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comet-ml--opik/apps/opik-python-backend/tests/unit/test_executor_process_saturation.py
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chore: import upstream snapshot with attribution
2026-07-13 13:25:44 +08:00

295 lines
12 KiB
Python

"""Saturation/backpressure behavior of ProcessExecutor.
Covers the public contract:
- pool acquisition fails fast and surfaces as HTTP 503 with the shared
``SATURATED_ERROR`` body
- ``get_worker`` raises stdlib :class:`TimeoutError` on saturation and on
executor shutdown
- the acquire timeout is configurable via env var and falls back to 0
for any invalid input
- the Flask route translates saturation to HTTP 503
"""
import logging
from queue import Empty
from unittest.mock import MagicMock, patch
import pytest
from opik_backend import create_app
from opik_backend.executor import (
CodeExecutorBase,
EXEC_TIMEOUT_ERROR,
POOL_ACQUIRE_TIMEOUT_ENV_VAR,
SATURATED_ERROR,
SHUTDOWN_ERROR,
)
from opik_backend.executor_process import ProcessExecutor
EVALUATORS_URL = "/v1/private/evaluators/python"
ENV_VAR = POOL_ACQUIRE_TIMEOUT_ENV_VAR
DATA = {"output": "x", "reference": "x"}
@pytest.fixture
def empty_pool_executor():
"""ProcessExecutor with an empty process_pool and no started services.
``start_services()`` is intentionally not called: the saturation path lives
entirely in the in-memory pool, so we exercise it without spinning up real
subprocesses.
"""
executor = ProcessExecutor()
yield executor
@pytest.mark.parametrize("set_stop_event, expected_message", [
pytest.param(False, SATURATED_ERROR, id="empty_pool"),
pytest.param(True, SHUTDOWN_ERROR, id="shutdown"),
])
def test_get_worker_raises_timeout_error(empty_pool_executor, set_stop_event, expected_message):
"""The exception text is one of the two wire-facing constants; internal
config (pool_acquire_timeout, max_parallel) stays in the log only."""
if set_stop_event:
empty_pool_executor.stop_event.set()
with pytest.raises(TimeoutError) as excinfo:
empty_pool_executor.get_worker()
assert str(excinfo.value) == expected_message
def test_get_worker_preserves_empty_cause_on_saturation(empty_pool_executor):
"""``raise TimeoutError(...) from e`` keeps the underlying
:class:`queue.Empty` as ``__cause__`` so tracebacks still link the
saturation TimeoutError to its originating queue event for debugging."""
with pytest.raises(TimeoutError) as excinfo:
empty_pool_executor.get_worker()
assert isinstance(excinfo.value.__cause__, Empty)
def test_get_worker_logs_warning_on_saturation(empty_pool_executor, caplog):
"""Saturation is the third leg of the observability triangle (gauge,
counter, log). Without the WARNING, ops loses the real-time signal."""
with caplog.at_level(logging.WARNING):
with pytest.raises(TimeoutError):
empty_pool_executor.get_worker()
assert any(
"pool exhausted" in r.message
for r in caplog.records
if r.levelno == logging.WARNING
)
def test_get_worker_logs_warning_on_dead_worker(empty_pool_executor, caplog):
"""The dead-worker WARNING is the operator-facing signal that
distinguishes 'workers dying' from 'all workers busy' — both surface
as 503 + SATURATED_ERROR, only the log tells the difference."""
dead_process = MagicMock()
dead_process.is_alive.return_value = False
dead_worker = {"id": "dead-x", "process": dead_process, "connection": MagicMock()}
with caplog.at_level(logging.WARNING):
with patch.object(empty_pool_executor.process_pool, "get", return_value=dead_worker):
with patch.object(empty_pool_executor, "_async_terminate"):
with pytest.raises(TimeoutError):
empty_pool_executor.get_worker()
assert any(
"Dead worker" in r.message and "dead-x" in r.message
for r in caplog.records
if r.levelno == logging.WARNING
)
def test_get_worker_treats_dead_worker_as_saturation(empty_pool_executor):
"""A dead worker retrieved from the pool is async-terminated and
surfaces as TimeoutError with the wire-facing saturation constant —
internal worker state stays in the log, not in anything a downstream
``str(exc)`` could observe."""
