litellm/tests/integration/cost_calculation/assertions.py
Kerry Lu 8e92a47ff3
test(integration): assert the streamed usage.cost matches the spend row on every cost case (#46762)
* test(integration): assert the streamed usage.cost matches the spend row on every cost case

* test(integration): type the streamed usage frames as JsonValue

* test(integration): only require streamed usage.cost when the client received a usage frame

---------

Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-10-15 22:34:42 +00:00

203 lines
9 KiB
Python

from __future__ import annotations
from collections.abc import Iterator, Mapping
from typing import Final
import httpx
from integration._support.client import JSON_OBJECT
from integration.cost_calculation.conftest import (
CostBreakdown,
CostRow,
approx_equal,
assert_total_is_sum_of_components,
)
from integration.cost_calculation.cost_tracking_case import ExactExpected, RecountExpected
from pydantic import JsonValue
STREAMED_COST_ENDPOINTS: Final = frozenset({"/v1/chat/completions", "/v1/completions", "/v1/responses"})
def _data_frames(response_text: str) -> Iterator[Mapping[str, JsonValue]]:
for line in response_text.splitlines():
if not line.startswith("data:"):
continue
payload = line.removeprefix("data:").strip()
if payload != "[DONE]":
yield JSON_OBJECT.validate_json(payload)
def _frame_usage(frame: Mapping[str, JsonValue]) -> Mapping[str, JsonValue] | None:
usage: Final = frame.get("usage")
if isinstance(usage, dict):
return usage
nested: Final = frame.get("response")
nested_usage: Final = nested.get("usage") if isinstance(nested, dict) else None
return nested_usage if isinstance(nested_usage, dict) else None
def streamed_usage(response_text: str) -> Mapping[str, JsonValue] | None:
"""The last streamed frame's usage object, the only place a streaming client can read a cost from."""
usages: Final = tuple(usage for usage in map(_frame_usage, _data_frames(response_text)) if usage is not None)
return usages[-1] if usages else None
def assert_streamed_usage_cost(case_name: str, endpoint: str, response_text: str, spend: float) -> None:
usage: Final = streamed_usage(response_text)
if usage is None:
return
cost: Final = usage.get("cost")
seen: Final = float(cost) if isinstance(cost, (int, float)) else None
if endpoint in STREAMED_COST_ENDPOINTS and spend != 0:
assert seen is not None and approx_equal(seen, spend), (
f"{case_name}: streamed usage.cost {seen} != spend {spend}"
)
elif seen is not None:
assert approx_equal(seen, spend), f"{case_name}: streamed usage.cost {seen} != spend {spend}"
def assert_breakdown(
case_name: str,
response_content_type: str,
expected: ExactExpected,
breakdown: CostBreakdown,
response: httpx.Response | None,
) -> None:
if response is None:
assert not expected.cost_header, f"{case_name}: cost headers require an HTTP response"
assert breakdown.input_cost is not None and approx_equal(breakdown.input_cost, expected.input_cost), (
f"{case_name}: input_cost {breakdown.input_cost} != expected {expected.input_cost}"
)
assert breakdown.output_cost is not None and approx_equal(breakdown.output_cost, expected.output_cost), (
f"{case_name}: output_cost {breakdown.output_cost} != expected {expected.output_cost}"
)
for field, header_name, actual_component, expected_component in (
(
"cache_read_cost",
"x-litellm-response-cost-cache-read",
breakdown.cache_read_cost,
expected.cache_read_cost,
),
(
"cache_creation_cost",
"x-litellm-response-cost-cache-creation",
breakdown.cache_creation_cost,
expected.cache_creation_cost,
),
(
"reasoning_cost",
"x-litellm-response-cost-reasoning",
breakdown.reasoning_cost,
expected.reasoning_cost,
),
(
"tool_usage_cost",
"x-litellm-response-cost-tool-usage",
breakdown.tool_usage_cost,
expected.tool_usage_cost,
),
):
if expected_component is None:
continue
omitted_component_allowed: bool = expected_component == 0.0
assert (actual_component is None and omitted_component_allowed) or (
actual_component is not None and approx_equal(actual_component, expected_component)
), f"{case_name}: {field} {actual_component} != expected {expected_component}"
if response is not None and expected.cost_header and response_content_type == "application/json":
header: str | None = response.headers.get(header_name)
