590588b31
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ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
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ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
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ARG PROXY_EXTRAS_SOURCE=published
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ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
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@ -2944,7 +2944,12 @@ class Logging(LiteLLMLoggingBaseClass):
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)
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self.model_call_details["end_time"] = end_time
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self.model_call_details.setdefault("original_response", None)
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self.model_call_details["response_cost"] = 0
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# A stream interrupted mid-flight still billed the provider for the
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# chunks already delivered; the router stashes that recovered usage as
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# ``combined_usage_object`` and pre-computes its cost, so preserve it
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# here instead of zeroing the spend on an otherwise-failed request.
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if self.model_call_details.get("combined_usage_object") is None:
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self.model_call_details["response_cost"] = 0
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if hasattr(exception, "headers") and isinstance(exception.headers, dict):
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self.model_call_details.setdefault("litellm_params", {})
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@ -1923,11 +1923,29 @@ class CustomStreamWrapper:
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except StopIteration:
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if self.sent_last_chunk is True:
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complete_streaming_response = litellm.stream_chunk_builder(
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chunks=self.chunks,
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messages=self.messages,
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logging_obj=self.logging_obj,
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)
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try:
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complete_streaming_response = litellm.stream_chunk_builder(
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chunks=self.chunks,
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messages=self.messages,
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logging_obj=self.logging_obj,
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)
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except Exception as e:
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# stream_chunk_builder can re-raise (as APIError) on large agentic
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# streams. The raise originates inside this except-StopIteration block,
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# so the sibling `except Exception` below does not catch it; it would
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# escape __next__ and drop the request from SpendLogs. Recover
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# best-effort usage from the raw chunks so cost is still tracked
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verbose_logger.warning(
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"stream_chunk_builder raised at end-of-stream (%s); logging "
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"best-effort usage from chunks.",
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str(e),
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)
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try:
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complete_streaming_response = self.model_response_creator(
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chunk={"usage": calculate_total_usage(chunks=self.chunks)}
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)
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except Exception:
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complete_streaming_response = None
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response = self.model_response_creator()
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if complete_streaming_response is not None:
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@ -2152,11 +2170,27 @@ class CustomStreamWrapper:
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except (StopAsyncIteration, StopIteration):
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if self.sent_last_chunk is True:
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# log the final chunk with accurate streaming values
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complete_streaming_response = litellm.stream_chunk_builder(
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chunks=self.chunks,
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messages=self.messages,
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logging_obj=self.logging_obj,
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)
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try:
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complete_streaming_response = litellm.stream_chunk_builder(
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chunks=self.chunks,
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messages=self.messages,
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logging_obj=self.logging_obj,
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)
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except Exception as e:
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# see sync __next__: a raise from stream_chunk_builder inside this
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# except handler escapes __anext__ and drops the request from SpendLogs.
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# Recover best-effort usage from the raw chunks so cost is still tracked
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verbose_logger.warning(
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"stream_chunk_builder raised at end-of-stream (%s); logging "
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"best-effort usage from chunks.",
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str(e),
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)
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try:
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complete_streaming_response = self.model_response_creator(
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chunk={"usage": calculate_total_usage(chunks=self.chunks)}
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)
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except Exception:
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complete_streaming_response = None
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response = self.model_response_creator()
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if complete_streaming_response is not None:
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@ -2233,6 +2267,7 @@ class CustomStreamWrapper:
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litellm.request_timeout
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)
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if self.logging_obj is not None:
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self._record_partial_usage_for_failure()
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## LOGGING
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threading.Thread(
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target=self.logging_obj.failure_handler,
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@ -2246,6 +2281,7 @@ class CustomStreamWrapper:
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except Exception as e:
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traceback_exception = traceback.format_exc()
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if self.logging_obj is not None:
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self._record_partial_usage_for_failure()
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## LOGGING
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threading.Thread(
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target=self.logging_obj.failure_handler,
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@ -2257,6 +2293,33 @@ class CustomStreamWrapper:
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)
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self._handle_stream_fallback_error(e)
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def _record_partial_usage_for_failure(self) -> None:
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"""
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A stream that breaks mid-flight still billed the provider for the chunks
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already delivered. Recover that partial usage from the chunks seen so
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far and stash it, with its cost, on the logging object so the failure
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handler records the real partial spend instead of zero. A request that
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later recovers via a router fallback overwrites this with the combined
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success log on the same request id, so this never double counts.
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"""
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if self.logging_obj is None or not self.chunks:
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return
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try:
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partial_response = litellm.stream_chunk_builder(chunks=self.chunks)
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usage = cast(Optional[Usage], getattr(partial_response, "usage", None))
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if usage is None:
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return
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self.logging_obj.model_call_details["combined_usage_object"] = usage
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self.logging_obj.model_call_details["response_cost"] = (
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self.logging_obj._response_cost_calculator(result=partial_response)
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or 0.0
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)
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except Exception as recover_error:
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verbose_logger.debug(
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"could not recover partial usage for interrupted stream: %s",
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recover_error,
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)
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def _handle_stream_fallback_error(self, e: Exception) -> "NoReturn":
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"""
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Common error handling for both __next__ and __anext__.
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@ -3282,9 +3282,18 @@ async def _virtual_key_max_budget_check(
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####################################
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if spend >= valid_token.max_budget:
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# name the key in the error so operators don't have to reverse-map
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# spend back to a key; key_name is the masked form (last 4 chars)
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key_label = valid_token.key_alias or "key"
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key_descriptor = (
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f"{key_label} ({valid_token.key_name})"
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if valid_token.key_name
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else key_label
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)
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raise litellm.BudgetExceededError(
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current_cost=spend,
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max_budget=valid_token.max_budget,
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message=f"Budget has been exceeded! Key={key_descriptor} Current cost: {spend}, Max budget: {valid_token.max_budget}",
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)
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|
|
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@ -149,9 +149,20 @@ class _ProxyDBLogger(CustomLogger):
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if obj_start is not None:
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actual_start_time = obj_start
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# A stream that broke mid-flight still billed the provider for the
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# chunks already delivered. ``post_call_failure_hook`` lifts that
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# recovered cost onto request_data (the usage rides along in
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# ``combined_usage_object`` for the token columns), so attribute the
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# real partial spend to this failure row instead of zero.
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recovered_response_cost = 0.0
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if isinstance(request_data.get("combined_usage_object"), litellm.Usage):
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recovered_response_cost = max(
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float(request_data.get("response_cost") or 0.0), 0.0
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)
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await proxy_logging_obj.db_spend_update_writer.update_database(
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token=user_api_key_dict.api_key,
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response_cost=0.0,
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response_cost=recovered_response_cost,
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user_id=user_api_key_dict.user_id,
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end_user_id=user_api_key_dict.end_user_id,
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team_id=user_api_key_dict.team_id,
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|
|
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|
@ -6,18 +6,29 @@ import httpx
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import litellm
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from litellm._logging import verbose_proxy_logger
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from litellm.litellm_core_utils.core_helpers import map_finish_reason
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from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
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from litellm.litellm_core_utils.litellm_logging import use_custom_pricing_for_model
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from litellm.litellm_core_utils.prompt_templates.common_utils import (
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get_content_from_model_response,
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)
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from litellm.llms.anthropic import get_anthropic_config
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from litellm.llms.anthropic.chat.handler import (
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ModelResponseIterator as AnthropicModelResponseIterator,
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)
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from litellm.llms.anthropic.chat.transformation import AnthropicConfig
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from litellm.proxy._types import PassThroughEndpointLoggingTypedDict
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from litellm.proxy.auth.auth_utils import get_end_user_id_from_request_body
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from litellm.types.passthrough_endpoints.pass_through_endpoints import (
|
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PassthroughStandardLoggingPayload,
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)
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from litellm.types.utils import LiteLLMBatch, ModelResponse, TextCompletionResponse
|
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from litellm.types.utils import (
|
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Choices,
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LiteLLMBatch,
|
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Message,
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ModelResponse,
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TextCompletionResponse,
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)
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if TYPE_CHECKING:
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from litellm.types.passthrough_endpoints.pass_through_endpoints import EndpointType
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|
|
@ -136,6 +147,84 @@ class AnthropicPassthroughLoggingHandler:
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return model
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return None
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|
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@staticmethod
|
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def _stream_was_interrupted(
|
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all_chunks: Sequence[Union[str, bytes]],
|
||||
) -> bool:
|
||||
"""
|
||||
Anthropic ends a stream with ``content_block_stop`` -> ``message_delta``
|
||||
-> ``message_stop``; a client disconnect leaves the last event mid
|
||||
``content_block_delta``. Scan from the tail and decide on the first
|
||||
terminal-region event, so the common completed case is O(1) rather than
|
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re-deserializing every line of the stream.
|
||||
"""
|
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for raw in reversed(all_chunks):
|
||||
text = raw.decode("utf-8") if isinstance(raw, bytes) else raw
|
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for line in reversed(text.splitlines()):
|
||||
if not line.startswith("data:"):
|
||||
continue
|
||||
try:
|
||||
data = json.loads(line[len("data:") :].strip())
|
||||
except (json.JSONDecodeError, ValueError):
|
||||
continue
|
||||
if not isinstance(data, dict):
|
||||
continue
|
||||
etype = data.get("type")
|
||||
if etype == "message_delta":
|
||||
return False
|
||||
if etype in (
|
||||
"content_block_delta",
|
||||
"content_block_stop",
|
||||
"message_start",
|
||||
):
|
||||
return True
|
||||
return True
|
||||
|
||||
@staticmethod
|
||||
def _recover_interrupted_stream_output_tokens(
|
||||
response: Union[ModelResponse, TextCompletionResponse],
|
||||
all_chunks: Sequence[Union[str, bytes]],
|
||||
model: str,
|
||||
) -> None:
|
||||
"""
|
||||
An Anthropic stream interrupted before its terminal ``message_delta``
|
||||
(client disconnect) carries only the ``message_start`` ``output_tokens``
|
||||
placeholder (typically 1-3), so completion tokens and spend are
|
||||
undercounted ~20x. Re-tokenize the buffered output text to recover a
|
||||
realistic ``output_tokens`` for usage/cost. Completed streams are
|
||||
untouched because their terminal ``message_delta`` short-circuits here.
|
||||
"""
|
||||
if not isinstance(response, ModelResponse):
|
||||
return
|
||||
if not AnthropicPassthroughLoggingHandler._stream_was_interrupted(all_chunks):
|
||||
return
|
||||
usage = getattr(response, "usage", None)
|
||||
if usage is None:
|
||||
return
|
||||
output_text = get_content_from_model_response(response)
|
||||
if not output_text:
|
||||
return
|
||||
try:
|
||||
recovered_output_tokens = litellm.token_counter(
|
||||
model=model, text=output_text, count_response_tokens=True
|
||||
)
|
||||
except Exception:
|
||||
verbose_proxy_logger.warning(
|
||||
"Could not re-tokenize interrupted stream output; "
|
||||
"keeping placeholder completion token count."