dead_process = MagicMock()
dead_process.is_alive.return_value = False
dead_worker = {"id": "dead", "process": dead_process, "connection": MagicMock()}
with patch.object(empty_pool_executor.process_pool, "get", return_value=dead_worker):
with patch.object(empty_pool_executor, "_async_terminate") as async_term:
with pytest.raises(TimeoutError) as excinfo:
empty_pool_executor.get_worker()
async_term.assert_called_once_with(dead_worker)
assert str(excinfo.value) == SATURATED_ERROR
def test_run_scoring_returns_503_when_pool_yields_dead_worker(empty_pool_executor):
"""End-to-end: a dead worker collapses to the same 503 + SATURATED_ERROR
body as real pool saturation. Body intentionally re-used — the wire
contract is the HTTP status, the dead-worker case is distinguishable
via logs."""
dead_process = MagicMock()
dead_process.is_alive.return_value = False
dead_worker = {"id": "dead", "process": dead_process, "connection": MagicMock()}
with patch.object(empty_pool_executor.process_pool, "get", return_value=dead_worker):
with patch.object(empty_pool_executor, "_async_terminate"):
response = empty_pool_executor.run_scoring(code="<unused>", data=DATA)
assert response == {"code": 503, "error": SATURATED_ERROR}
def test_run_scoring_async_terminates_on_exec_timeout(empty_pool_executor):
"""The exec-timeout branch must terminate the unresponsive worker off
the request thread, and return 504 with the shared exec-timeout body
so Java BE's retry policy treats this uniformly with the Docker
executor (504 is retryable; 500 is not)."""
process = MagicMock()
process.is_alive.return_value = True
connection = MagicMock()
connection.poll.return_value = False # exec_timeout elapses with no result
worker = {"id": "w-timeout", "process": process, "connection": connection}
with patch.object(empty_pool_executor, "get_worker", return_value=worker):
with patch.object(empty_pool_executor, "_async_terminate") as async_term:
response = empty_pool_executor.run_scoring(code="<unused>", data=DATA)
async_term.assert_called_once_with(worker)
assert response == {"code": 504, "error": EXEC_TIMEOUT_ERROR}
def test_run_scoring_async_terminates_on_exception(empty_pool_executor):
"""The generic exception branch must also terminate the failed worker
off the request thread, symmetric to the exec-timeout branch."""
process = MagicMock()
process.is_alive.return_value = True
# connection=None makes the inner ``if not connection: raise`` fire,
# which is the simplest way to land us in the generic except branch.
worker = {"id": "w-error", "process": process, "connection": None}
with patch.object(empty_pool_executor, "get_worker", return_value=worker):
with patch.object(empty_pool_executor, "_async_terminate") as async_term:
response = empty_pool_executor.run_scoring(code="<unused>", data=DATA)
async_term.assert_called_once_with(worker)
assert response["code"] == 500
def test_async_terminate_dispatches_via_releaser_executor_when_available(empty_pool_executor):
"""When start_services has wired up the releaser pool, termination must
happen off the request thread."""
worker = {"id": "any", "process": MagicMock(), "connection": MagicMock()}
fake_releaser = MagicMock()
empty_pool_executor.releaser_executor = fake_releaser
from opik_backend.executor_process import terminate_worker
empty_pool_executor._async_terminate(worker)
fake_releaser.submit.assert_called_once_with(terminate_worker, worker)
def test_async_terminate_falls_back_to_inline_when_releaser_unavailable(empty_pool_executor):
"""Without a releaser pool (pre-start_services / tests), termination
runs inline — acceptable since no request thread is on the line."""