assert (header is None and omitted_component_allowed) or (
header is not None and approx_equal(float(header), expected_component)
), f"{case_name}: {header_name} {header} != expected {expected_component}"
if (
response is not None
and expected.cost_header
and response_content_type == "application/json"
and any(
component is not None
for component in (
expected.cache_read_cost,
expected.cache_creation_cost,
expected.reasoning_cost,
expected.tool_usage_cost,
)
)
):
input_header: str | None = response.headers.get("x-litellm-response-cost-input")
output_header: str | None = response.headers.get("x-litellm-response-cost-output")
expected_input_header: float = (
expected.input_cost - (expected.cache_read_cost or 0.0) - (expected.cache_creation_cost or 0.0)
)
assert input_header is not None and approx_equal(float(input_header), expected_input_header), (
f"{case_name}: x-litellm-response-cost-input {input_header} != expected {expected_input_header}"
)
assert output_header is not None and approx_equal(float(output_header), expected.output_cost), (
f"{case_name}: x-litellm-response-cost-output {output_header} != expected {expected.output_cost}"
)
def assert_exact(
case_name: str,
response_content_type: str,
expected: ExactExpected,
row: CostRow,
response: httpx.Response | None,
) -> None:
assert row.spend is not None and approx_equal(row.spend, expected.spend), (
f"{case_name}: spend {row.spend} != expected {expected.spend} "
f"(breakdown {row.breakdown.model_dump() if row.breakdown is not None else None})"
)
breakdown: CostBreakdown | None = row.breakdown
if expected.breakdown_persisted:
assert breakdown is not None, f"{case_name}: no cost_breakdown persisted"
if breakdown is not None:
assert_breakdown(case_name, response_content_type, expected, breakdown, response)
assert row.prompt_tokens == expected.prompt_tokens, (
f"{case_name}: prompt_tokens {row.prompt_tokens} != expected {expected.prompt_tokens}"
)
assert row.completion_tokens == expected.completion_tokens, (
f"{case_name}: completion_tokens {row.completion_tokens} != expected {expected.completion_tokens}"
)
if breakdown is not None:
assert_total_is_sum_of_components(row, breakdown, case_name)
if response is not None and response_content_type == "text/event-stream":
assert_streamed_usage_cost(case_name, response.request.url.path, response.text, expected.spend)
def assert_recount(
case_name: str,
response_content_type: str,
expected: RecountExpected,
row: CostRow,
response: httpx.Response | None,
) -> None:
assert row.prompt_tokens is not None and row.prompt_tokens > 0, (
f"{case_name}: recount case counted no input tokens: prompt_tokens={row.prompt_tokens}"
)
assert row.completion_tokens is not None and row.completion_tokens > 0, (
f"{case_name}: recount case counted no output tokens: completion_tokens={row.completion_tokens}"
)
if expected.prompt_tokens is not None:
assert row.prompt_tokens == expected.prompt_tokens, (
f"{case_name}: prompt_tokens {row.prompt_tokens} != pinned {expected.prompt_tokens}"
)
if expected.completion_tokens is not None:
assert row.completion_tokens == expected.completion_tokens, (
f"{case_name}: completion_tokens {row.completion_tokens} != pinned {expected.completion_tokens}"
)
if expected.min_completion_tokens is not None:
assert row.completion_tokens >= expected.min_completion_tokens, (
f"{case_name}: completion_tokens {row.completion_tokens} < minimum {expected.min_completion_tokens}"
)
if expected.max_completion_tokens is not None:
assert row.completion_tokens <= expected.max_completion_tokens, (
f"{case_name}: completion_tokens {row.completion_tokens} > maximum {expected.max_completion_tokens}"
)
recount: float = row.prompt_tokens * expected.recount.input_cost_per_token + (
row.completion_tokens * expected.recount.output_cost_per_token
)
assert row.spend is not None and approx_equal(row.spend, recount), (
f"{case_name}: spend {row.spend} != recount {recount} at map rates"
)
assert row.breakdown is not None, f"{case_name}: no cost_breakdown persisted"
assert_total_is_sum_of_components(row, row.breakdown, case_name)
if response is not None and response_content_type == "text/event-stream":
assert_streamed_usage_cost(case_name, response.request.url.path, response.text, row.spend)