|
||||
)
|
||||
return
|
||||
if recovered_output_tokens <= (usage.completion_tokens or 0):
|
||||
return
|
||||
usage.completion_tokens = recovered_output_tokens
|
||||
usage.total_tokens = (usage.prompt_tokens or 0) + recovered_output_tokens
|
||||
# Anthropic costing reads completion_tokens_details.text_tokens, so the
|
||||
# stale message_start placeholder there must be corrected too or spend
|
||||
# stays undercounted even after completion_tokens is fixed.
|
||||
details = getattr(usage, "completion_tokens_details", None)
|
||||
if details is not None and getattr(details, "text_tokens", None) is not None:
|
||||
details.text_tokens = recovered_output_tokens
|
||||
|
||||
@staticmethod
|
||||
def _create_anthropic_response_logging_payload(
|
||||
litellm_model_response: Union[ModelResponse, TextCompletionResponse],
|
||||
|
|
@ -191,6 +280,9 @@ class AnthropicPassthroughLoggingHandler:
|
|||
|
||||
kwargs["response_cost"] = response_cost
|
||||
kwargs["model"] = model
|
||||
# the pass-through success path reads spend from
|
||||
# model_call_details["response_cost"], not from kwargs
|
||||
logging_obj.model_call_details["response_cost"] = response_cost
|
||||
passthrough_logging_payload: Optional[PassthroughStandardLoggingPayload] = ( # type: ignore
|
||||
kwargs.get("passthrough_logging_payload")
|
||||
)
|
||||
|
|
@ -262,13 +354,42 @@ class AnthropicPassthroughLoggingHandler:
|
|||
if chunk_model:
|
||||
model = chunk_model
|
||||
|
||||
complete_streaming_response = (
|
||||
AnthropicPassthroughLoggingHandler._build_complete_streaming_response(
|
||||
all_chunks=all_chunks,
|
||||
litellm_logging_obj=litellm_logging_obj,
|
||||
model=model,
|
||||
try:
|
||||
complete_streaming_response = (
|
||||
AnthropicPassthroughLoggingHandler._build_complete_streaming_response(
|
||||
all_chunks=all_chunks,
|
||||
litellm_logging_obj=litellm_logging_obj,
|
||||
model=model,
|
||||
)
|
||||
)
|
||||
)
|
||||
except Exception as e:
|
||||
# stream_chunk_builder re-raises assembly failures (as litellm.APIError)
|
||||
# on large agentic tool-use / thinking streams; treat that the same as a
|
||||
# None result so the usage-only fallback below still recovers cost
|
||||
verbose_proxy_logger.warning(
|
||||
"Anthropic passthrough: stream assembly raised (model=%s): %s; falling "
|
||||
"back to usage-only cost from raw SSE events.",
|
||||
model,
|
||||
e,
|
||||
)
|
||||
complete_streaming_response = None
|
||||
if complete_streaming_response is None:
|
||||
# stream_chunk_builder cannot always reassemble large agentic streams, but
|
||||
# Anthropic still emits token usage in the message_start / message_delta SSE
|
||||
# events regardless of content shape; recover usage-only so cost is tracked.
|
||||
# Guard it too: a raise here would defeat the point and drop the request
|
||||
try:
|
||||
complete_streaming_response = AnthropicPassthroughLoggingHandler._build_usage_only_response_from_chunks(
|
||||
all_chunks=all_chunks,
|
||||
model=model,
|
||||
)
|
||||
except Exception as e:
|
||||
verbose_proxy_logger.warning(
|
||||
"Anthropic passthrough: usage-only fallback failed (model=%s): %s",
|
||||
model,
|
||||
e,
|
||||
)
|
||||
complete_streaming_response = None
|
||||
if complete_streaming_response is None:
|
||||
verbose_proxy_logger.error(
|
||||
"Unable to build complete streaming response for Anthropic passthrough endpoint, not logging..."
|
||||
|
|
@ -277,6 +398,11 @@ class AnthropicPassthroughLoggingHandler:
|
|||
"result": None,
|
||||
"kwargs": {},
|
||||
}
|
||||
AnthropicPassthroughLoggingHandler._recover_interrupted_stream_output_tokens(
|
||||
response=complete_streaming_response,
|
||||
all_chunks=all_chunks,
|
||||
model=model,
|
||||
)
|
||||
kwargs = AnthropicPassthroughLoggingHandler._create_anthropic_response_logging_payload(
|
||||
litellm_model_response=complete_streaming_response,
|
||||
model=model,
|
||||
|
|
@ -383,6 +509,141 @@ class AnthropicPassthroughLoggingHandler:
|
|||
)
|
||||
return complete_streaming_response
|
||||
|
||||
@staticmethod
|
||||
def _extract_sse_data(event_str: str) -> Optional[dict]:
|
||||
"""Parse the JSON object from the ``data:`` line of an Anthropic SSE event."""
|
||||
for line in event_str.splitlines():
|
||||
stripped = line.strip()
|
||||
if stripped.startswith("data:"):
|
||||
payload = stripped[len("data:") :].strip()
|
||||
if not payload or payload == "[DONE]":
|
||||
return None
|
||||
try:
|
||||
return cast(dict, json.loads(payload))
|
||||
except (ValueError, TypeError):
|
||||
return None
|
||||
return None
|
||||
|
||||
@staticmethod
|
||||
def _build_usage_only_response_from_chunks(
|
||||
all_chunks: Sequence[Union[str, bytes]],
|
||||
model: str,
|
||||
) -> Optional[ModelResponse]:
|
||||
"""
|
||||
Build a usage-bearing ModelResponse from Anthropic SSE token-usage events, for
|
||||
cost tracking when stream_chunk_builder cannot reassemble the stream.
|
||||
|
||||
Anthropic emits usage in ``message_start`` (uncached input + cache tokens, and an
|
||||
initial output_tokens) and the final ``message_delta`` (cumulative output_tokens)
|
||||
regardless of the content/tool shape, so cost is recoverable even when full
|
||||
content assembly fails. Returns ``None`` if no usage event is found.
|
||||
"""
|
||||
input_tokens = 0
|
||||
cache_read = 0
|
||||
cache_creation = 0
|
||||
cache_creation_5m: Optional[int] = None
|
||||
cache_creation_1h: Optional[int] = None
|
||||
output_tokens = 0
|
||||
web_search_requests: Optional[int] = None
|
||||
tool_search_requests: Optional[int] = None
|
||||
inference_geo: Optional[str] = None
|
||||
stop_reason: Optional[str] = None
|
||||
found_usage = False
|
||||
resolved_model = model
|
||||
for _chunk_str in all_chunks:
|
||||
for (
|
||||
event_str
|
||||
) in AnthropicPassthroughLoggingHandler._split_sse_chunk_into_events(
|
||||
_chunk_str
|
||||
):
|
||||
data = AnthropicPassthroughLoggingHandler._extract_sse_data(event_str)
|
||||
if not data:
|
||||
continue
|
||||
event_type = data.get("type")
|
||||
if event_type == "message_start":
|
||||
message = data.get("message") or {}
|
||||
if not resolved_model or resolved_model == "unknown":
|
||||
resolved_model = message.get("model") or resolved_model
|
||||
usage = message.get("usage") or {}
|
||||
input_tokens = usage.get("input_tokens") or input_tokens
|
||||
cache_read = usage.get("cache_read_input_tokens") or cache_read
|
||||
cache_creation = (
|
||||
usage.get("cache_creation_input_tokens") or cache_creation
|
||||
)
|
||||
_cc = usage.get("cache_creation")
|
||||
if isinstance(_cc, dict):
|
||||
cache_creation_5m = _cc.get("ephemeral_5m_input_tokens")
|
||||
cache_creation_1h = _cc.get("ephemeral_1h_input_tokens")
|
||||
if usage.get("inference_geo") is not None:
|
||||
inference_geo = usage.get("inference_geo")
|
||||
if usage.get("output_tokens") is not None:
|
||||
output_tokens = usage.get("output_tokens")
|
||||
found_usage = True
|
||||
elif event_type == "message_delta":
|
||||
_delta_stop = (data.get("delta") or {}).get("stop_reason")
|
||||
if _delta_stop:
|
||||
stop_reason = _delta_stop
|
||||
usage = data.get("usage") or {}
|
||||
if usage.get("output_tokens") is not None:
|
||||
output_tokens = usage.get("output_tokens")
|
||||
_stu = usage.get("server_tool_use")
|
||||
if isinstance(_stu, dict):
|
||||
if _stu.get("web_search_requests") is not None:
|
||||
web_search_requests = _stu.get("web_search_requests")
|
||||
if _stu.get("tool_search_requests") is not None:
|
||||
tool_search_requests = _stu.get("tool_search_requests")
|
||||
if usage.get("cache_read_input_tokens") is not None:
|
||||
cache_read = usage.get("cache_read_input_tokens")
|
||||
if usage.get("inference_geo") is not None:
|
||||
inference_geo = usage.get("inference_geo")
|
||||
found_usage = True
|
||||
if not found_usage:
|
||||
return None
|
||||
# If only the 5m/1h split was provided, derive the cache_creation total from it.
|
||||
if not cache_creation and (cache_creation_5m or cache_creation_1h):
|
||||
cache_creation = (cache_creation_5m or 0) + (cache_creation_1h or 0)
|
||||
# build usage via the same AnthropicConfig.calculate_usage path the success
|
||||
# cases use, so prompt_tokens are cache-inclusive and cache / server_tool_use /
|
||||
# inference_geo tokens are priced instead of left at $0
|
||||
usage_object: dict = {
|
||||
"input_tokens": input_tokens,
|
||||
"output_tokens": output_tokens,
|
||||
}
|
||||
if cache_read:
|
||||
usage_object["cache_read_input_tokens"] = cache_read
|
||||
if cache_creation:
|
||||
usage_object["cache_creation_input_tokens"] = cache_creation
|
||||
if cache_creation_5m is not None or cache_creation_1h is not None:
|
||||
usage_object["cache_creation"] = {
|
||||
"ephemeral_5m_input_tokens": cache_creation_5m or 0,
|
||||
"ephemeral_1h_input_tokens": cache_creation_1h or 0,
|
||||
}
|
||||
if web_search_requests is not None or tool_search_requests is not None:
|
||||
_server_tool_use: dict = {}
|
||||
if web_search_requests is not None:
|
||||
_server_tool_use["web_search_requests"] = web_search_requests
|
||||
if tool_search_requests is not None:
|
||||
_server_tool_use["tool_search_requests"] = tool_search_requests
|
||||
usage_object["server_tool_use"] = _server_tool_use
|
||||
if inference_geo is not None:
|
||||
usage_object["inference_geo"] = inference_geo
|
||||
usage_obj = AnthropicConfig().calculate_usage(
|
||||
usage_object=usage_object, reasoning_content=None
|
||||
)
|
||||
return ModelResponse(
|
||||
model=resolved_model,
|
||||
choices=[
|
||||
Choices(
|
||||
finish_reason=(
|
||||
map_finish_reason(stop_reason) if stop_reason else "stop"
|
||||
),
|
||||
index=0,
|
||||
message=Message(role="assistant", content=""),
|
||||
)
|
||||
],
|
||||
usage=usage_obj,
|
||||
)
|
||||
|
||||
@staticmethod
|
||||
def batch_creation_handler( # noqa: PLR0915
|
||||
httpx_response: httpx.Response,
|
||||
|
|
|
|||
|
|
@ -116,6 +116,9 @@ class BasePassthroughLoggingHandler(ABC):
|
|||
|
||||
kwargs["response_cost"] = response_cost
|
||||
kwargs["model"] = model
|
||||
# the pass-through success path reads spend from
|
||||
# model_call_details["response_cost"], not from kwargs
|
||||
logging_obj.model_call_details["response_cost"] = response_cost
|
||||
passthrough_logging_payload: Optional[PassthroughStandardLoggingPayload] = ( # type: ignore
|
||||
kwargs.get("passthrough_logging_payload")
|
||||
)
|
||||
|
|
|
|||
|
|
@ -230,8 +230,10 @@ class PassThroughStreamingHandler:
|
|||
Returns:
|
||||
List of string lines, with each line being a complete data: {} chunk
|
||||
"""
|
||||
# Combine all bytes and decode to string
|
||||
combined_str = b"".join(raw_bytes).decode("utf-8")
|
||||
# errors="replace" so a stream cut mid-multibyte-sequence (client disconnect)
|
||||
# still decodes and logs the usage events already received, instead of raising
|
||||
# and dropping the whole request from SpendLogs
|
||||
combined_str = b"".join(raw_bytes).decode("utf-8", errors="replace")
|
||||
|
||||
# Split by newlines and filter out empty lines
|
||||
lines = [line.strip() for line in combined_str.split("\n") if line.strip()]
|
||||
|
|
|
|||
|
|
@ -263,6 +263,13 @@ def get_logging_payload( # noqa: PLR0915
|
|||
elif isinstance(_usage, dict):
|
||||
usage = _usage
|
||||
|
||||
# A request that failed mid-stream has no usable response_obj usage, but the
|
||||
# streaming handler may have recovered the usage from the chunks already
|
||||
# delivered. Honor that override so the partial usage lands in spend tracking.
|
||||
_combined_usage = kwargs.get("combined_usage_object")
|
||||
if not usage and isinstance(_combined_usage, litellm.Usage):
|
||||
usage = _combined_usage.model_dump()
|
||||
|
||||
id = get_spend_logs_id(call_type or "acompletion", response_obj_dict, kwargs)
|
||||
standard_logging_payload = cast(
|
||||
Optional[StandardLoggingPayload], kwargs.get("standard_logging_object", None)
|
||||
|
|
|
|||
|
|
@ -1822,6 +1822,19 @@ class ProxyLogging:
|
|||
original_exception=original_exception,
|
||||
)
