deer-flow/backend/tests/test_extension_system_model_calls.py
yetuge a46d9221f8
fix(summarization): build the summary model off the Gateway event loop (#7874)
Context compaction runs from abefore_model/aafter_model on the shared loop,
and its async candidate loop constructed the summary provider inline.
create_chat_model can read local CLI credentials while it is constructed
(Codex auth.json, Claude Code credential files), so an automatic compaction
stalled every other request for that read.

Split construction out of _model_for and add _amodel_for, which builds the
provider on the assembly pool; the sync path keeps building inline. Anchor
and failure-cache semantics are unchanged, so a broken candidate still falls
through to the next one, and inference still awaits on the loop.

Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
2026-11-04 21:54:47 +08:00

733 lines
23 KiB
Python

"""Observation helpers for model calls made outside the agent graph."""
from __future__ import annotations
import asyncio
import logging
import threading
import time
from types import SimpleNamespace
from unittest.mock import AsyncMock, MagicMock
import pytest
from deerflow_extension_api import (
EXTENSION_TASK_STORE_KEY,
ExtensionData,
SystemModelRequest,
SystemModelResult,
SystemOperationKind,
)
from langchain_core.messages import AIMessage, HumanMessage
from langgraph.runtime import Runtime
from deerflow.extensions.notify import (
dispatch_system_model_observation,
notify_system_model_call,
observe_system_model_call,
reset_extension_notify_loop,
set_extension_notify_loop,
suspend_extension_system_observations,
task_store_for_system_call,
)
from deerflow.extensions.registry import ExtensionRegistry
class _Observer:
def __init__(self) -> None:
self.calls: list[tuple[SystemOperationKind, SystemModelRequest, SystemModelResult]] = []
self.stores: list[ExtensionData] = []
async def on_system_model_call(self, app_store, task_store, kind, request, result):
self.calls.append((kind, request, result))
self.stores.append(task_store)
def _extensions(*observers):
registry = ExtensionRegistry()
for index, observer in enumerate(observers):
with registry.attributed_to(f"ext{index}:install"):
registry.system_model_observer(observer)
return registry.build()
@pytest.mark.asyncio
async def test_system_model_notification_reports_success_failure_and_detached_store():
observer = _Observer()
extensions = _extensions(observer)
request = SystemModelRequest(messages=("prompt",), model_name="system-model")
await notify_system_model_call(
extensions,
None,
SystemOperationKind.TITLE,
request,
SystemModelResult(response="ok"),
)
error = RuntimeError("provider down")
live_store = ExtensionData("task-1")
await notify_system_model_call(
extensions,
live_store,
SystemOperationKind.MEMORY,
request,
SystemModelResult(error=error),
)
assert [call[0] for call in observer.calls] == [
SystemOperationKind.TITLE,
SystemOperationKind.MEMORY,
]
assert observer.calls[0][2].response == "ok"
assert observer.calls[1][2].error is error
assert observer.stores[0].scope_id == "detached"
assert observer.stores[1] is live_store
@pytest.mark.asyncio
async def test_bad_observer_is_fail_open_and_does_not_hide_later_observers():
class _Boom:
async def on_system_model_call(self, app_store, task_store, kind, request, result):
raise RuntimeError("observer exploded")
survivor = _Observer()
await notify_system_model_call(
_extensions(_Boom(), survivor),
ExtensionData("task"),
SystemOperationKind.SUMMARIZATION,
SystemModelRequest(),
SystemModelResult(response="summary"),
)
assert [call[0] for call in survivor.calls] == [SystemOperationKind.SUMMARIZATION]
@pytest.mark.asyncio
async def test_observer_raising_cancellederror_is_fail_open_like_any_other_failure(
_notification_loop_state,
):
