litellm/tests/rust-python-harness/strategies/trace_parity/sdk/execution.py

176 lines
7.1 KiB
Python

from __future__ import annotations
import asyncio
from collections.abc import Awaitable
from dataclasses import dataclass
from pathlib import Path
from typing import Final, Protocol, cast
from ....shared.parity.replay import replay_server
from ....shared.reporting.models import Surface
from ....shared.tracing.native import TraceResponsePayload, native_trace_events
from ....shared.tracing.profiler import FunctionTraceEvent, profile_python
from ....shared.tracing.steps import Engine, pipeline_projection
from ..models import RouteFixture, RouteSpec, TraceExecutionFailure, TraceMode, TraceScenario
from ..reporting import TraceComparisonArtifact
class SdkCall(Protocol):
def __call__(self, **kwargs: object) -> object: ...
@dataclass(frozen=True, slots=True)
class _CollectedTrace:
events: tuple[FunctionTraceEvent, ...]
error: str | None = None
def _invoke(function: SdkCall, kwargs: dict[str, object], *, asynchronous: bool) -> object:
async def invoke_async() -> object:
try:
return await cast(Awaitable[object], function(**kwargs))
finally:
await asyncio.sleep(0)
from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
await asyncio.wait_for(GLOBAL_LOGGING_WORKER.flush(), timeout=10)
await GLOBAL_LOGGING_WORKER.stop()
if asynchronous:
return asyncio.run(invoke_async())
return function(**kwargs)
def _entrypoint(spec: RouteSpec, engine: Engine, *, asynchronous: bool) -> SdkCall | TraceExecutionFailure:
import litellm
from litellm.anthropic_interface import messages as sdk_messages
from litellm.rust_bridge import get_native_bridge
if engine == "rust":
bridge: Final = cast(object | None, get_native_bridge())
if bridge is None:
return TraceExecutionFailure("rust", "native Rust bridge is required for trace parity")
trace_bridge: Final[object | None] = getattr(bridge, "_trace", None)
if trace_bridge is None:
return TraceExecutionFailure("rust", "native Rust bridge must include the trace-parity feature")
entrypoint: Final = spec.rust_entrypoints[int(asynchronous)]
function: Final[object | None] = getattr(trace_bridge, entrypoint, None)
if function is None:
return TraceExecutionFailure("rust", f"native Rust trace bridge does not expose {entrypoint}")
return cast(SdkCall, function)
owner: Final = sdk_messages if spec.route == "messages" else litellm
return cast(SdkCall, getattr(owner, spec.python_entrypoints[int(asynchronous)]))
def _python_invocation_error(function: SdkCall, kwargs: dict[str, object], *, asynchronous: bool) -> str | None:
try:
_invoke(function, kwargs, asynchronous=asynchronous)
except Exception as error:
return f"{type(error).__name__}: {error}"
return None
def _collect(
function: SdkCall,
fixture: RouteFixture,
engine: Engine,
*,
asynchronous: bool,
) -> _CollectedTrace:
kwargs: Final = fixture.kwargs
if engine == "rust":
payload: Final = TraceResponsePayload.model_validate(_invoke(function, kwargs, asynchronous=asynchronous))
return _CollectedTrace(native_trace_events(payload), payload.error)
import litellm
with profile_python(Path(litellm.__file__).parent, threads=True) as profiler:
error: Final = _python_invocation_error(function, kwargs, asynchronous=asynchronous)
return _CollectedTrace(tuple(profiler.events), error)
def collect_trace(
spec: RouteSpec, engine: Engine, *, asynchronous: bool
) -> tuple[FunctionTraceEvent, ...] | TraceExecutionFailure:
function: Final = _entrypoint(spec, engine, asynchronous=asynchronous)
if isinstance(function, TraceExecutionFailure):
return function
try:
with replay_server() as provider:
base_fixture: Final = spec.fixture(engine, provider.url)
for response in base_fixture.provider_responses:
provider.enqueue_response(response)
fixture: Final = RouteFixture(
kwargs={
**base_fixture.kwargs,
"api_key": "test-key",
"api_base": provider.url,
**({"timeout_seconds": 5} if engine == "rust" else {"timeout": 5}),
},
provider_responses=base_fixture.provider_responses,
expected_failure=base_fixture.expected_failure,
)
collected: Final = _collect(function, fixture, engine, asynchronous=asynchronous)
provider.take_requests(len(fixture.provider_responses))
except Exception as error:
return TraceExecutionFailure(engine, f"{type(error).__name__}: {error}")
if fixture.expected_failure and collected.error is None:
return TraceExecutionFailure(engine, "call succeeded but the scenario expects failure")
if not fixture.expected_failure and collected.error is not None:
return TraceExecutionFailure(engine, collected.error)
if not collected.events:
return TraceExecutionFailure(engine, "trace is empty")
return collected.events
def _failure_message(result: tuple[FunctionTraceEvent, ...] | TraceExecutionFailure) -> str | None:
if isinstance(result, tuple):
return None
return f"{result.engine}: {result.message}"
def execute_trace(
route: RouteSpec, scenario: TraceScenario, mode: TraceMode, surface: Surface
) -> TraceComparisonArtifact:
asynchronous: Final = mode == "async"
mappings: Final = scenario.mappings_for(mode)
scenario_route: Final = RouteSpec(
route=route.route,
python_entrypoints=route.python_entrypoints,
rust_entrypoints=route.rust_entrypoints,
fixture=scenario.fixture,
)
python_trace: Final = collect_trace(scenario_route, "python", asynchronous=asynchronous)
rust_trace: Final = collect_trace(scenario_route, "rust", asynchronous=asynchronous)
python_error: Final = _failure_message(python_trace)
rust_error: Final = _failure_message(rust_trace)
python_events: Final = python_trace if isinstance(python_trace, tuple) else ()
rust_events: Final = rust_trace if isinstance(rust_trace, tuple) else ()
try:
python: Final = pipeline_projection("python", python_events, mappings)
rust: Final = pipeline_projection("rust", rust_events, mappings)
except ValueError as error:
return TraceComparisonArtifact.from_traces(
surface=surface,
sdk_function=route.route,
scenario=scenario.name,
mode=mode,
mappings=mappings,
contract=scenario.contract,
python=(),
rust=(),
python_unmatched=0,
python_error=f"harness: {error}",
)
return TraceComparisonArtifact.from_traces(
surface=surface,
sdk_function=route.route,
scenario=scenario.name,
mode=mode,
mappings=mappings,
contract=scenario.contract,
python=python.steps,
rust=rust.steps,
python_unmatched=python.unmatched,
python_error=python_error,
rust_error=rust_error,
)