|
||||
|
||||
# A stream that broke mid-flight still billed the provider for the
|
||||
# chunks already delivered; the streaming handler stashes that
|
||||
# recovered usage and cost here. Lift them onto request_data so the
|
||||
# failure-path spend callbacks (which run after the logging object
|
||||
# is popped) record the real partial spend instead of zero.
|
||||
_logging_obj = request_data.get("litellm_logging_obj")
|
||||
if _logging_obj is not None:
|
||||
_model_call_details = getattr(_logging_obj, "model_call_details", {})
|
||||
_recovered_usage = _model_call_details.get("combined_usage_object")
|
||||
if _recovered_usage is not None:
|
||||
request_data["combined_usage_object"] = _recovered_usage
|
||||
request_data["response_cost"] = _model_call_details.get("response_cost")
|
||||
|
||||
# Remove before callbacks iterate — not serialisable
|
||||
request_data.pop("litellm_logging_obj", None)
|
||||
|
||||
|
|
|
|||
|
|
@ -1553,7 +1553,7 @@ class Usage(SafeAttributeModel, CompletionUsage):
|
|||
completion_tokens_details: Optional[
|
||||
Union[CompletionTokensDetailsWrapper, dict]
|
||||
] = None,
|
||||
server_tool_use: Optional[ServerToolUse] = None,
|
||||
server_tool_use: Optional[Union[ServerToolUse, dict]] = None,
|
||||
cost: Optional[float] = None,
|
||||
**params,
|
||||
):
|
||||
|
|
@ -1654,6 +1654,8 @@ class Usage(SafeAttributeModel, CompletionUsage):
|
|||
prompt_tokens_details=_prompt_tokens_details or None,
|
||||
)
|
||||
|
||||
if isinstance(server_tool_use, dict):
|
||||
server_tool_use = ServerToolUse(**server_tool_use)
|
||||
if server_tool_use is not None:
|
||||
self.server_tool_use = server_tool_use
|
||||
else: # maintain openai compatibility in usage object if possible
|
||||
|
|
|
|||
|
|
@ -1,6 +1,6 @@
|
|||
[project]
|
||||
name = "litellm"
|
||||
version = "1.84.9"
|
||||
version = "1.84.10"
|
||||
description = "Library to easily interface with LLM API providers"
|
||||
readme = "README.md"
|
||||
requires-python = ">=3.10, <3.14"
|
||||
|
|
@ -23,7 +23,7 @@ dependencies = [
|
|||
"tokenizers>=0.21.0,<1.0",
|
||||
"click>=8.0.0,<9.0",
|
||||
"jinja2>=3.1.6,<4.0",
|
||||
"aiohttp>=3.10,<4.0",
|
||||
"aiohttp>=3.14.1,<4.0",
|
||||
"pydantic>=2.10.0,<3.0.0",
|
||||
"jsonschema>=4.0.0,<5.0",
|
||||
]
|
||||
|
|
@ -49,7 +49,7 @@ proxy = [
|
|||
"fastapi-sso==0.19.0",
|
||||
"PyJWT==2.12.0",
|
||||
"python-multipart==0.0.27",
|
||||
"cryptography==46.0.7",
|
||||
"cryptography==48.0.1",
|
||||
"pynacl==1.6.2",
|
||||
"websockets==15.0.1",
|
||||
"boto3==1.43.1",
|
||||
|
|
@ -82,10 +82,10 @@ utils = [
|
|||
]
|
||||
caching = ["diskcache==5.6.3"]
|
||||
semantic-router = [
|
||||
"semantic-router==0.1.12; python_version < '3.14'",
|
||||
"aurelio-sdk==0.0.19; python_version < '3.14'",
|
||||
"semantic-router>=0.1.15,<1.0; python_version < '3.14'",
|
||||
"aurelio-sdk>=0.0.19,<1.0; python_version < '3.14'",
|
||||
]
|
||||
mlflow = ["mlflow==3.11.1"]
|
||||
mlflow = ["mlflow>=3.11.1,<4.0"]
|
||||
grpc = [
|
||||
# Newest non-yanked release older than the 30-day cutoff.
|
||||
"grpcio==1.78.0",
|
||||
|
|
@ -153,7 +153,7 @@ dev = [
|
|||
"parameterized==0.9.0",
|
||||
"openapi-core==0.22.0; python_version < '3.14'",
|
||||
"pytest-timeout==2.4.0",
|
||||
"vcrpy==8.1.1",
|
||||
"vcrpy==8.2.1",
|
||||
"pytest-recording==0.13.4",
|
||||
]
|
||||
proxy-dev = [
|
||||
|
|
@ -178,7 +178,7 @@ ci = [
|
|||
"pytest-codspeed==4.3.0",
|
||||
"pytest-retry==1.7.0",
|
||||
"pyarrow==22.0.0",
|
||||
"langchain==1.2.10",
|
||||
"langchain==1.3.9",
|
||||
"lunary==1.4.36; python_version == '3.10'",
|
||||
"lunary==1.4.37; python_version >= '3.11'",
|
||||
"logfire==4.6.0",
|
||||
|
|
@ -196,11 +196,8 @@ ci = [
|
|||
"pyright==1.1.408",
|
||||
"langchain-mcp-adapters==0.2.1",
|
||||
"langchain-openai==1.1.14",
|
||||
"langgraph==1.0.10",
|
||||
# langgraph-prebuilt 1.0.9 imports ExecutionInfo/ServerInfo from
|
||||
# langgraph.runtime, which is not exported until langgraph 1.1.0.
|
||||
# Pin to 1.0.8 so it pairs correctly with langgraph==1.0.10.
|
||||
"langgraph-prebuilt==1.0.8",
|
||||
"langgraph>=1.2.4,<1.3.0",
|
||||
"langgraph-prebuilt>=1.1.0,<1.3.0",
|
||||
"claude-agent-sdk==0.1.44",
|
||||
]
|
||||
healthcheck = [
|
||||
|
|
@ -242,7 +239,7 @@ source-exclude = [
|
|||
profile = "black"
|
||||
|
||||
[tool.commitizen]
|
||||
version = "1.84.9"
|
||||
version = "1.84.10"
|
||||
version_files = [
|
||||
"pyproject.toml:^version",
|
||||
]
|
||||
|
|
|
|||
|
|
@ -2878,3 +2878,46 @@ def test_success_handler_unified_helper_runs_for_typed_results():
|
|||
)
|
||||
mock_calc.assert_called_once()
|
||||
assert logging_obj.model_call_details["response_cost"] == expected_cost
|
||||
|
||||
|
||||
def test_failure_handler_records_recovered_partial_spend(logging_obj):
|
||||
"""A stream interrupted mid-flight still billed the provider for the chunks
|
||||
already delivered. When the router stashes that recovered usage as
|
||||
``combined_usage_object`` and pre-computes ``response_cost``, the failure
|
||||
handler must preserve them so the failure row carries the real partial
|
||||
spend instead of zero.
|
||||
"""
|
||||
from litellm.types.utils import Usage
|
||||
|
||||
logging_obj.model_call_details["combined_usage_object"] = Usage(
|
||||
prompt_tokens=17, completion_tokens=9, total_tokens=26
|
||||
)
|
||||
logging_obj.model_call_details["response_cost"] = 0.00012
|
||||
|
||||
logging_obj._failure_handler_helper_fn(
|
||||
exception=Exception("Connection lost"),
|
||||
traceback_exception="Traceback ...",
|
||||
)
|
||||
|
||||
payload = logging_obj.model_call_details["standard_logging_object"]
|
||||
assert payload["status"] == "failure"
|
||||
assert payload["response_cost"] == 0.00012
|
||||
assert payload["prompt_tokens"] == 17
|
||||
assert payload["completion_tokens"] == 9
|
||||
assert payload["total_tokens"] == 26
|
||||
|
||||
|
||||
def test_failure_handler_zeroes_spend_without_recovered_usage(logging_obj):
|
||||
"""A failure with no recovered partial usage keeps the existing behavior of
|
||||
recording zero spend, so the partial-spend preservation does not leak into
|
||||
ordinary failures.
|
||||
"""
|
||||
logging_obj._failure_handler_helper_fn(
|
||||
exception=Exception("boom"),
|
||||
traceback_exception="Traceback ...",
|
||||
)
|
||||
|
||||
payload = logging_obj.model_call_details["standard_logging_object"]
|
||||
assert payload["status"] == "failure"
|
||||
assert payload["response_cost"] == 0
|
||||
assert payload["total_tokens"] == 0
|
||||
|
|
|
|||
|
|
@ -2118,3 +2118,207 @@ def test_gemini_legacy_vertex_tool_calls_finish_reason_with_stop_enum():
|
|||
f"Expected 'tool_calls' but got {final.choices[0].finish_reason!r}. "
|
||||
"STOP enum was not normalised through map_finish_reason()."
|
||||
)
|
||||
|
||||
|
||||
def test_record_partial_usage_for_failure_stashes_usage_and_cost():
|
||||
"""A stream that breaks mid-flight must surface the usage assembled from the
|
||||
chunks already delivered, plus its cost, on the logging object so the
|
||||
failure handler records the real partial spend instead of zero.
|
||||
"""
|
||||
logging_obj = Logging(
|
||||
model="gpt-4o-mini",
|
||||
messages=[{"role": "user", "content": "Hey"}],
|
||||
stream=True,
|
||||
call_type="completion",
|
||||
start_time=time.time(),
|
||||
litellm_call_id="partial-usage-1",
|
||||
function_id="1245",
|
||||
)
|
||||
logging_obj.model_call_details["custom_llm_provider"] = "openai"
|
||||
|
||||
wrapper = CustomStreamWrapper(
|
||||
completion_stream=None,
|
||||
model="gpt-4o-mini",
|
||||
logging_obj=logging_obj,
|
||||
custom_llm_provider="openai",
|
||||
)
|
||||
wrapper.chunks = [
|
||||
ModelResponseStream(
|
||||
id="chatcmpl-partial-1",
|
||||
created=1742056047,
|
||||
model="gpt-4o-mini",
|
||||
object="chat.completion.chunk",
|
||||
choices=[
|
||||
StreamingChoices(
|
||||
finish_reason=None,
|
||||
index=0,
|
||||
delta=Delta(
|
||||
content="The Roman Empire began when", role="assistant"
|
||||
),
|
||||
)
|
||||
],
|
||||
usage=Usage(prompt_tokens=30, completion_tokens=1, total_tokens=31),
|
||||
)
|
||||
]
|
||||
|
||||
wrapper._record_partial_usage_for_failure()
|
||||
|
||||
stashed = logging_obj.model_call_details["combined_usage_object"]
|
||||
assert stashed.prompt_tokens == 30
|
||||
assert stashed.completion_tokens == 1
|
||||
assert stashed.total_tokens == 31
|
||||
assert isinstance(logging_obj.model_call_details["response_cost"], float)
|
||||
|
||||
|
||||
def test_record_partial_usage_for_failure_noop_without_chunks():
|
||||
"""With no chunks delivered there is nothing billed to recover, so the
|
||||
failure stash must stay absent and not force a zero-usage row.
|
||||
"""
|
||||
logging_obj = Logging(
|
||||
model="gpt-4o-mini",
|
||||
messages=[{"role": "user", "content": "Hey"}],
|
||||
stream=True,
|
||||
call_type="completion",
|
||||
start_time=time.time(),
|
||||
litellm_call_id="partial-usage-2",
|
||||
function_id="1245",
|
||||
)
|
||||
wrapper = CustomStreamWrapper(
|
||||
completion_stream=None,
|
||||
model="gpt-4o-mini",
|
||||
logging_obj=logging_obj,
|
||||
custom_llm_provider="openai",
|
||||
)
|
||||
wrapper.chunks = []
|
||||
|
||||
wrapper._record_partial_usage_for_failure()
|
||||
|
||||
assert "combined_usage_object" not in logging_obj.model_call_details
|
||||
|
||||
|
||||
@pytest.mark.parametrize("sync_mode", [True, False])
|
||||
@pytest.mark.asyncio
|
||||
async def test_stream_chunk_builder_raise_at_end_of_stream_still_recovers_usage(
|
||||
sync_mode,
|
||||
):
|
||||
"""stream_chunk_builder re-raises (as APIError) on large agentic tool-use
|
||||
streams. That raise originates inside the except-StopIteration handler, so
|
||||
before the fix it escaped __next__/__anext__ and the request was dropped from
|
||||
SpendLogs while the provider billed the tokens. The wrapper must catch it and
|
||||
recover usage from the raw chunks so cost is still tracked."""