# An observer that implements its own timeout with cancellation can let a
# CancelledError escape. Fail-open is about the origin of the failure, not
# its base class: a contributor must never skip its successors or reach the
# host, and CancelledError does not derive from Exception.
class _Rogue:
async def on_system_model_call(self, app_store, task_store, kind, request, result):
raise asyncio.CancelledError()
survivor = _Observer()
await notify_system_model_call(
_extensions(_Rogue(), survivor),
ExtensionData("task"),
SystemOperationKind.GOAL,
SystemModelRequest(),
SystemModelResult(response="ok"),
)
assert [call[0] for call in survivor.calls] == [SystemOperationKind.GOAL]
@pytest.mark.asyncio
async def test_genuine_host_cancellation_during_notification_still_propagates(
_notification_loop_state,
):
# The guard above must not swallow a real cancellation of the host task.
entered = asyncio.Event()
survivor = _Observer()
class _Slow:
async def on_system_model_call(self, app_store, task_store, kind, request, result):
entered.set()
await asyncio.sleep(10)
async def _body():
await notify_system_model_call(
_extensions(_Slow(), survivor),
ExtensionData("task"),
SystemOperationKind.GOAL,
SystemModelRequest(),
SystemModelResult(response="ok"),
)
task = asyncio.create_task(_body())
await entered.wait()
task.cancel()
with pytest.raises(asyncio.CancelledError):
await task
assert survivor.calls == []
@pytest.mark.asyncio
async def test_observe_uses_explicit_snapshot_and_store_on_both_paths():
observer = _Observer()
extensions = _extensions(observer)
store = ExtensionData("live-task")
async def _success():
return "answer"
response = await observe_system_model_call(
extensions,
SystemOperationKind.GOAL,
messages=("prompt",),
model_name="goal-model",
invoke_config={"run_name": "goal"},
invoke=_success,
task_store=store,
)
assert response == "answer"
assert observer.stores == [store]
assert observer.calls[0][2].response == "answer"
assert observer.calls[0][2].duration_ms is not None
async def _failure():
raise ValueError("provider down")
with pytest.raises(ValueError, match="provider down"):
await observe_system_model_call(
extensions,
SystemOperationKind.GOAL,
messages=(),
model_name=None,
invoke_config=None,
invoke=_failure,
task_store=store,
)
assert isinstance(observer.calls[1][2].error, ValueError)
@pytest.mark.asyncio
async def test_observe_reports_cancellation_without_awaiting_inside_the_cancelled_task(
_notification_loop_state,
):
# Interrupt/rollback admission cancels the in-flight run task, so a system
# model call being cancelled is routine, not exotic. Awaiting observers here
# is unreliable (a repeated cancel interrupts that await too), so the
# cancellation terminal path is submitted to the notify loop instead.
observer = _Observer()
store = ExtensionData("live-task")
set_extension_notify_loop(asyncio.get_running_loop())
entered = asyncio.Event()
async def _never_returns():
entered.set()
await asyncio.sleep(10)
async def _body():
await observe_system_model_call(
_extensions(observer),
SystemOperationKind.SUMMARIZATION,
messages="prompt",
model_name="sum-model",
invoke_config=None,
invoke=_never_returns,
task_store=store,
)
task = asyncio.create_task(_body())
await entered.wait()
task.cancel()
with pytest.raises(asyncio.CancelledError):
await task
deadline = time.monotonic() + 2
while not observer.calls and time.monotonic() < deadline:
await asyncio.sleep(0.01)
assert [call[0] for call in observer.calls] == [SystemOperationKind.SUMMARIZATION]
assert isinstance(observer.calls[0][2].error, asyncio.CancelledError)
assert observer.calls[0][2].response is None
assert observer.calls[0][2].duration_ms is not None
assert observer.stores == [store]
@pytest.mark.asyncio
async def test_zero_observer_path_only_invokes_the_original_call():
invoked: list[str] = []
async def _call():
invoked.append("call")
return "ok"
result = await observe_system_model_call(
ExtensionRegistry().build(),
SystemOperationKind.GOAL,
messages=(),
model_name=None,
invoke_config=None,
invoke=_call,
)
assert result == "ok"
assert invoked == ["call"]
def test_task_store_fallback_reads_only_the_host_runtime_key():
