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