|
||||
final_usage_block = Usage(
|
||||
completion_tokens=392, prompt_tokens=1799, total_tokens=2191
|
||||
)
|
||||
final_chunk = ModelResponseStream(
|
||||
id="chatcmpl-raise-test",
|
||||
created=1742056047,
|
||||
model=None,
|
||||
object="chat.completion.chunk",
|
||||
choices=[
|
||||
StreamingChoices(
|
||||
finish_reason="stop",
|
||||
index=0,
|
||||
delta=Delta(content="", role="assistant"),
|
||||
)
|
||||
],
|
||||
usage=final_usage_block,
|
||||
)
|
||||
test_chunks = bedrock_chunks + [final_chunk]
|
||||
|
||||
logging_obj = Logging(
|
||||
model="bedrock/claude-haiku-4-5-20251001-v1:0",
|
||||
messages=[{"role": "user", "content": "Hey"}],
|
||||
stream=True,
|
||||
call_type="completion",
|
||||
start_time=time.time(),
|
||||
litellm_call_id="raise-test",
|
||||
function_id="1245",
|
||||
)
|
||||
|
||||
response = CustomStreamWrapper(
|
||||
completion_stream=ModelResponseListIterator(model_responses=test_chunks),
|
||||
model="bedrock/claude-haiku-4-5-20251001-v1:0",
|
||||
custom_llm_provider="bedrock",
|
||||
logging_obj=logging_obj,
|
||||
stream_options={"include_usage": True},
|
||||
)
|
||||
|
||||
seen_usage = []
|
||||
with patch.object(
|
||||
litellm,
|
||||
"stream_chunk_builder",
|
||||
side_effect=Exception("simulated assembly failure"),
|
||||
):
|
||||
# before the fix this raised and dropped the request; it must not raise now
|
||||
if sync_mode:
|
||||
for chunk in response:
|
||||
if getattr(chunk, "usage", None) is not None:
|
||||
seen_usage.append(chunk.usage)
|
||||
else:
|
||||
async for chunk in response:
|
||||
if getattr(chunk, "usage", None) is not None:
|
||||
seen_usage.append(chunk.usage)
|
||||
|
||||
assert any(
|
||||
u.total_tokens == final_usage_block.total_tokens for u in seen_usage
|
||||
), "usage recovered from raw chunks was not emitted after stream_chunk_builder raised"
|
||||
|
||||
|
||||
@pytest.mark.parametrize("sync_mode", [True, False])
|
||||
@pytest.mark.asyncio
|
||||
async def test_stream_chunk_builder_raise_and_usage_recovery_failure_does_not_crash(
|
||||
sync_mode,
|
||||
):
|
||||
"""If end-of-stream assembly raises AND best-effort usage recovery from the raw
|
||||
chunks also fails, the stream must still complete cleanly rather than propagate
|
||||
the exception to the consumer."""
|
||||
from litellm.litellm_core_utils import streaming_handler as sh_module
|
||||
|
||||
final_chunk = ModelResponseStream(
|
||||
id="chatcmpl-raise-recover-fail",
|
||||
created=1742056047,
|
||||
model=None,
|
||||
object="chat.completion.chunk",
|
||||
choices=[
|
||||
StreamingChoices(
|
||||
finish_reason="stop",
|
||||
index=0,
|
||||
delta=Delta(content="", role="assistant"),
|
||||
)
|
||||
],
|
||||
usage=Usage(completion_tokens=1, prompt_tokens=1, total_tokens=2),
|
||||
)
|
||||
|
||||
response = CustomStreamWrapper(
|
||||
completion_stream=ModelResponseListIterator(
|
||||
model_responses=bedrock_chunks + [final_chunk]
|
||||
),
|
||||
model="bedrock/claude-haiku-4-5-20251001-v1:0",
|
||||
custom_llm_provider="bedrock",
|
||||
logging_obj=Logging(
|
||||
model="bedrock/claude-haiku-4-5-20251001-v1:0",
|
||||
messages=[{"role": "user", "content": "Hey"}],
|
||||
stream=True,
|
||||
call_type="completion",
|
||||
start_time=time.time(),
|
||||
litellm_call_id="raise-recover-fail",
|
||||
function_id="1245",
|
||||
),
|
||||
stream_options={"include_usage": True},
|
||||
)
|
||||
|
||||
with (
|
||||
patch.object(
|
||||
litellm, "stream_chunk_builder", side_effect=Exception("assembly failed")
|
||||
),
|
||||
patch.object(
|
||||
sh_module, "calculate_total_usage", side_effect=Exception("recovery failed")
|
||||
),
|
||||
):
|
||||
# must not raise even though both assembly and recovery fail
|
||||
if sync_mode:
|
||||
chunks = [c for c in response]
|
||||
else:
|
||||
chunks = [c async for c in response]
|
||||
|
||||
assert len(chunks) > 0
|
||||
|
|
|
|||
|
|
@ -2688,3 +2688,54 @@ async def test_team_member_budget_check_zero_per_member_row_still_blocks():
|
|||
proxy_logging_obj=proxy_logging_obj,
|
||||
)
|
||||
assert exc_info.value.max_budget == 0.0
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_virtual_key_max_budget_error_names_the_key():
|
||||
"""BudgetExceededError for a virtual key must name the key (alias + masked key)
|
||||
so operators don't have to reverse-map a spend figure back to a key."""
|
||||
valid_token = UserAPIKeyAuth(
|
||||
token="hashed-token",
|
||||
key_alias="payments-prod",
|
||||
key_name="sk-...um_g",
|
||||
max_budget=10.0,
|
||||
spend=0.0,
|
||||
)
|
||||
proxy_logging_obj = MagicMock()
|
||||
proxy_logging_obj.budget_alerts = AsyncMock()
|
||||
|
||||
with patch(
|
||||
"litellm.proxy.proxy_server.get_current_spend",
|
||||
new=AsyncMock(return_value=25.0),
|
||||
):
|
||||
with pytest.raises(litellm.BudgetExceededError) as exc_info:
|
||||
await _virtual_key_max_budget_check(
|
||||
valid_token=valid_token,
|
||||
proxy_logging_obj=proxy_logging_obj,
|
||||
)
|
||||
|
||||
message = str(exc_info.value)
|
||||
assert "payments-prod" in message
|
||||
assert "sk-...um_g" in message
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_virtual_key_max_budget_not_exceeded_does_not_raise():
|
||||
"""Spend below the configured budget must not raise."""
|
||||
valid_token = UserAPIKeyAuth(
|
||||
token="hashed-token",
|
||||
key_alias="payments-prod",
|
||||
max_budget=10.0,
|
||||
spend=0.0,
|
||||
)
|
||||
proxy_logging_obj = MagicMock()
|
||||
proxy_logging_obj.budget_alerts = AsyncMock()
|
||||
|
||||
with patch(
|
||||
"litellm.proxy.proxy_server.get_current_spend",
|
||||
new=AsyncMock(return_value=1.0),
|
||||
):
|
||||
await _virtual_key_max_budget_check(
|
||||
valid_token=valid_token,
|
||||
proxy_logging_obj=proxy_logging_obj,
|
||||
)
|
||||
|
|
|
|||
|
|
@ -1067,3 +1067,40 @@ async def test_failure_hook_drops_error_information_traceback_when_env_set(
|
|||
assert "traceback" not in error_information
|
||||
assert error_information["error_class"] == "RuntimeError"
|
||||
assert error_information["error_message"] == "boom-with-traceback"
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_async_post_call_failure_hook_records_recovered_partial_spend():
|
||||
"""A stream that broke mid-flight still billed the provider. The failure
|
||||
hook lifts the recovered cost onto request_data as ``response_cost``; this
|
||||
hook must pass it through to update_database so the failure row records the
|
||||
real partial spend instead of the hardcoded zero.
|
||||
"""
|
||||
from litellm.types.utils import Usage
|
||||
|
||||
logger = _ProxyDBLogger()
|
||||
user_api_key_dict = UserAPIKeyAuth(api_key="test_api_key", user_id="u", team_id="t")
|
||||
|
||||
request_data = {
|
||||
"model": "anthropic/claude-haiku-4-5",
|
||||
"messages": [{"role": "user", "content": "Hello"}],
|
||||
"metadata": {},
|
||||
"proxy_server_request": {"request_id": "rid"},
|
||||
"response_cost": 3.5e-05,
|
||||
"combined_usage_object": Usage(
|
||||
prompt_tokens=30, completion_tokens=1, total_tokens=31
|
||||
),
|
||||
}
|
||||
|
||||
with patch(
|
||||
"litellm.proxy.db.db_spend_update_writer.DBSpendUpdateWriter.update_database",
|
||||
new_callable=AsyncMock,
|
||||
) as mock_update_database:
|
||||
await logger.async_post_call_failure_hook(
|
||||
request_data=request_data,
|
||||
original_exception=Exception("MidStreamFallbackError: read timeout"),
|
||||
user_api_key_dict=user_api_key_dict,
|
||||
)
|
||||
|
||||
mock_update_database.assert_called_once()
|
||||
assert mock_update_database.call_args[1]["response_cost"] == 3.5e-05
|
||||
|
|
|
|||
|
|
@ -1345,3 +1345,451 @@ class TestNonStreamingResponseRedaction:
|
|||
leaked = logging_obj.model_call_details.get("complete_streaming_response")
|
||||
assert leaked is None
|
||||
assert redacted.choices[0].message.content == "redacted-by-litellm"
|
||||
|
||||
|
||||
class TestInterruptedStreamOutputTokenRecovery:
|
||||
"""
|
||||
When an Anthropic pass-through stream is interrupted (client disconnect)
|
||||
before the terminal ``message_delta``, the only usage signal is the
|
||||
``message_start`` ``output_tokens`` placeholder (typically 1-3), so
|
||||
completion tokens and spend are undercounted ~20x. The handler must
|
||||
re-tokenize the buffered ``content_block_delta`` text to recover a
|
||||
realistic ``output_tokens``; completed streams must stay untouched.
|
||||
"""
|
||||
|
||||
@staticmethod
|
||||
def _sse(event, data):
|
||||
return f"event: {event}\ndata: {json.dumps(data)}\n\n".encode()
|
||||
|
||||
_MODEL = "claude-3-5-haiku-20241022"
|
||||
_OUTPUT_TEXT = (
|
||||
"The history of computing spans centuries, beginning with mechanical "
|
||||
"calculators and the abacus, advancing through Charles Babbage's "
|
||||
"analytical engine, Ada Lovelace's first algorithm, Alan Turing's "
|
||||
"theoretical machine, and the electronic computers of the twentieth "
|
||||
"century that gave rise to the modern information age."
|
||||
)
|
||||
|
||||
def _interrupted_chunks(self, *, placeholder_output_tokens: int = 2):
|
||||
from litellm.proxy.pass_through_endpoints.streaming_handler import (
|
||||
PassThroughStreamingHandler,
|
||||
)
|
||||
|
||||
words = self._OUTPUT_TEXT.split(" ")
|
||||
frames = [
|
||||
self._sse(
|
||||
"message_start",
|
||||
{
|
||||
"type": "message_start",
|
||||
"message": {
|
||||
"id": "msg_interrupted",
|
||||
"type": "message",
|
||||
"role": "assistant",
|
||||
"model": self._MODEL,
|
||||
"content": [],
|
||||
"stop_reason": None,
|
||||
"stop_sequence": None,
|
||||
"usage": {
|
||||
"input_tokens": 29,
|
||||
"output_tokens": placeholder_output_tokens,
|
||||
},
|
||||
},
|
||||
},
|
||||
),
|
||||
self._sse(
|
||||
"content_block_start",
|
||||
{
|
||||
"type": "content_block_start",
|
||||
"index": 0,
|
||||
"content_block": {"type": "text", "text": ""},
|
||||
},
|
||||
),
|
||||
]
|
||||
for i, word in enumerate(words):
|
||||
text = word if i == 0 else " " + word
|
||||
frames.append(
|
||||
self._sse(
|
||||
"content_block_delta",
|
||||
{
|
||||
"type": "content_block_delta",
|
||||
"index": 0,
|
||||
"delta": {"type": "text_delta", "text": text},
|
||||
},
|
||||
)
|
||||
)
|
||||
# Client disconnects here: no content_block_stop / message_delta /
|
||||
# message_stop are ever received.
|
||||
return list(PassThroughStreamingHandler._convert_raw_bytes_to_str_lines(frames))
|
||||
|
||||
def _completed_chunks(self, *, final_output_tokens: int = 80):
|
||||
chunks = self._interrupted_chunks()
|
||||
chunks.append(
|
||||
"data: "
|
||||
+ json.dumps(
|
||||
{
|
||||
"type": "message_delta",
|
||||
"delta": {"stop_reason": "end_turn", "stop_sequence": None},
|
||||
"usage": {"output_tokens": final_output_tokens},
|
||||
}
|
||||
)
|
||||
)
|
||||
chunks.append('data: {"type": "message_stop"}')
|
||||
return chunks
|
||||
|
||||
def _run(self, all_chunks):
|
||||
logging_obj = MagicMock()
|
||||
logging_obj.model_call_details = {"model": self._MODEL, "stream": True}
|
||||
logging_obj.litellm_call_id = "test-call-id"
|
||||
logging_obj.litellm_params = {}
|
||||
logging_obj.get_router_model_id.return_value = None
|
||||
|
||||
return AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks(
|
||||
litellm_logging_obj=logging_obj,
|
||||
passthrough_success_handler_obj=MagicMock(),
|
||||
url_route="/anthropic/v1/messages",
|
||||
request_body={"model": self._MODEL, "stream": True},
|
||||
endpoint_type="messages",
|
||||
start_time=datetime.now(),
|
||||
all_chunks=all_chunks,
|
||||
end_time=datetime.now(),
|
||||
)
|
||||
|
||||
def test_interrupted_stream_retokenizes_buffered_output(self):
|
||||
import litellm
|
||||
|
||||
placeholder = 2
|
||||
result = self._run(
|
||||
self._interrupted_chunks(placeholder_output_tokens=placeholder)
|
||||
)
|
||||
usage = result["result"].usage
|
||||
|
||||
expected = litellm.token_counter(
|
||||
model=self._MODEL,
|
||||
text=self._OUTPUT_TEXT,
|
||||
count_response_tokens=True,
|
||||
)