store = ExtensionData("task-1")
assert task_store_for_system_call({"context": {EXTENSION_TASK_STORE_KEY: store}}) is store
for value in (None, {}, {"context": None}, {"context": {}}, "bad"):
assert task_store_for_system_call(value) is None
class _GoalModel:
def __init__(self, error: Exception | None = None) -> None:
self.error = error
async def ainvoke(self, messages, config=None):
if self.error is not None:
raise self.error
return AIMessage(content=('{"satisfied": true, "blocker": "none", "reason": "done", "evidence_summary": "shipped"}'))
@pytest.mark.asyncio
async def test_goal_evaluator_observes_success_and_failure_with_explicit_snapshot():
from deerflow.runtime.goal import evaluate_goal_completion
observer = _Observer()
extensions = _extensions(observer)
store = ExtensionData("goal-task")
evidence = [
HumanMessage(content="Ship it"),
AIMessage(content="It is shipped"),
]
await evaluate_goal_completion(
{"objective": "ship it"},
evidence,
model=_GoalModel(),
model_name="goal-model",
task_store=store,
extensions=extensions,
)
with pytest.raises(ValueError, match="provider down"):
await evaluate_goal_completion(
{"objective": "ship it"},
evidence,
model=_GoalModel(ValueError("provider down")),
model_name="goal-model",
task_store=store,
extensions=extensions,
)
assert [call[2].error is None for call in observer.calls] == [True, False]
assert observer.stores == [store, store]
@pytest.mark.asyncio
async def test_title_middleware_uses_build_bound_snapshot_and_live_task_store(monkeypatch):
from deerflow.agents.middlewares import title_middleware as title_module
from deerflow.config.title_config import TitleConfig
observer = _Observer()
extensions = _extensions(observer)
store = ExtensionData("title-task")
class _TitleModel:
async def ainvoke(self, prompt, config=None):
return AIMessage(content="A Good Title")
monkeypatch.setattr(
title_module,
"create_chat_model",
lambda **kwargs: _TitleModel(),
)
middleware = title_module.TitleMiddleware(
title_config=TitleConfig(model_name="title-model"),
extensions=extensions,
)
state = {
"messages": [
HumanMessage(content="Question"),
AIMessage(content="Answer"),
]
}
result = await middleware.aafter_model(
state,
Runtime(context={EXTENSION_TASK_STORE_KEY: store}),
)
assert result == {"title": "A Good Title"}
assert [call[0] for call in observer.calls] == [SystemOperationKind.TITLE]
assert observer.stores == [store]
# The title call sends one prompt string, so observers must see it whole
# rather than as a character-by-character sequence.
(prompt,) = observer.calls[0][1].messages
assert isinstance(prompt, str)
assert "Question" in prompt
@pytest.mark.asyncio
async def test_async_summarization_observes_each_provider_attempt_and_live_store():
from deerflow.agents.middlewares.summarization_middleware import (
DeerFlowSummarizationMiddleware,
)
observer = _Observer()
extensions = _extensions(observer)
store = ExtensionData("summary-task")
class _Failing:
async def ainvoke(self, prompt, config=None):
raise RuntimeError("first provider down")
class _Working:
async def ainvoke(self, prompt, config=None):
return SimpleNamespace(text=" compact summary ")
middleware = DeerFlowSummarizationMiddleware.__new__(DeerFlowSummarizationMiddleware)
middleware._extensions = extensions
middleware._app_config = None
middleware.trim_tokens_to_summarize = None
middleware._generation_candidate_names = lambda: ["first", "second"]
models = {"first": _Failing(), "second": _Working()}
async def _amodel_for(name):
return models[name]
middleware._amodel_for = _amodel_for
result = await middleware._asummarize_prompt("prompt", task_store=store)
assert result == "compact summary"
assert [call[2].error is None for call in observer.calls] == [False, True]
assert [call[1].model_name for call in observer.calls] == ["first", "second"]
assert [call[1].messages for call in observer.calls] == [("prompt",), ("prompt",)]
assert observer.stores == [store, store]
@pytest.mark.asyncio
async def test_summarization_public_hook_propagates_the_live_task_store():
from deerflow.agents.middlewares.summarization_middleware import (