worker = {"id": "any", "process": MagicMock(), "connection": MagicMock()}
assert empty_pool_executor.releaser_executor is None
with patch("opik_backend.executor_process.terminate_worker") as terminate:
empty_pool_executor._async_terminate(worker)
terminate.assert_called_once_with(worker)
def test_get_worker_refreshes_gauge_on_saturation(empty_pool_executor):
"""The Empty branch refreshes the pool-size gauge so the saturation event
reports the zero-available state instead of the pre-call snapshot."""
with patch.object(empty_pool_executor, "_update_pool_size_metric") as update:
with pytest.raises(TimeoutError):
empty_pool_executor.get_worker()
# Pre-call update + Empty-branch update; dropping the latter regresses
# to a single call and would silently leave the gauge stale on saturation.
assert update.call_count == 2
def test_run_scoring_returns_503_with_pool_saturated_message(empty_pool_executor):
response = empty_pool_executor.run_scoring(code="<unused>", data=DATA)
assert response == {"code": 503, "error": SATURATED_ERROR}
def test_run_scoring_returns_shutdown_body_when_stopping(empty_pool_executor):
"""503 on shutdown uses a distinct body from the saturation body so the
two paths remain diagnosable in monitoring."""
empty_pool_executor.stop_event.set()
response = empty_pool_executor.run_scoring(code="<unused>", data=DATA)
assert response == {"code": 503, "error": SHUTDOWN_ERROR}
assert response["error"] != SATURATED_ERROR
def test_run_scoring_returns_shutdown_body_when_stop_event_wins_race(empty_pool_executor):
"""If a SIGTERM/SIGINT fires during the bounded Queue.get inside
get_worker, the resulting TimeoutError should surface as shutdown, not
as pool saturation."""
def stop_then_raise():
empty_pool_executor.stop_event.set()
raise TimeoutError("Process pool exhausted: simulated race")
with patch.object(empty_pool_executor, "get_worker", side_effect=stop_then_raise):
response = empty_pool_executor.run_scoring(code="<unused>", data=DATA)
assert response == {"code": 503, "error": SHUTDOWN_ERROR}
@pytest.mark.parametrize("raw, expected", [
("0", 0.0),
("0.25", 0.25),
("1", 1.0),
("5", 5.0),
])
def test_parse_pool_acquire_timeout_accepts_finite_non_negative(monkeypatch, raw, expected):
monkeypatch.setenv(ENV_VAR, raw)
assert CodeExecutorBase._parse_pool_acquire_timeout() == expected
@pytest.mark.parametrize("raw", [
"not-a-number", "", # non-numeric
"-1", "-0.5", # negative
"inf", "-inf", "nan", # non-finite — would re-arm the unbounded wait
])
def test_parse_pool_acquire_timeout_falls_back_to_zero_on_invalid(monkeypatch, raw):
monkeypatch.setenv(ENV_VAR, raw)
assert CodeExecutorBase._parse_pool_acquire_timeout() == 0.0
def test_parse_pool_acquire_timeout_defaults_to_zero(monkeypatch):
monkeypatch.delenv(ENV_VAR, raising=False)
assert CodeExecutorBase._parse_pool_acquire_timeout() == 0.0
def test_executor_applies_parsed_pool_acquire_timeout(monkeypatch):
"""__init__ wires the parsed timeout onto the instance field."""
monkeypatch.setenv(ENV_VAR, "0.5")
executor = ProcessExecutor()
assert executor.pool_acquire_timeout == 0.5
def test_route_returns_503_when_pool_saturated(empty_pool_executor):
app = create_app(should_init_executor=False)
app.executor = empty_pool_executor
client = app.test_client()
response = client.post(
EVALUATORS_URL,
json={"code": "<unused>", "data": DATA},
)
assert response.status_code == 503
assert SATURATED_ERROR in response.json["error"]