|
||||
|
||||
assert expected > placeholder * 5
|
||||
assert usage.completion_tokens == expected
|
||||
assert usage.completion_tokens > placeholder
|
||||
assert usage.total_tokens == usage.prompt_tokens + expected
|
||||
# Anthropic spend is priced off completion_tokens_details.text_tokens; if the
|
||||
# placeholder leaks through here, cost stays undercounted even though
|
||||
# completion_tokens looks right.
|
||||
assert usage.completion_tokens_details.text_tokens == expected
|
||||
|
||||
def test_completed_stream_keeps_message_delta_tokens(self):
|
||||
final = 80
|
||||
result = self._run(self._completed_chunks(final_output_tokens=final))
|
||||
usage = result["result"].usage
|
||||
|
||||
# Terminal message_delta present: recovery must not fire; the authoritative
|
||||
# provider count is preserved verbatim.
|
||||
assert usage.completion_tokens == final
|
||||
|
||||
|
||||
def _sse_bytes(data: dict) -> bytes:
|
||||
return f"event: {data['type']}\ndata: {json.dumps(data)}\n\n".encode()
|
||||
|
||||
|
||||
class TestAnthropicUsageOnlyFallback:
|
||||
"""When stream_chunk_builder cannot reassemble a large/agentic stream (returns
|
||||
None or raises), Anthropic still emits token usage in the message_start /
|
||||
message_delta SSE events. The handler must recover usage-only so the request is
|
||||
priced instead of being dropped from SpendLogs while Anthropic billed the tokens."""
|
||||
|
||||
_CHUNKS = [
|
||||
_sse_bytes(
|
||||
{
|
||||
"type": "message_start",
|
||||
"message": {
|
||||
"model": "claude-3-5-haiku-20241022",
|
||||
"usage": {
|
||||
"input_tokens": 100,
|
||||
"cache_read_input_tokens": 40,
|
||||
"cache_creation_input_tokens": 20,
|
||||
"output_tokens": 1,
|
||||
},
|
||||
},
|
||||
}
|
||||
),
|
||||
_sse_bytes(
|
||||
{
|
||||
"type": "message_delta",
|
||||
"usage": {
|
||||
"output_tokens": 55,
|
||||
"server_tool_use": {"web_search_requests": 2},
|
||||
},
|
||||
}
|
||||
),
|
||||
]
|
||||
|
||||
def test_build_usage_only_recovers_cache_inclusive_usage(self):
|
||||
response = (
|
||||
AnthropicPassthroughLoggingHandler._build_usage_only_response_from_chunks(
|
||||
all_chunks=self._CHUNKS, model="claude-3-5-haiku-20241022"
|
||||
)
|
||||
)
|
||||
assert response is not None
|
||||
usage = response.usage
|
||||
# prompt_tokens must be cache-inclusive (input + cache_read + cache_creation)
|
||||
assert usage.prompt_tokens == 160
|
||||
assert usage.completion_tokens == 55
|
||||
assert usage._cache_read_input_tokens == 40
|
||||
assert usage._cache_creation_input_tokens == 20
|
||||
assert usage.prompt_tokens_details.cached_tokens == 40
|
||||
assert usage.server_tool_use.web_search_requests == 2
|
||||
|
||||
def test_build_usage_only_returns_none_without_usage_events(self):
|
||||
chunks = [_sse_bytes({"type": "content_block_delta", "delta": {"text": "hi"}})]
|
||||
assert (
|
||||
AnthropicPassthroughLoggingHandler._build_usage_only_response_from_chunks(
|
||||
all_chunks=chunks, model="claude-3-5-haiku-20241022"
|
||||
)
|
||||
is None
|
||||
)
|
||||
|
||||
def test_build_usage_only_recovers_cache_split_server_tools_and_model(self):
|
||||
# the model is "unknown" up-front and only the 5m/1h cache split is sent
|
||||
# (no flat cache_creation_input_tokens); web/tool-search and geo arrive in
|
||||
# message_delta. All must be recovered and priced, not left at $0.
|
||||
chunks = [
|
||||
"event: ping\ndata: [DONE]\n\n", # ignored sentinel between real events
|
||||
_sse_bytes(
|
||||
{
|
||||
"type": "message_start",
|
||||
"message": {
|
||||
"model": "claude-opus-4-6",
|
||||
"usage": {
|
||||
"input_tokens": 80,
|
||||
"output_tokens": 1,
|
||||
"cache_creation": {
|
||||
"ephemeral_5m_input_tokens": 12,
|
||||
"ephemeral_1h_input_tokens": 8,
|
||||
},
|
||||
"inference_geo": "us",
|
||||
},
|
||||
},
|
||||
}
|
||||
),
|
||||
_sse_bytes(
|
||||
{
|
||||
"type": "message_delta",
|
||||
"delta": {"stop_reason": "tool_use"},
|
||||
"usage": {
|
||||
"output_tokens": 40,
|
||||
"cache_read_input_tokens": 5,
|
||||
"inference_geo": "us",
|
||||
"server_tool_use": {
|
||||
"web_search_requests": 1,
|
||||
"tool_search_requests": 3,
|
||||
},
|
||||
},
|
||||
}
|
||||
),
|
||||
]
|
||||
response = (
|
||||
AnthropicPassthroughLoggingHandler._build_usage_only_response_from_chunks(
|
||||
all_chunks=chunks, model="unknown"
|
||||
)
|
||||
)
|
||||
assert response is not None
|
||||
assert response.model == "claude-opus-4-6"
|
||||
# the real stop_reason is surfaced, not a hardcoded "stop"
|
||||
assert response.choices[0].finish_reason == "tool_calls"
|
||||
usage = response.usage
|
||||
# 80 input + 20 cache_creation (derived from 12+8) + 5 cache_read
|
||||
assert usage.prompt_tokens == 105
|
||||
assert usage.completion_tokens == 40
|
||||
assert usage._cache_creation_input_tokens == 20
|
||||
assert usage._cache_read_input_tokens == 5
|
||||
assert usage.server_tool_use.web_search_requests == 1
|
||||
assert usage.server_tool_use.tool_search_requests == 3
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
"event_str,expected",
|
||||
[
|
||||
("data: [DONE]", None),
|
||||
("data: ", None),
|
||||
("data: {not-json", None),
|
||||
("event: ping", None),
|
||||
('data: {"a": 1}', {"a": 1}),
|
||||
],
|
||||
)
|
||||
def test_extract_sse_data_handles_malformed_and_sentinel_lines(
|
||||
self, event_str, expected
|
||||
):
|
||||
assert (
|
||||
AnthropicPassthroughLoggingHandler._extract_sse_data(event_str) == expected
|
||||
)
|
||||
|
||||
def _real_logging_obj(self):
|
||||
from litellm.litellm_core_utils.litellm_logging import Logging as RealLoggingObj
|
||||
|
||||
logging_obj = RealLoggingObj(
|
||||
model="claude-3-5-haiku-20241022",
|
||||
messages=[{"role": "user", "content": "hi"}],
|
||||
stream=True,
|
||||
call_type="pass_through_endpoint",
|
||||
start_time=datetime.now(),
|
||||
litellm_call_id="test-call-id",
|
||||
function_id="1",
|
||||
)
|
||||
logging_obj.model_call_details["litellm_params"] = {}
|
||||
logging_obj.litellm_params = {}
|
||||
return logging_obj
|
||||
|
||||
@patch("litellm.completion_cost")
|
||||
@patch.object(
|
||||
AnthropicPassthroughLoggingHandler, "_build_complete_streaming_response"
|
||||
)
|
||||
def test_handler_falls_back_when_assembly_returns_none(
|
||||
self, mock_assemble, mock_cost
|
||||
):
|
||||
mock_assemble.return_value = None
|
||||
mock_cost.return_value = 0.0021
|
||||
logging_obj = self._real_logging_obj()
|
||||
|
||||
result = AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks(
|
||||
litellm_logging_obj=logging_obj,
|
||||
passthrough_success_handler_obj=MagicMock(),
|
||||
url_route="/anthropic/v1/messages",
|
||||
request_body={"model": "claude-3-5-haiku-20241022", "stream": True},
|
||||
endpoint_type="messages",
|
||||
start_time=datetime.now(),
|
||||
all_chunks=list(self._CHUNKS),
|
||||
end_time=datetime.now(),
|
||||
)
|
||||
|
||||
assert result["result"] is not None
|
||||
assert result["result"].usage.completion_tokens == 55
|
||||
assert result["kwargs"]["response_cost"] == 0.0021
|
||||
|
||||
@patch("litellm.completion_cost")
|
||||
@patch.object(
|
||||
AnthropicPassthroughLoggingHandler, "_build_complete_streaming_response"
|
||||
)
|
||||
def test_handler_falls_back_when_assembly_raises(self, mock_assemble, mock_cost):
|
||||
import litellm
|
||||
|
||||
mock_assemble.side_effect = litellm.APIError(
|
||||
status_code=500,
|
||||
message="boom",
|
||||
llm_provider="anthropic",
|
||||
model="claude-3-5-haiku-20241022",
|
||||
)
|
||||
mock_cost.return_value = 0.0021
|
||||
logging_obj = self._real_logging_obj()
|
||||
|
||||
result = AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks(
|
||||
litellm_logging_obj=logging_obj,
|
||||
passthrough_success_handler_obj=MagicMock(),
|
||||
url_route="/anthropic/v1/messages",
|
||||
request_body={"model": "claude-3-5-haiku-20241022", "stream": True},
|
||||
endpoint_type="messages",
|
||||
start_time=datetime.now(),
|
||||
all_chunks=list(self._CHUNKS),
|
||||
end_time=datetime.now(),
|
||||
)
|
||||
|
||||
# a raise from stream_chunk_builder must be treated like a None result,
|
||||
# not propagate out and drop the request from SpendLogs
|
||||
assert result["result"] is not None
|
||||
assert result["result"].usage.completion_tokens == 55
|
||||
assert result["kwargs"]["response_cost"] == 0.0021
|
||||
|
||||
@patch.object(
|
||||
AnthropicPassthroughLoggingHandler, "_build_complete_streaming_response"
|
||||
)
|
||||
def test_handler_returns_none_when_no_usage_recoverable(self, mock_assemble):
|
||||
# assembly fails AND the chunks carry no usage event, so there is nothing
|
||||
# to price; the handler must return None rather than fabricate a response
|
||||
mock_assemble.return_value = None
|
||||
logging_obj = self._real_logging_obj()
|
||||
chunks = [_sse_bytes({"type": "content_block_delta", "delta": {"text": "hi"}})]
|
||||
|
||||
result = AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks(
|
||||
litellm_logging_obj=logging_obj,
|
||||
passthrough_success_handler_obj=MagicMock(),
|
||||
url_route="/anthropic/v1/messages",
|
||||
request_body={"model": "claude-3-5-haiku-20241022", "stream": True},
|
||||
endpoint_type="messages",
|
||||
start_time=datetime.now(),
|
||||
all_chunks=chunks,
|
||||
end_time=datetime.now(),
|
||||
)
|
||||
|
||||
assert result["result"] is None
|
||||
assert result["kwargs"] == {}
|
||||
|
||||
@patch.object(
|
||||
AnthropicPassthroughLoggingHandler, "_build_usage_only_response_from_chunks"
|
||||
)
|
||||
@patch.object(
|
||||
AnthropicPassthroughLoggingHandler, "_build_complete_streaming_response"
|
||||
)
|
||||
def test_handler_does_not_crash_when_usage_only_fallback_raises(
|
||||
self, mock_assemble, mock_fallback
|
||||
):
|
||||
# if the usage-only fallback itself raises, it must be treated as None and
|
||||
# drop gracefully, not propagate out and crash the success handler
|
||||
mock_assemble.return_value = None
|
||||
mock_fallback.side_effect = Exception("fallback boom")
|
||||
logging_obj = self._real_logging_obj()
|
||||
|
||||
result = AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks(
|
||||
litellm_logging_obj=logging_obj,
|
||||
passthrough_success_handler_obj=MagicMock(),
|
||||
url_route="/anthropic/v1/messages",
|
||||
request_body={"model": "claude-3-5-haiku-20241022", "stream": True},
|
||||
endpoint_type="messages",
|
||||
start_time=datetime.now(),
|
||||
all_chunks=list(self._CHUNKS),
|
||||
end_time=datetime.now(),
|
||||
)
|
||||
|
||||
assert result["result"] is None
|
||||
assert result["kwargs"] == {}
|
||||
|
||||
|
||||
class TestAnthropicResponseCostRecordedOnModelCallDetails:
|
||||
"""The pass-through success path reads spend from
|
||||
model_call_details["response_cost"], not from kwargs, so the streaming payload
|
||||
builder must record it there or streaming pass-through logs $0."""
