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fix(report): restore cost tracking for OpenRouter and other LiteLLM-routed models (#801)
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+1
-2
@@ -3,6 +3,7 @@
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from __future__ import annotations
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import logging
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import math
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from typing import TYPE_CHECKING, Any
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from agents.lifecycle import RunHooks
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@@ -27,8 +28,6 @@ class ReportUsageHooks(RunHooks[dict[str, Any]]):
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"""Persist SDK-native usage after every model response."""
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def __init__(self, *, model: str, max_budget_usd: float | None = None) -> None:
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import math
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if max_budget_usd is not None and (
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not math.isfinite(max_budget_usd) or max_budget_usd <= 0
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):
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+102
-10
@@ -534,16 +534,10 @@ def litellm_cost_callback(
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cost = value
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if cost is None:
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usage: Any = getattr(completion_response, "usage", None)
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if usage is None and isinstance(completion_response, dict):
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usage = cast("dict[str, Any]", completion_response).get("usage")
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usage_cost: Any
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if isinstance(usage, dict):
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usage_cost = cast("dict[str, Any]", usage).get("cost")
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else:
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usage_cost = getattr(usage, "cost", None)
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if isinstance(usage_cost, int | float) and usage_cost > 0:
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cost = float(usage_cost)
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cost = _usage_reported_cost(completion_response)
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if cost is None:
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cost = _estimate_response_cost(kwargs, completion_response)
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if cost is None or cost <= 0:
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return
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@@ -554,3 +548,101 @@ def litellm_cost_callback(
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report_state.record_observed_llm_cost(cost)
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except Exception:
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logger.exception("Failed to record observed LiteLLM cost")
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def _usage_reported_cost(completion_response: Any) -> float | None:
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"""Provider-reported cost from the ``usage`` block (e.g. OpenRouter).
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Non-BYOK responses charge everything to ``usage.cost``. BYOK responses
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charge only the OpenRouter fee to ``usage.cost`` (often 0) and report the
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provider charge in ``usage.cost_details.upstream_inference_cost``, so the
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true BYOK total is the sum of the two.
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"""
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usage: Any = getattr(completion_response, "usage", None)
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if usage is None and isinstance(completion_response, dict):
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usage = cast("dict[str, Any]", completion_response).get("usage")
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if usage is None:
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return None
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def _field(container: Any, name: str) -> Any:
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if isinstance(container, dict):
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return cast("dict[str, Any]", container).get(name)
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return getattr(container, name, None)
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total = 0.0
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usage_cost = _field(usage, "cost")
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if isinstance(usage_cost, int | float) and usage_cost > 0:
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total += float(usage_cost)
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if bool(_field(usage, "is_byok")):
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upstream = _field(_field(usage, "cost_details"), "upstream_inference_cost")
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if isinstance(upstream, int | float) and upstream > 0:
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total += float(upstream)
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return total if total > 0 else None
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def _estimate_response_cost(kwargs: Any, completion_response: Any) -> float | None:
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"""Best-effort LiteLLM cost-map estimate when no provider-reported cost exists.
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LiteLLM strips provider cost fields when rebuilding streamed responses and
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returns no ``response_cost`` for models missing from its cost map, so try
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the provider-prefixed name, the raw name, and the bare model name.
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"""
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from litellm import completion_cost
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model = kwargs.get("model") if isinstance(kwargs, dict) else None
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if not isinstance(model, str) or not model:
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if isinstance(completion_response, dict):
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model = cast("dict[str, Any]", completion_response).get("model")
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else:
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model = getattr(completion_response, "model", None)
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if not isinstance(model, str) or not model:
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return None
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provider = None
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litellm_params = kwargs.get("litellm_params") if isinstance(kwargs, dict) else None
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if isinstance(litellm_params, dict):
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provider = litellm_params.get("custom_llm_provider")
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usage_payload = _usage_payload(completion_response)
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if usage_payload is None:
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return None
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candidates: list[str] = []
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if isinstance(provider, str) and provider and not model.startswith(f"{provider}/"):
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candidates.append(f"{provider}/{model}")
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candidates.append(model)
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if "/" in model:
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candidates.append(model.rsplit("/", 1)[-1])
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for candidate in candidates:
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try:
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value = completion_cost(
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completion_response={"model": candidate, "usage": usage_payload},
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model=candidate,
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)
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except Exception: # nosec B112 # noqa: BLE001, S112
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continue
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if isinstance(value, int | float) and value > 0:
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return float(value)
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return None
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def _usage_payload(completion_response: Any) -> dict[str, Any] | None:
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"""Token counts as a plain dict, detached from the response's provider metadata."""
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usage: Any = getattr(completion_response, "usage", None)
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if usage is None and isinstance(completion_response, dict):
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usage = cast("dict[str, Any]", completion_response).get("usage")
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if usage is None:
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return None
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if hasattr(usage, "model_dump"):
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usage = usage.model_dump()
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if not isinstance(usage, dict):
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return None
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payload = cast("dict[str, Any]", usage)
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if not payload.get("total_tokens") and not (
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payload.get("prompt_tokens") or payload.get("completion_tokens")
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):
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return None
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return payload
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