DeerFlowSummarizationMiddleware,
)
observer = _Observer()
extensions = _extensions(observer)
store = ExtensionData("summary-live-task")
model = MagicMock()
model.with_config.return_value = model
model.ainvoke = AsyncMock(return_value=SimpleNamespace(text="compressed"))
middleware = DeerFlowSummarizationMiddleware(
model=model,
trigger=("messages", 4),
keep=("messages", 2),
token_counter=len,
extensions=extensions,
)
state = {
"messages": [
HumanMessage(content="user-1"),
AIMessage(content="assistant-1"),
HumanMessage(content="user-2"),
AIMessage(content="assistant-2"),
]
}
result = await middleware.abefore_model(
state,
Runtime(context={EXTENSION_TASK_STORE_KEY: store}),
)
assert result is not None
assert observer.stores == [store]
@pytest.mark.asyncio
async def test_memory_callback_dispatches_the_captured_snapshot_and_live_store():
from deerflow.agents.memory.manager import LangfuseMemoryCallbacks
from deerflow.extensions import reset_loaded_extensions, set_loaded_extensions
first = _Observer()
second = _Observer()
captured = _extensions(first)
replacement = _extensions(second)
store = ExtensionData("memory-task")
loop = asyncio.get_running_loop()
set_extension_notify_loop(loop)
try:
callback = LangfuseMemoryCallbacks(extensions=captured)
set_loaded_extensions(replacement)
callback.on_memory_llm_result(
{"context": {EXTENSION_TASK_STORE_KEY: store}},
prompt=("memory prompt",),
response="memory response",
error=None,
duration_ms=12.5,
model_name="memory-model",
)
for _ in range(20):
if first.calls:
break
await asyncio.sleep(0)
finally:
reset_extension_notify_loop()
reset_loaded_extensions()
assert [call[0] for call in first.calls] == [SystemOperationKind.MEMORY]
assert first.calls[0][1].messages == ("memory prompt",)
assert first.calls[0][2].response == "memory response"
assert first.calls[0][2].duration_ms == 12.5
assert first.stores == [store]
assert second.calls == []
def test_memory_callback_does_not_swallow_interpreter_shutdown(monkeypatch):
# Fail-open covers the bridge's own failures, not a process teardown
# signal — the same boundary the DeerMem-side call site pins in
# `test_memory_updater.py`.
from deerflow.agents.memory.manager import LangfuseMemoryCallbacks
from deerflow.extensions import notify as notify_module
def _teardown(coro, what):
coro.close()
raise SystemExit("interpreter is going down")
monkeypatch.setattr(notify_module, "dispatch_system_model_observation", _teardown)
callback = LangfuseMemoryCallbacks(extensions=_extensions(_Observer()))
with pytest.raises(SystemExit):
callback.on_memory_llm_result(
{},
prompt=("memory prompt",),
response=None,
error=None,
duration_ms=1.0,
model_name="memory-model",
)
def test_memory_callback_contains_bridge_failures(monkeypatch):
from deerflow.agents.memory.manager import LangfuseMemoryCallbacks
from deerflow.extensions import notify as notify_module
def _broken(coro, what):
coro.close()
raise RuntimeError("loop is gone")
monkeypatch.setattr(notify_module, "dispatch_system_model_observation", _broken)
callback = LangfuseMemoryCallbacks(extensions=_extensions(_Observer()))
callback.on_memory_llm_result(
{},
prompt=("memory prompt",),
response="memory response",
error=None,
duration_ms=1.0,
model_name="memory-model",
)
@pytest.mark.asyncio
async def test_system_model_failure_logs_identify_the_task_scope(caplog):
class _Broken:
async def on_system_model_call(self, app_store, task_store, kind, request, result):
raise RuntimeError("observer broke")
with caplog.at_level(logging.WARNING, logger="deerflow.extensions.notify"):
await notify_system_model_call(
_extensions(_Broken()),
ExtensionData("summary-live-task"),
SystemOperationKind.GOAL,
SystemModelRequest(messages=("prompt",), model_name="system-model"),
SystemModelResult(response="ok"),
)
messages = [record.getMessage() for record in caplog.records if record.name == "deerflow.extensions.notify"]
assert any("summary-live-task" in message and "goal" in message for message in messages)
@pytest.fixture
def _notification_loop_state():
reset_extension_notify_loop()
yield
reset_extension_notify_loop()
class _RunningLoop:
def __init__(self) -> None:
self.loop = asyncio.new_event_loop()
self._ready = threading.Event()
self._thread = threading.Thread(target=self._run, daemon=True)
self._thread.start()
assert self._ready.wait(2)
def _run(self) -> None:
asyncio.set_event_loop(self.loop)
self.loop.call_soon(self._ready.set)
self.loop.run_forever()
def stop(self) -> None:
if self.loop.is_running():
self.loop.call_soon_threadsafe(self.loop.stop)
self._thread.join(2)
def close(self) -> None:
self.stop()
if not self.loop.is_closed():
self.loop.close()
def _wait_for_calls(observer: _Observer, expected: int = 1) -> None:
deadline = time.monotonic() + 2
while len(observer.calls) < expected and time.monotonic() < deadline:
threading.Event().wait(0.01)
def test_detached_observation_dispatches_to_the_registered_loop(
_notification_loop_state,
):
observed_loops: list[asyncio.AbstractEventLoop] = []
class _LoopObserver(_Observer):
async def on_system_model_call(self, app_store, task_store, kind, request, result):
observed_loops.append(asyncio.get_running_loop())
await super().on_system_model_call(app_store, task_store, kind, request, result)
observer = _LoopObserver()
host = _RunningLoop()
set_extension_notify_loop(host.loop)
try:
submitted = dispatch_system_model_observation(
notify_system_model_call(
_extensions(observer),
None,
SystemOperationKind.MEMORY,
SystemModelRequest(),
SystemModelResult(response="ok"),
),
"memory",
)
_wait_for_calls(observer)
finally:
host.close()
assert submitted is True
assert observed_loops == [host.loop]
def test_awaited_observation_from_an_isolated_loop_uses_registered_loop(
_notification_loop_state,
):
observed_loops: list[asyncio.AbstractEventLoop] = []
class _LoopObserver:
async def on_system_model_call(self, app_store, task_store, kind, request, result):
observed_loops.append(asyncio.get_running_loop())
host = _RunningLoop()
set_extension_notify_loop(host.loop)
try:
asyncio.run(
notify_system_model_call(
_extensions(_LoopObserver()),
None,
SystemOperationKind.SUMMARIZATION,
SystemModelRequest(),
SystemModelResult(response="ok"),
)
)
finally:
host.close()
assert observed_loops == [host.loop]
def test_detached_observation_drops_when_loop_is_missing_stopped_or_suspended(
_notification_loop_state,
):
observer = _Observer()
extensions = _extensions(observer)
assert (
dispatch_system_model_observation(
notify_system_model_call(
extensions,
None,
SystemOperationKind.MEMORY,
SystemModelRequest(),
SystemModelResult(response="missing"),
),
"missing-loop",
)
is False
)
host = _RunningLoop()
set_extension_notify_loop(host.loop)
host.stop()
assert not host.loop.is_closed()
assert (
dispatch_system_model_observation(
notify_system_model_call(
extensions,
None,
SystemOperationKind.MEMORY,
SystemModelRequest(),
SystemModelResult(response="stopped"),
),
"stopped-loop",
)
is False
)
host.loop.close()
active = _RunningLoop()
set_extension_notify_loop(active.loop)
suspend_extension_system_observations()
try:
assert (
dispatch_system_model_observation(
notify_system_model_call(
extensions,
None,
SystemOperationKind.MEMORY,
SystemModelRequest(),
SystemModelResult(response="suspended"),
),
"suspended-loop",
)
is False
)
finally:
active.close()
assert observer.calls == []
def test_detached_observation_ignores_the_callers_other_running_loop(
_notification_loop_state,
):
observed_loops: list[asyncio.AbstractEventLoop] = []
class _LoopObserver:
async def on_system_model_call(self, app_store, task_store, kind, request, result):
observed_loops.append(asyncio.get_running_loop())
registered = _RunningLoop()
other = _RunningLoop()
set_extension_notify_loop(registered.loop)
async def _dispatch_from_other() -> None:
assert dispatch_system_model_observation(
notify_system_model_call(
_extensions(_LoopObserver()),
None,
SystemOperationKind.MEMORY,
SystemModelRequest(),
SystemModelResult(response="ok"),
),
"memory-from-other-loop",
)
try:
asyncio.run_coroutine_threadsafe(_dispatch_from_other(), other.loop).result(2)
deadline = time.monotonic() + 2
while not observed_loops and time.monotonic() < deadline:
threading.Event().wait(0.01)
finally:
other.close()
registered.close()
assert observed_loops == [registered.loop]