|
||||
|
||||
def test_create_payload_records_response_cost_on_model_call_details(self):
|
||||
from litellm.types.utils import Choices, Message, ModelResponse
|
||||
|
||||
logging_obj = MagicMock()
|
||||
logging_obj.model_call_details = {}
|
||||
logging_obj.get_router_model_id.return_value = None
|
||||
logging_obj.litellm_params = {}
|
||||
logging_obj.litellm_call_id = "test-call-id"
|
||||
|
||||
response = ModelResponse(
|
||||
id="test-id",
|
||||
choices=[
|
||||
Choices(
|
||||
finish_reason="stop",
|
||||
index=0,
|
||||
message=Message(content="hello", role="assistant"),
|
||||
)
|
||||
],
|
||||
created=1234567890,
|
||||
model="claude-3-7-sonnet-20250219",
|
||||
usage={"prompt_tokens": 10, "completion_tokens": 5, "total_tokens": 15},
|
||||
)
|
||||
|
||||
kwargs = AnthropicPassthroughLoggingHandler._create_anthropic_response_logging_payload(
|
||||
litellm_model_response=response,
|
||||
model="claude-3-7-sonnet-20250219",
|
||||
kwargs={},
|
||||
start_time=datetime.now(),
|
||||
end_time=datetime.now(),
|
||||
logging_obj=logging_obj,
|
||||
)
|
||||
|
||||
assert (
|
||||
logging_obj.model_call_details["response_cost"] == kwargs["response_cost"]
|
||||
)
|
||||
assert logging_obj.model_call_details["response_cost"] > 0
|
||||
|
|
|
|||
|
|
@ -118,3 +118,20 @@ async def test_chunk_processor_does_not_schedule_logging_when_no_chunks():
|
|||
|
||||
assert received == []
|
||||
mock_route.assert_not_called()
|
||||
|
||||
|
||||
def test_convert_raw_bytes_survives_truncated_multibyte_sequence():
|
||||
"""A stream cut mid-multibyte-sequence (client disconnect) must still decode
|
||||
via errors="replace" so the usage events already received are logged, instead
|
||||
of raising UnicodeDecodeError and dropping the whole request from SpendLogs."""
|
||||
# the 3-byte "☃" (E2 98 83) is cut after 2 bytes, leaving an invalid sequence
|
||||
# that strict utf-8 decode would raise on, discarding the message_delta line too
|
||||
truncated_codepoint = "☃".encode("utf-8")[:2]
|
||||
raw_bytes = [
|
||||
b'data: {"text": "' + truncated_codepoint,
|
||||
b'\ndata: {"type": "message_delta"}\n',
|
||||
]
|
||||
|
||||
lines = PassThroughStreamingHandler._convert_raw_bytes_to_str_lines(raw_bytes)
|
||||
|
||||
assert any('"type": "message_delta"' in line for line in lines)
|
||||
|
|
|
|||
|
|
@ -1587,3 +1587,50 @@ def test_proxy_server_request_payload_excludes_secret_fields(mock_should_store):
|
|||
), "secret_fields must never appear in the spend-log proxy_server_request column"
|
||||
assert parsed["model"] == "gpt-4"
|
||||
assert parsed["messages"] == [{"role": "user", "content": "hello"}]
|
||||
|
||||
|
||||
def test_get_logging_payload_uses_recovered_combined_usage_on_failure():
|
||||
"""A request that fails mid-stream has no usable response_obj usage, but the
|
||||
streaming handler recovers the usage from the chunks already delivered and
|
||||
the failure hook surfaces it as ``combined_usage_object``. The spend-log
|
||||
payload must record those token counts instead of zero.
|
||||
"""
|
||||
from litellm.types.utils import Usage
|
||||
|
||||
kwargs = {
|
||||
"model": "anthropic/claude-haiku-4-5",
|
||||
"call_type": "acompletion",
|
||||
"litellm_params": {"metadata": {"user_api_key": "sk-test"}},
|
||||
"combined_usage_object": Usage(
|
||||
prompt_tokens=30, completion_tokens=1, total_tokens=31
|
||||
),
|
||||
}
|
||||
response_obj = Exception("MidStreamFallbackError: read timeout")
|
||||
now = datetime.datetime.now(timezone.utc)
|
||||
|
||||
payload = get_logging_payload(
|
||||
kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
|
||||
)
|
||||
|
||||
assert payload["prompt_tokens"] == 30
|
||||
assert payload["completion_tokens"] == 1
|
||||
assert payload["total_tokens"] == 31
|
||||
|
||||
|
||||
def test_get_logging_payload_failure_without_recovered_usage_is_zero():
|
||||
"""A failure with no recovered usage keeps zero token counts, so the
|
||||
combined-usage override never invents tokens for ordinary failures.
|
||||
"""
|
||||
kwargs = {
|
||||
"model": "anthropic/claude-haiku-4-5",
|
||||
"call_type": "acompletion",
|
||||
"litellm_params": {"metadata": {"user_api_key": "sk-test"}},
|
||||
}
|
||||
response_obj = Exception("BadRequestError")
|
||||
now = datetime.datetime.now(timezone.utc)
|
||||
|
||||
payload = get_logging_payload(
|
||||
kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
|
||||
)
|
||||
|
||||
assert payload["total_tokens"] == 0
|
||||
|
|
|
|||
|
|
@ -264,3 +264,52 @@ def test_enrich_http_exception_callback_without_guardrail_name_noop():
|
|||
exc = HTTPException(status_code=400, detail={"error": "x"})
|
||||
_enrich_http_exception_with_guardrail_context(exc, StubCallback())
|
||||
assert exc.detail == {"error": "x"}
|
||||
|
||||
|
||||
class TestPostCallFailureHookLiftsRecoveredPartialSpend:
|
||||
"""A stream that broke mid-flight still billed the provider for the chunks
|
||||
already delivered. The streaming handler stashes that recovered usage and
|
||||
cost on the logging object; post_call_failure_hook must lift them onto
|
||||
request_data before the logging object is popped, so the failure-path spend
|
||||
callbacks (which run after the pop) record the real partial spend.
|
||||
"""
|
||||
|
||||
async def _run(self, request_data):
|
||||
from unittest.mock import AsyncMock, patch
|
||||
|
||||
from litellm.proxy._types import UserAPIKeyAuth
|
||||
|
||||
proxy_logging_obj = ProxyLogging(user_api_key_cache=DualCache())
|
||||
proxy_logging_obj.alert_types = []
|
||||
with patch.object(proxy_logging_obj, "update_request_status", new=AsyncMock()):
|
||||
await proxy_logging_obj.post_call_failure_hook(
|
||||
request_data=request_data,
|
||||
original_exception=Exception("boom"),
|
||||
user_api_key_dict=UserAPIKeyAuth(),
|
||||
)
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_lifts_recovered_usage_and_cost(self):
|
||||
from litellm.types.utils import Usage
|
||||
|
||||
recovered_usage = Usage(prompt_tokens=30, completion_tokens=1, total_tokens=31)
|
||||
logging_obj = MagicMock()
|
||||
logging_obj.model_call_details = {
|
||||
"combined_usage_object": recovered_usage,
|
||||
"response_cost": 3.5e-05,
|
||||
}
|
||||
request_data = {"litellm_logging_obj": logging_obj, "metadata": {}}
|
||||
await self._run(request_data)
|
||||
|
||||
assert request_data["combined_usage_object"] is recovered_usage
|
||||
assert request_data["response_cost"] == 3.5e-05
|
||||
assert "litellm_logging_obj" not in request_data
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_no_recovered_usage_is_noop(self):
|
||||
logging_obj = MagicMock()
|
||||
logging_obj.model_call_details = {}
|
||||
request_data = {"litellm_logging_obj": logging_obj, "metadata": {}}
|
||||
await self._run(request_data)
|
||||
assert "combined_usage_object" not in request_data
|
||||
assert "response_cost" not in request_data
|
||||
|
|
|
|||
|
|
@ -2984,6 +2984,151 @@ def test_combine_fallback_usage():
|
|||
assert chunk.usage.total_tokens == 15
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_acompletion_streaming_iterator_does_not_log_success_on_terminal_failure():
|
||||
"""A mid-stream failure with no successful fallback raises and is logged as
|
||||
a failure, so the router must never dispatch it as a success. Partial-spend
|
||||
recovery for the failure row happens in the streaming handler, not here, so
|
||||
this guards only against reintroducing a success log for a failed stream.
|
||||
"""
|
||||
from litellm.exceptions import MidStreamFallbackError
|
||||
from litellm.types.utils import Delta, StreamingChoices, Usage
|
||||
|
||||
router = litellm.Router(
|
||||
model_list=[
|
||||
{
|
||||
"model_name": "gpt-4",
|
||||
"litellm_params": {"model": "gpt-4", "api_key": "fake-key-1"},
|
||||
},
|
||||
],
|
||||
set_verbose=True,
|
||||
)
|
||||
|
||||
error = MidStreamFallbackError(
|
||||
message="Connection lost",
|
||||
model="gpt-4",
|
||||
llm_provider="openai",
|
||||
generated_content="The Roman Empire began when",
|
||||
)
|
||||
|
||||
def _make_interrupted_model_response():
|
||||
partial_chunk = litellm.ModelResponseStream(
|
||||
id="chatcmpl-partial-1",
|
||||
created=1742056047,
|
||||
model="gpt-4",
|
||||
object="chat.completion.chunk",
|
||||
choices=[
|
||||
StreamingChoices(
|
||||
finish_reason=None,
|
||||
index=0,
|
||||
delta=Delta(
|
||||
content="The Roman Empire began when", role="assistant"
|
||||
),
|
||||
)
|
||||
],
|
||||
usage=Usage(prompt_tokens=17, completion_tokens=9, total_tokens=26),
|
||||
)
|
||||
|
||||
class _RaisingStream:
|
||||
def __init__(self):
|
||||
self.index = 0
|
||||
self.chunks = [partial_chunk]
|
||||
|
||||
def __aiter__(self):
|
||||
return self
|
||||
|
||||
async def __anext__(self):
|
||||
if self.index == 0:
|
||||
self.index += 1
|
||||
return partial_chunk
|
||||
raise error
|
||||
|
||||
stream = _RaisingStream()
|
||||
logging_obj = MagicMock()
|
||||
logging_obj.dispatch_success_handlers = AsyncMock()
|
||||
logging_obj.model_call_details = {}
|
||||
setattr(stream, "model", "gpt-4")
|
||||
setattr(stream, "custom_llm_provider", "openai")
|
||||
setattr(stream, "logging_obj", logging_obj)
|
||||
return stream, logging_obj
|
||||
|
||||
messages = [{"role": "user", "content": "Hello"}]
|
||||
initial_kwargs = {"model": "gpt-4", "stream": True}
|
||||
|
||||
# Terminal path: no successful fallback -> the error propagates and the
|
||||
# router never dispatches a success for the failed stream.
|
||||
model_response, logging_obj = _make_interrupted_model_response()
|
||||
with patch.object(
|
||||
router,
|
||||
"async_function_with_fallbacks_common_utils",
|
||||
new=AsyncMock(side_effect=error),
|
||||
):
|
||||
result = await router._acompletion_streaming_iterator(
|
||||
model_response=model_response,
|
||||
messages=messages,
|
||||
initial_kwargs=dict(initial_kwargs),
|
||||
)
|
||||
collected = []
|
||||
with pytest.raises(MidStreamFallbackError):
|
||||
async for chunk in result:
|
||||
collected.append(chunk)
|
||||
|
||||
assert len(collected) == 1
|
||||
logging_obj.dispatch_success_handlers.assert_not_called()
|
||||
|
||||
# Fallback success: the fallback stream owns success accounting via
|
||||
# _combine_fallback_usage, so this iterator must not dispatch its own.
|
||||
model_response, logging_obj = _make_interrupted_model_response()
|
||||
|
||||
class _FallbackStream:
|
||||
def __init__(self, items):
|
||||
self.items = items
|
||||
self.index = 0
|
||||
|
||||
def __aiter__(self):
|
||||
return self
|
||||
|
||||
async def __anext__(self):
|
||||
if self.index >= len(self.items):
|
||||
raise StopAsyncIteration
|
||||
item = self.items[self.index]
|
||||
self.index += 1
|
||||
return item
|
||||
|
||||
fallback_stream = _FallbackStream(
|
||||
[
|
||||
litellm.ModelResponseStream(
|
||||
id="chatcmpl-fallback-1",
|
||||
model="gpt-3.5-turbo",
|
||||
object="chat.completion.chunk",
|
||||
choices=[
|
||||
StreamingChoices(
|
||||
finish_reason=None,
|
||||
index=0,
|
||||
delta=Delta(content=" continued", role="assistant"),
|
||||
)
|
||||
],
|
||||
)
|
||||
]
|
||||
)
|
||||
with patch.object(
|
||||
router,
|
||||
"async_function_with_fallbacks_common_utils",
|
||||
new=AsyncMock(return_value=fallback_stream),
|
||||
):
|
||||
result = await router._acompletion_streaming_iterator(
|
||||
model_response=model_response,
|
||||
messages=messages,
|
||||
initial_kwargs=dict(initial_kwargs),
|
||||
)
|
||||
collected = []
|
||||
async for chunk in result:
|
||||
collected.append(chunk)
|
||||
|
||||
assert len(collected) == 2
|
||||
logging_obj.dispatch_success_handlers.assert_not_called()
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_team_scoped_model_fallback():
|
||||
"""
|
||||
|
|
|
|||
34
ui/litellm-dashboard/package-lock.json
generated
34
ui/litellm-dashboard/package-lock.json
generated
|
|
@ -1882,9 +1882,6 @@
|
|||
"cpu": [
|
||||
"arm64"
|
||||
],
|
||||
"libc": [
|
||||
"glibc"
|
||||
],
|
||||
"license": "MIT",
|
||||
"optional": true,
|
||||
"os": [
|
||||
|
|
@ -1901,9 +1898,6 @@
|
|||
"cpu": [
|
||||
"arm64"
|
||||
],
|
||||
"libc": [
|
||||
"musl"
|
||||
],
|
||||
"license": "MIT",
|
||||
"optional": true,
|
||||
"os": [
|
||||
|
|
@ -1920,9 +1914,6 @@
|
|||
"cpu": [
|
||||
"x64"
|
||||
],
|
||||
"libc": [
|
||||
"glibc"
|
||||
],
|
||||
"license": "MIT",
|
||||
"optional": true,
|
||||
"os": [
|
||||
|
|
@ -1939,9 +1930,6 @@
|
|||
"cpu": [
|
||||
"x64"
|
||||
],
|
||||
"libc": [
|
||||
"musl"
|
||||
],
|
||||
"license": "MIT",
|
||||
"optional": true,
|
||||
"os": [
|
||||
|
|
@ -7836,10 +7824,20 @@
|
|||
"license": "MIT"
|
||||
},
|
||||
"node_modules/js-yaml": {
|
||||
"version": "4.1.1",
|
||||
"resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz",
|
||||
"integrity": "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==",
|
||||
"version": "4.2.0",
|
||||
"resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.2.0.tgz",
|
||||
"integrity": "sha512-ePWsvanv0DWuDRsW8dnt+R4jQ31SCRCQ7hhNcPXZPsoBZiemuZNYGf7adZdqX2D86j6rvKp3RpCxVTSb8WQlOw==",
|
||||
"dev": true,
|
||||
"funding": [
|
||||
{
|
||||
"type": "github",
|
||||
"url": "https://github.com/sponsors/puzrin"
|
||||
},
|
||||
{
|
||||
"type": "github",
|
||||
"url": "https://github.com/sponsors/nodeca"
|
||||
}
|
||||
],
|
||||
"license": "MIT",
|
||||
"dependencies": {
|
||||
"argparse": "^2.0.1"
|
||||
|
|
@ -13173,9 +13171,9 @@
|
|||
}
|
||||
},
|
||||
"node_modules/ws": {
|
||||
"version": "8.19.0",
|
||||
"resolved": "https://registry.npmjs.org/ws/-/ws-8.19.0.tgz",
|
||||
"integrity": "sha512-blAT2mjOEIi0ZzruJfIhb3nps74PRWTCz1IjglWEEpQl5XS/UNama6u2/rjFkDDouqr4L67ry+1aGIALViWjDg==",
|
||||
"version": "8.21.0",
|
||||
"resolved": "https://registry.npmjs.org/ws/-/ws-8.21.0.tgz",
|
||||
"integrity": "sha512-Vsp28b7DRcimFQvrqu2Wek3z1iYxDCWqHYB8Qsnk/S4RfaCQzPGPyBNuVjJV3cd6UiKtUtp6sNM77gWvzcCH+g==",
|
||||
"devOptional": true,
|
||||
"license": "MIT",
|
||||
"engines": {
|
||||
|
|
|
|||
|
|
@ -82,11 +82,11 @@
|
|||
},
|
||||
"overrides": {
|
||||
"prismjs": "1.30.0",
|
||||
"js-yaml": "4.1.1",
|
||||
"js-yaml": "4.2.0",
|
||||
"glob": "13.0.0",
|
||||
"minimatch": "10.2.4",
|
||||
"lodash": "4.18.1",
|
||||
"ws": "8.19.0",
|
||||
"ws": "8.21.0",
|
||||
"braces": "3.0.3",
|
||||
"axios": "1.13.6",
|
||||
"postcss": "8.5.13"
|
||||
|
|
|
|||
320
uv.lock
generated
320
uv.lock
generated
|
|
@ -9,7 +9,7 @@ resolution-markers = [
|
|||
]
|
||||
|
||||
[options]
|
||||
exclude-newer = "2026-06-14T00:58:37.759296Z"
|
||||
exclude-newer = "2026-06-21T03:34:58.997174Z"
|
||||
exclude-newer-span = "P3D"
|
||||
|
||||
[manifest]
|
||||
|
|
@ -67,7 +67,7 @@ wheels = [
|
|||
|
||||
[[package]]
|
||||
name = "aiohttp"
|
||||
version = "3.13.4"
|
||||
version = "3.14.1"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "aiohappyeyeballs" },
|
||||
|
|
@ -77,78 +77,88 @@ dependencies = [
|
|||
{ name = "frozenlist" },
|
||||
{ name = "multidict" },
|
||||
{ name = "propcache" },
|
||||
{ name = "typing-extensions", marker = "python_full_version < '3.13'" },
|
||||
{ name = "yarl" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/45/4a/064321452809dae953c1ed6e017504e72551a26b6f5708a5a80e4bf556ff/aiohttp-3.13.4.tar.gz", hash = "sha256:d97a6d09c66087890c2ab5d49069e1e570583f7ac0314ecf98294c1b6aaebd38", size = 7859748, upload-time = "2026-03-28T17:19:40.6Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/82/78/8ea7308cac6934de8c74a14f3d5f65d1c89287426688be79538d0e5c013d/aiohttp-3.14.1.tar.gz", hash = "sha256:307f2cff90a764d329e77040603fa032db89c5c24fdad50c4c15334cba744035", size = 7955794, upload-time = "2026-06-07T21:09:35.529Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/2c/05/6817e0390eb47b0867cf8efdb535298191662192281bc3ca62a0cb7973eb/aiohttp-3.13.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6290fe12fe8cefa6ea3c1c5b969d32c010dfe191d4392ff9b599a3f473cbe722", size = 753094, upload-time = "2026-03-28T17:14:59.928Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b4/c1/e5b7f25f6dd1ab57da92aa9d226b2c8b56f223dd20475d3ddfddaba86ab8/aiohttp-3.13.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7520d92c0e8fbbe63f36f20a5762db349ff574ad38ad7bc7732558a650439845", size = 505213, upload-time = "2026-03-28T17:15:01.989Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/b4/e5/8f42033c7ce98b54dfd3791f03e60231cfe4a2db4471b5fc188df2b8a6ad/aiohttp-3.13.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d2710ae1e1b81d0f187883b6e9d66cecf8794b50e91aa1e73fc78bfb5503b5d9", size = 498580, upload-time = "2026-03-28T17:15:03.879Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/8c/a4/bbc989f5362066b81930da1a66084a859a971d03faab799dc59a3ce3a220/aiohttp-3.13.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:717d17347567ded1e273aa09918650dfd6fd06f461549204570c7973537d4123", size = 1692718, upload-time = "2026-03-28T17:15:05.541Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1c/72/3775116969931f151be116689d2ae6ddafff2ec2887d8f9b4e7043f32e74/aiohttp-3.13.4-cp310-cp310-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:383880f7b8de5ac208fa829c7038d08e66377283b2de9e791b71e06e803153c2", size = 1660714, upload-time = "2026-03-28T17:15:08.23Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/a1/e8/d2f1a2da2743e32fe348ebf8a4c59caad14a92f5f18af616fd33381275e1/aiohttp-3.13.4-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1867087e2c1963db1216aedf001efe3b129835ed2b05d97d058176a6d08b5726", size = 1744152, upload-time = "2026-03-28T17:15:10.828Z" },
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||||
{ url = "https://files.pythonhosted.org/packages/4c/a6/575886f417ac3c08e462f2ca237cc49f436bd992ca3f7ff95b7dd9c44205/aiohttp-3.13.4-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6234bf416a38d687c3ab7f79934d7fb2a42117a5b9813aca07de0a5398489023", size = 1836278, upload-time = "2026-03-28T17:15:12.537Z" },
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||||
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||||
{ url = "https://files.pythonhosted.org/packages/c9/54/841e87b8c51c2adc01a3ceb9919dc45c7899fe4c21deb70aada734ea5a38/aiohttp-3.13.4-cp310-cp310-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0d0dbc6c76befa76865373d6aa303e480bb8c3486e7763530f7f6e527b471118", size = 1572484, upload-time = "2026-03-28T17:15:15.911Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/da/f1/21cbf5f7fa1e267af6301f886cab9b314f085e4d0097668d189d165cd7da/aiohttp-3.13.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:10fb7b53262cf4144a083c9db0d2b4d22823d6708270a9970c4627b248c6064c", size = 1662851, upload-time = "2026-03-28T17:15:17.822Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/40/15/bcad6b68d7bef27ae7443288215767263c7753ede164267cf6cf63c94a87/aiohttp-3.13.4-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:eb10ce8c03850e77f4d9518961c227be569e12f71525a7e90d17bca04299921d", size = 1671984, upload-time = "2026-03-28T17:15:19.561Z" },
|
||||
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||||
{ url = "https://files.pythonhosted.org/packages/1c/45/314e8e64c7f328174964b6db511dd5e9e60c9121ab5457bc2c908b7d03a4/aiohttp-3.13.4-cp310-cp310-musllinux_1_2_riscv64.whl", hash = "sha256:6b335919ffbaf98df8ff3c74f7a6decb8775882632952fd1810a017e38f15aee", size = 1560315, upload-time = "2026-03-28T17:15:23.66Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/18/e7/93d5fa06fe00219a81466577dacae9e3732f3b4f767b12b2e2cc8c35c970/aiohttp-3.13.4-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:ec75fc18cb9f4aca51c2cbace20cf6716e36850f44189644d2d69a875d5e0532", size = 1735115, upload-time = "2026-03-28T17:15:25.77Z" },
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||||
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||||
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||||
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||||
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{ url = "https://files.pythonhosted.org/packages/81/16/78a2f5d9c124ad05d5ce59a9af94214b6466c3491a25fb70760e98e9f762/aiohttp-3.13.4-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e56423766399b4c77b965f6aaab6c9546617b8994a956821cc507d00b91d978c", size = 1827925, upload-time = "2026-03-28T17:15:41.944Z" },
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{ url = "https://files.pythonhosted.org/packages/2a/1f/79acf0974ced805e0e70027389fccbb7d728e6f30fcac725fb1071e63075/aiohttp-3.13.4-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:8af249343fafd5ad90366a16d230fc265cf1149f26075dc9fe93cfd7c7173942", size = 1923579, upload-time = "2026-03-28T17:15:44.071Z" },
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||||
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|
||||
{ name = "click", specifier = ">=8.0.0,<9.0" },
|
||||
{ name = "cryptography", marker = "extra == 'proxy'", specifier = "==46.0.7" },
|
||||
{ name = "cryptography", marker = "extra == 'proxy'", specifier = "==48.0.1" },
|
||||
{ name = "ddtrace", marker = "extra == 'proxy-runtime'", specifier = "==2.19.0" },
|
||||
{ name = "detect-secrets", marker = "extra == 'proxy-runtime'", specifier = "==1.5.0" },
|
||||
{ name = "diskcache", marker = "extra == 'caching'", specifier = "==5.6.3" },
|
||||
|
|
@ -3299,7 +3312,7 @@ requires-dist = [
|
|||
{ name = "llm-sandbox", marker = "extra == 'proxy-runtime'", specifier = "==0.3.39" },
|
||||
{ name = "mangum", marker = "extra == 'proxy-runtime'", specifier = "==0.17.0" },
|
||||
{ name = "mcp", marker = "extra == 'proxy'", specifier = "==1.26.0" },
|
||||
{ name = "mlflow", marker = "extra == 'mlflow'", specifier = "==3.11.1" },
|
||||
{ name = "mlflow", marker = "extra == 'mlflow'", specifier = ">=3.11.1,<4.0" },
|
||||
{ name = "numpydoc", marker = "extra == 'utils'", specifier = "==1.8.0" },
|
||||
{ name = "openai", specifier = ">=2.20.0,<3.0.0" },
|
||||
{ name = "opentelemetry-api", marker = "extra == 'proxy-runtime'", specifier = "==1.28.0" },
|
||||
|
|
@ -3322,7 +3335,7 @@ requires-dist = [
|
|||
{ name = "restrictedpython", marker = "extra == 'proxy'", specifier = "==8.1" },
|
||||
{ name = "rich", marker = "extra == 'proxy'", specifier = "==13.9.4" },
|
||||
{ name = "rq", marker = "extra == 'proxy'", specifier = "==2.7.0" },
|
||||
{ name = "semantic-router", marker = "python_full_version < '3.14' and extra == 'semantic-router'", specifier = "==0.1.12" },
|
||||
{ name = "semantic-router", marker = "python_full_version < '3.14' and extra == 'semantic-router'", specifier = ">=0.1.15,<1.0" },
|
||||
{ name = "sentry-sdk", marker = "extra == 'proxy-runtime'", specifier = "==2.21.0" },
|
||||
{ name = "soundfile", marker = "extra == 'proxy'", specifier = "==0.12.1" },
|
||||
{ name = "tiktoken", specifier = ">=0.8.0,<1.0" },
|
||||
|
|
@ -3345,11 +3358,11 @@ ci = [
|
|||
{ name = "detect-secrets", specifier = "==1.5.0" },
|
||||
{ name = "google-generativeai", specifier = "==0.8.6" },
|
||||
{ name = "jsonlines", specifier = "==4.0.0" },
|
||||
{ name = "langchain", specifier = "==1.2.10" },
|
||||
{ name = "langchain", specifier = "==1.3.9" },
|
||||
{ name = "langchain-mcp-adapters", specifier = "==0.2.1" },
|
||||
{ name = "langchain-openai", specifier = "==1.1.14" },
|
||||
{ name = "langgraph", specifier = "==1.0.10" },
|
||||
{ name = "langgraph-prebuilt", specifier = "==1.0.8" },
|
||||
{ name = "langgraph", specifier = ">=1.2.4,<1.3.0" },
|
||||
{ name = "langgraph-prebuilt", specifier = ">=1.1.0,<1.3.0" },
|
||||
{ name = "logfire", specifier = "==4.6.0" },
|
||||
{ name = "lunary", marker = "python_full_version == '3.10.*'", specifier = "==1.4.36" },
|
||||
{ name = "lunary", marker = "python_full_version >= '3.11'", specifier = "==1.4.37" },
|
||||
|
|
@ -3396,7 +3409,7 @@ dev = [
|
|||
{ name = "types-redis", specifier = "==4.6.0.20241004" },
|
||||
{ name = "types-requests", specifier = "==2.32.4.20260107" },
|
||||
{ name = "types-setuptools", specifier = "==75.8.0.20250225" },
|
||||
{ name = "vcrpy", specifier = "==8.1.1" },
|
||||
{ name = "vcrpy", specifier = "==8.2.1" },
|
||||
]
|
||||
healthcheck = [
|
||||
{ name = "httpx", specifier = "==0.28.1" },
|
||||
|
|
@ -3757,7 +3770,7 @@ wheels = [
|
|||
|
||||
[[package]]
|
||||
name = "mlflow"
|
||||
version = "3.11.1"
|
||||
version = "3.14.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "aiohttp" },
|
||||
|
|
@ -3784,14 +3797,14 @@ dependencies = [
|
|||
{ name = "sqlalchemy" },
|
||||
{ name = "waitress", marker = "sys_platform == 'win32'" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/e9/34/e328c073cd32c186fb242a957e5bade82433c06bc45b7d1695bf4d02f166/mlflow-3.11.1.tar.gz", hash = "sha256:84e54c4be91b5b2a19039a2673fe688b1d7307ceddacc08af51f8df05b19ee56", size = 9797469, upload-time = "2026-04-07T14:26:58.463Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/d6/0b/3404a057daceffe9ce18cd08868648a1e9b817270177bdf8a764576b988b/mlflow-3.14.0.tar.gz", hash = "sha256:5a1f818fa003035c724162096ce3ded7bc7bc47a1cae595df6173961983f4718", size = 11792369, upload-time = "2026-06-17T07:57:44.712Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/2a/62/96826c340354638dfedcbdbcd35d67754566bd45f6592300e0c215c80e30/mlflow-3.11.1-py3-none-any.whl", hash = "sha256:8f6bf1238ac04f97664c229dd480380c5c254a78bdb3c0e433e3a0397508b1af", size = 10479141, upload-time = "2026-04-07T14:26:55.709Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/de/b9/76dcdef7f7f856b36f18cfcd752c2717d9847812a0aaa36d50a7baed569d/mlflow-3.14.0-py3-none-any.whl", hash = "sha256:dbf77f7cdb5b5c0ec59b4671c61730b1b914b4dff7a2892e267a547cb5454f56", size = 12564161, upload-time = "2026-06-17T07:57:42.348Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "mlflow-skinny"
|
||||
version = "3.11.1"
|
||||
version = "3.14.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "cachetools" },
|
||||
|
|
@ -3811,17 +3824,18 @@ dependencies = [
|
|||
{ name = "pyyaml" },
|
||||
{ name = "requests" },
|
||||
{ name = "sqlparse" },
|
||||
{ name = "starlette" },
|
||||
{ name = "typing-extensions" },
|
||||
{ name = "uvicorn" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/40/77/fe2027ddad9e52ed1ac360fbc262169e6366f6678632e350cbd0d901bb9b/mlflow_skinny-3.11.1.tar.gz", hash = "sha256:86ce63491349f6713afc8a4ef0bf77a8314d0e79e03753cb150d6c860a0b0475", size = 2642799, upload-time = "2026-04-07T14:26:43.818Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/e8/4f/a054cd8860590e4e942aee1aab3c94307878159f945fa844acc9ea787721/mlflow_skinny-3.14.0.tar.gz", hash = "sha256:e50f4506422c7737157ae6643c165122af7898345f2e828fa93c4f10128653cf", size = 2901772, upload-time = "2026-06-17T07:57:44.252Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/d1/a7/e61ec397b34dc3c9e91572f45e41617f429d5c524d38a4e1aa2316ee1b5e/mlflow_skinny-3.11.1-py3-none-any.whl", hash = "sha256:82ffd5f6980320b4ac19f741e7a754faa1d01707e632b002ea68e04fd25a0535", size = 3171551, upload-time = "2026-04-07T14:26:41.762Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/58/e7/b80f76ce689b9d6f21cdb84abb2b02148a1149e63a6428dd2c629cefd061/mlflow_skinny-3.14.0-py3-none-any.whl", hash = "sha256:a4880e086365871ef9d78e727a34ea5fb1ce615689579998d48e8c65ee1665a9", size = 3462788, upload-time = "2026-06-17T07:57:42.583Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "mlflow-tracing"
|
||||
version = "3.11.1"
|
||||
version = "3.14.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "cachetools" },
|
||||
|
|
@ -3833,9 +3847,9 @@ dependencies = [
|
|||
{ name = "protobuf" },
|
||||
{ name = "pydantic" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/1b/77/73af163432f3c66e2d213045250972e504a6683c76f63dd1abfba441a16a/mlflow_tracing-3.11.1.tar.gz", hash = "sha256:cb63cee16385d081467ec5bee4807fe1af59ddfdf04be4c79e7a7813b1002193", size = 1314550, upload-time = "2026-04-07T14:26:32.785Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/04/34/ff5e72919b4eec8fe65e6fc843978a1a512194e6fafbd1761deca48269ad/mlflow_tracing-3.14.0.tar.gz", hash = "sha256:c2f701e001d35964f23fbbdfdda36c818a76c157b912ae83781199fd714be09a", size = 1429017, upload-time = "2026-06-17T07:58:00.647Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/62/ab/d980c84e7df4224ab8db2457afbe135b430f371ca081a37cf89f8ef18ca1/mlflow_tracing-3.11.1-py3-none-any.whl", hash = "sha256:fa82df64dacf8293b714ae666440fe7c1902c6470c024df389bb91e9de3106d9", size = 1575790, upload-time = "2026-04-07T14:26:30.804Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/5f/4a/4658a9e514c8f079e40b608661844b9beb21c7530e6ee1e7f830cf81541e/mlflow_tracing-3.14.0-py3-none-any.whl", hash = "sha256:854488dd18068f15e2a56f1cc7b8868c611d09ea39068d0a691a3f07e0048cae", size = 1703863, upload-time = "2026-06-17T07:57:58.687Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
|
|
@ -6706,7 +6720,7 @@ wheels = [
|
|||
|
||||
[[package]]
|
||||
name = "semantic-router"
|
||||
version = "0.1.12"
|
||||
version = "0.1.15"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "aiohttp" },
|
||||
|
|
@ -6724,9 +6738,9 @@ dependencies = [
|
|||
{ name = "tornado" },
|
||||
{ name = "urllib3" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/8d/d7/88a1330f53a26eaea25249b21a5b776cbabfa333a6107ed88ce8b881d14f/semantic_router-0.1.12.tar.gz", hash = "sha256:b63fbb8b9127dcb1763efea17dfa74ab409e626e87c8695b589131af12ef3a65", size = 93372, upload-time = "2025-11-18T13:22:44.848Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/dc/a9/1a689e916e8b280f1fd8fb335cc059be626a22fe4533baa045d32fcd6de5/semantic_router-0.1.15.tar.gz", hash = "sha256:328256ddc3c2b713101ec69561d6585aecbf1198ea3461e1486289d8c3a35288", size = 95605, upload-time = "2026-05-23T12:58:15.444Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/18/ad/4816aabd264b6b677002bde0cd4784f7f7f553f98e2ec01b96fda4ce5215/semantic_router-0.1.12-py3-none-any.whl", hash = "sha256:94658545f89cc63d2eb7dff6f74bc713b61bbcfe91146b0e4353a383f6790804", size = 126216, upload-time = "2025-11-18T13:22:43.655Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/1e/c7/f4a20292aef9badd277efbb24d697c5b934693fb21e8e490d3ecb0fc83f0/semantic_router-0.1.15-py3-none-any.whl", hash = "sha256:c08978584c73c5ff8e75005202007ac8ee6593d77deaf8c7ec53f71e01e7f757", size = 128102, upload-time = "2026-05-23T12:58:14.295Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
|
|
@ -7555,15 +7569,15 @@ wheels = [
|
|||
|
||||
[[package]]
|
||||
name = "vcrpy"
|
||||
version = "8.1.1"
|
||||
version = "8.2.1"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "pyyaml" },
|
||||
{ name = "wrapt" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/b3/07/bcfd5ebd7cb308026ab78a353e091bd699593358be49197d39d004e5ad83/vcrpy-8.1.1.tar.gz", hash = "sha256:58e3053e33b423f3594031cb758c3f4d1df931307f1e67928e30cf352df7709f", size = 85770, upload-time = "2026-01-04T19:22:03.886Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/08/db/08183b845b0040bb877dad2bd7e4e0976fc232bb3476d7ee369c6c4f8b5a/vcrpy-8.2.1.tar.gz", hash = "sha256:d73a6e4eb6dae8148e659764b7a00e68cc51ba29ba9e6a85e1f0790ad96b97df", size = 90511, upload-time = "2026-06-16T13:20:52.906Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/3a/d7/f79b05a5d728f8786876a7d75dfb0c5cae27e428081b2d60152fb52f155f/vcrpy-8.1.1-py3-none-any.whl", hash = "sha256:2d16f31ad56493efb6165182dd99767207031b0da3f68b18f975545ede8ac4b9", size = 42445, upload-time = "2026-01-04T19:22:02.532Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/f8/7c/0e812ab83f5289404c674f3461ba783250b967d34b5ab034d361236ec042/vcrpy-8.2.1-py3-none-any.whl", hash = "sha256:7ce58c9e2792b246f79d6f4b3e9660676cc6f853be17e1547305b4437ab1ff85", size = 44925, upload-time = "2026-06-16T13:20:51.734Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue