sgl-project--sglang
94057c3d3e
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485 行
20 KiB
Python
485 行
20 KiB
Python
"""Unit tests for srt/utils/phase_checker.py — SimplePhaseChecker."""
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from __future__ import annotations
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import subprocess
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import sys
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import textwrap
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import unittest
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from enum import IntEnum
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import torch
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from sglang.srt.utils.phase_checker import SimplePhaseChecker
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from sglang.test.ci.ci_register import register_amd_ci, register_cuda_ci
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from sglang.test.test_utils import CustomTestCase
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register_cuda_ci(est_time=120, stage="base-b", runner_config="1-gpu-small")
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register_amd_ci(est_time=120, stage="stage-b", runner_config="1-gpu-small-amd")
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class _Phase(IntEnum):
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IDLE = 0
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A = 1
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B = 2
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C = 3
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def _phase_value(checker: SimplePhaseChecker) -> int:
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"""Read the device-side phase tensor as a host int."""
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return int(checker._phase.item())
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def _assert_flag(checker: SimplePhaseChecker) -> int:
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"""Read the device-side assert-enable flag as a host int."""
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return int(checker._enable_assert_device.item())
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class TestConstruction(CustomTestCase):
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"""Constructor sets phase and leaves assert OFF so init-time work is tolerated."""
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@classmethod
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def setUpClass(cls) -> None:
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cls.device = torch.device("cuda:0")
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def test_init_stores_initial_phase_int(self) -> None:
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checker = SimplePhaseChecker(initial_phase=7, device=self.device)
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self.assertEqual(_phase_value(checker), 7)
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def test_init_stores_initial_phase_intenum(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.B, device=self.device)
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self.assertEqual(_phase_value(checker), int(_Phase.B))
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def test_init_assert_flag_is_off(self) -> None:
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"""assert flag must default to OFF so warmup / cuda-graph-capture don't trip."""
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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self.assertEqual(_assert_flag(checker), 0)
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def test_init_caller_registry_is_empty(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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self.assertEqual(checker._caller_tag_registry, {})
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def test_init_phase_tensor_is_on_requested_device(self) -> None:
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checker = SimplePhaseChecker(initial_phase=0, device=self.device)
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self.assertEqual(checker._phase.device, self.device)
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self.assertEqual(checker._enable_assert_device.device, self.device)
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self.assertEqual(checker._phase.dtype, torch.int32)
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self.assertEqual(checker._enable_assert_device.dtype, torch.int32)
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class TestUpdateAssertDisabled(CustomTestCase):
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"""With the assert flag OFF, update always advances the phase and never raises."""
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@classmethod
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def setUpClass(cls) -> None:
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cls.device = torch.device("cuda:0")
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def test_update_advances_phase_on_match(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.update(expect_phase=_Phase.IDLE, next_phase=_Phase.A, caller_name="t")
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(checker), int(_Phase.A))
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def test_update_advances_phase_on_mismatch(self) -> None:
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"""assert OFF tolerates mismatches — store still happens unconditionally."""
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.update(expect_phase=_Phase.C, next_phase=_Phase.B, caller_name="t")
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(checker), int(_Phase.B))
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def test_init_time_lifecycle_violations_tolerated(self) -> None:
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"""Documented use case: pre-enable_assert work may freely violate the lifecycle."""
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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# Bogus sequence — would all mismatch if assert were on.
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checker.update(expect_phase=_Phase.B, next_phase=_Phase.C, caller_name="warmup")
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checker.update(
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expect_phase=_Phase.IDLE, next_phase=_Phase.A, caller_name="warmup"
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)
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checker.update(
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expect_phase=_Phase.B, next_phase=_Phase.IDLE, caller_name="warmup"
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)
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torch.cuda.synchronize() # no raise
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self.assertEqual(_phase_value(checker), int(_Phase.IDLE))
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class TestUpdateAssertEnabled(CustomTestCase):
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"""With assert ON, matching updates pass and walk a multi-state lifecycle."""
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@classmethod
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def setUpClass(cls) -> None:
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cls.device = torch.device("cuda:0")
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def test_update_advances_phase_on_match(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.enable_assert()
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checker.update(expect_phase=_Phase.IDLE, next_phase=_Phase.A, caller_name="t")
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(checker), int(_Phase.A))
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def test_full_4_state_lifecycle_round_trip(self) -> None:
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"""IDLE -> A -> B -> C -> IDLE under assert ON, no synchronization mid-cycle."""
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.enable_assert()
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for _ in range(3): # multiple cycles to exercise stable behavior
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checker.update(
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expect_phase=_Phase.IDLE, next_phase=_Phase.A, caller_name="p1"
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)
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checker.update(expect_phase=_Phase.A, next_phase=_Phase.B, caller_name="p2")
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checker.update(expect_phase=_Phase.B, next_phase=_Phase.C, caller_name="p3")
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checker.update(
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expect_phase=_Phase.C, next_phase=_Phase.IDLE, caller_name="p4"
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)
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(checker), int(_Phase.IDLE))
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def test_update_mismatch_after_enable_raises_in_subprocess(self) -> None:
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"""A mismatched update with assert ON must fire device_assert at the next sync.
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Run in a subprocess because device-side asserts poison the CUDA context.
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"""
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script = textwrap.dedent("""
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import sys
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import torch
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from sglang.srt.utils.phase_checker import SimplePhaseChecker
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device = torch.device("cuda:0")
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checker = SimplePhaseChecker(initial_phase=0, device=device)
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checker.enable_assert()
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# phase=0 but we claim expect=99 — kernel must fire device_assert.
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checker.update(expect_phase=99, next_phase=1, caller_name="bad")
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try:
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torch.cuda.synchronize()
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except RuntimeError as e:
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msg = str(e).lower()
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if "device-side assert" in msg or "phase mismatch" in msg:
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sys.exit(0)
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print(f"Unexpected RuntimeError: {e}", file=sys.stderr)
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sys.exit(2)
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print("expected RuntimeError but none was raised", file=sys.stderr)
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sys.exit(1)
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""")
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result = subprocess.run(
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[sys.executable, "-c", script],
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capture_output=True,
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text=True,
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timeout=180,
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)
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# Accept both exit-0 (RuntimeError caught) and SIGABRT (-6, the kernel's
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# device_assert killed the process directly before sync could raise).
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# Either way, the kernel-side check fired — which is what we're verifying.
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# The presence of the SimplePhaseChecker FAIL line in stdout confirms it.
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self.assertIn(
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"SimplePhaseChecker FAIL",
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result.stdout,
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f"stdout: {result.stdout}\nstderr: {result.stderr}",
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)
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self.assertIn(
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result.returncode,
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(0, -6),
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f"unexpected returncode {result.returncode}; "
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f"stdout: {result.stdout}\nstderr: {result.stderr}",
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)
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class TestEnableAssert(CustomTestCase):
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"""enable_assert flips the device flag and resets phase to the initial value."""
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@classmethod
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def setUpClass(cls) -> None:
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cls.device = torch.device("cuda:0")
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def test_enable_assert_sets_flag_to_one(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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self.assertEqual(_assert_flag(checker), 0)
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checker.enable_assert()
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self.assertEqual(_assert_flag(checker), 1)
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def test_enable_assert_resets_phase_to_initial(self) -> None:
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"""Phase advanced during init must be wiped by enable_assert.
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Otherwise post-init lifecycle would start from whatever captured kernels
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left in the phase tensor — the explicit purpose of enable_assert.
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"""
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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# Mess with the phase as init-time work might.
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checker.update(
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expect_phase=_Phase.IDLE, next_phase=_Phase.C, caller_name="warmup"
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)
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(checker), int(_Phase.C))
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checker.enable_assert()
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self.assertEqual(_phase_value(checker), int(_Phase.IDLE))
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def test_enable_assert_with_nonzero_initial_phase(self) -> None:
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"""Reset target tracks the original initial_phase, not 0."""
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checker = SimplePhaseChecker(initial_phase=42, device=self.device)
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checker.update(expect_phase=42, next_phase=7, caller_name="t")
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(checker), 7)
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checker.enable_assert()
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self.assertEqual(_phase_value(checker), 42)
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def test_enable_assert_is_idempotent(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.enable_assert()
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checker.enable_assert()
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self.assertEqual(_assert_flag(checker), 1)
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self.assertEqual(_phase_value(checker), int(_Phase.IDLE))
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class TestResetToIdle(CustomTestCase):
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"""_reset_to_idle only touches the phase tensor; the assert flag is untouched."""
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@classmethod
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def setUpClass(cls) -> None:
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cls.device = torch.device("cuda:0")
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def test_reset_after_update_restores_initial_phase(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.update(expect_phase=_Phase.IDLE, next_phase=_Phase.B, caller_name="t")
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(checker), int(_Phase.B))
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checker._reset_to_idle()
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self.assertEqual(_phase_value(checker), int(_Phase.IDLE))
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def test_reset_does_not_toggle_assert_flag_when_off(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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self.assertEqual(_assert_flag(checker), 0)
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checker._reset_to_idle()
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self.assertEqual(_assert_flag(checker), 0)
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def test_reset_does_not_toggle_assert_flag_when_on(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.enable_assert()
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self.assertEqual(_assert_flag(checker), 1)
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checker._reset_to_idle()
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self.assertEqual(_assert_flag(checker), 1)
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def test_reset_with_nonzero_initial_phase(self) -> None:
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checker = SimplePhaseChecker(initial_phase=5, device=self.device)
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checker.update(expect_phase=5, next_phase=9, caller_name="t")
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torch.cuda.synchronize()
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checker._reset_to_idle()
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self.assertEqual(_phase_value(checker), 5)
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class TestCallerTagRegistry(CustomTestCase):
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"""Caller tags are interned 1-indexed integers, assigned in first-seen order."""
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@classmethod
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def setUpClass(cls) -> None:
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cls.device = torch.device("cuda:0")
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def test_first_caller_gets_tag_one(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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self.assertEqual(checker._resolve_caller_tag("first"), 1)
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def test_distinct_callers_get_distinct_increasing_tags(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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self.assertEqual(checker._resolve_caller_tag("a"), 1)
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self.assertEqual(checker._resolve_caller_tag("b"), 2)
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self.assertEqual(checker._resolve_caller_tag("c"), 3)
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def test_repeated_caller_returns_same_tag(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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first = checker._resolve_caller_tag("repeat")
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# Mix other callers in between.
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checker._resolve_caller_tag("other")
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second = checker._resolve_caller_tag("repeat")
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self.assertEqual(first, second)
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def test_empty_caller_name_is_interned_like_any_other(self) -> None:
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"""default caller_name="" must be a legal key, not crash on use."""
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.enable_assert()
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checker.update(expect_phase=_Phase.IDLE, next_phase=_Phase.A) # caller_name=""
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torch.cuda.synchronize()
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self.assertIn("", checker._caller_tag_registry)
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self.assertEqual(_phase_value(checker), int(_Phase.A))
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def test_update_populates_registry(self) -> None:
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checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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checker.update(
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expect_phase=_Phase.IDLE, next_phase=_Phase.A, caller_name="alpha"
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)
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checker.update(
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expect_phase=_Phase.A, next_phase=_Phase.IDLE, caller_name="beta"
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)
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torch.cuda.synchronize()
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self.assertEqual(checker._caller_tag_registry, {"alpha": 1, "beta": 2})
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class TestMultipleInstances(CustomTestCase):
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"""Independent checkers must not share phase, assert flag, or caller registry."""
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@classmethod
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def setUpClass(cls) -> None:
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cls.device = torch.device("cuda:0")
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def test_phase_tensors_are_independent(self) -> None:
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a = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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b = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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a.update(expect_phase=_Phase.IDLE, next_phase=_Phase.B, caller_name="a")
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torch.cuda.synchronize()
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self.assertEqual(_phase_value(a), int(_Phase.B))
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self.assertEqual(_phase_value(b), int(_Phase.IDLE))
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def test_assert_flags_are_independent(self) -> None:
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a = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
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b = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
|
|
a.enable_assert()
|
|
self.assertEqual(_assert_flag(a), 1)
|
|
self.assertEqual(_assert_flag(b), 0)
|
|
|
|
def test_caller_registries_are_independent(self) -> None:
|
|
a = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
|
|
b = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
|
|
a._resolve_caller_tag("shared_name")
|
|
# Same string, different checker — should still get tag=1, not 2.
|
|
self.assertEqual(b._resolve_caller_tag("shared_name"), 1)
|
|
|
|
|
|
class TestCudaGraphCapture(CustomTestCase):
|
|
"""The kernel is launched unconditionally so it is capture-safe; the device flag
|
|
decides at replay time whether the assert fires.
|
|
"""
|
|
|
|
@classmethod
|
|
def setUpClass(cls) -> None:
|
|
cls.device = torch.device("cuda:0")
|
|
|
|
def _capture_one_update(
|
|
self,
|
|
checker: SimplePhaseChecker,
|
|
*,
|
|
expect_phase: int,
|
|
next_phase: int,
|
|
caller_name: str,
|
|
) -> torch.cuda.CUDAGraph:
|
|
"""Warm up + capture a single update() call into a fresh CUDAGraph.
|
|
|
|
Both warmup and capture launches actually execute on the GPU and advance
|
|
the phase tensor. Caller must keep assert OFF here — otherwise the second
|
|
launch (capture) would see phase=next_phase and mismatch the expected.
|
|
"""
|
|
assert _assert_flag(checker) == 0, "capture helper requires assert OFF"
|
|
stream = torch.cuda.Stream(self.device)
|
|
# Warmup launch on a side stream — required before torch.cuda.graph.
|
|
stream.wait_stream(torch.cuda.current_stream(self.device))
|
|
with torch.cuda.stream(stream):
|
|
checker.update(
|
|
expect_phase=expect_phase,
|
|
next_phase=next_phase,
|
|
caller_name=caller_name,
|
|
)
|
|
torch.cuda.current_stream(self.device).wait_stream(stream)
|
|
torch.cuda.synchronize()
|
|
|
|
graph = torch.cuda.CUDAGraph()
|
|
with torch.cuda.graph(graph, stream=stream):
|
|
checker.update(
|
|
expect_phase=expect_phase,
|
|
next_phase=next_phase,
|
|
caller_name=caller_name,
|
|
)
|
|
return graph
|
|
|
|
def test_captured_update_advances_phase_on_replay(self) -> None:
|
|
"""Replay reissues the captured kernel; phase tensor is updated each replay."""
|
|
checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
|
|
# Capture under assert OFF (the documented init-time pattern).
|
|
graph = self._capture_one_update(
|
|
checker,
|
|
expect_phase=int(_Phase.IDLE),
|
|
next_phase=int(_Phase.B),
|
|
caller_name="captured",
|
|
)
|
|
|
|
# Enable assert (resets phase -> IDLE) and replay — captured expect=IDLE matches.
|
|
checker.enable_assert()
|
|
graph.replay()
|
|
torch.cuda.synchronize()
|
|
self.assertEqual(_phase_value(checker), int(_Phase.B))
|
|
|
|
# Reset + replay again — same result, no raise.
|
|
checker._reset_to_idle()
|
|
graph.replay()
|
|
torch.cuda.synchronize()
|
|
self.assertEqual(_phase_value(checker), int(_Phase.B))
|
|
|
|
def test_assert_flag_toggle_visible_to_replayed_graph(self) -> None:
|
|
"""Key contract: capture with assert OFF, enable assert later, replay sees the new flag.
|
|
|
|
We don't try to make the replay raise (that would poison the context); we
|
|
verify the *positive* side — capture under assert OFF (with deliberate
|
|
phase mismatches tolerated) and confirm the same captured kernel still
|
|
works correctly when assert is later turned on.
|
|
"""
|
|
checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
|
|
graph = self._capture_one_update(
|
|
checker,
|
|
expect_phase=int(_Phase.IDLE),
|
|
next_phase=int(_Phase.A),
|
|
caller_name="captured",
|
|
)
|
|
self.assertEqual(_assert_flag(checker), 0)
|
|
|
|
# Replay with assert OFF tolerates a deliberately diverged phase.
|
|
checker._phase.fill_(999)
|
|
graph.replay()
|
|
torch.cuda.synchronize() # no raise — flag is OFF
|
|
self.assertEqual(_phase_value(checker), int(_Phase.A))
|
|
|
|
# Now turn on asserts (also resets phase -> IDLE) and replay.
|
|
checker.enable_assert()
|
|
self.assertEqual(_assert_flag(checker), 1)
|
|
self.assertEqual(_phase_value(checker), int(_Phase.IDLE))
|
|
|
|
graph.replay()
|
|
torch.cuda.synchronize() # no raise — phase matched expect
|
|
self.assertEqual(_phase_value(checker), int(_Phase.A))
|
|
|
|
|
|
class TestPhaseReprNoCrash(CustomTestCase):
|
|
"""Debug logging path (host_debug) tolerates both int and IntEnum phase args."""
|
|
|
|
@classmethod
|
|
def setUpClass(cls) -> None:
|
|
cls.device = torch.device("cuda:0")
|
|
|
|
def test_update_with_int_phases_does_not_crash(self) -> None:
|
|
checker = SimplePhaseChecker(initial_phase=0, device=self.device)
|
|
checker.enable_assert()
|
|
checker.update(expect_phase=0, next_phase=1, caller_name="ints")
|
|
torch.cuda.synchronize()
|
|
self.assertEqual(_phase_value(checker), 1)
|
|
|
|
def test_update_with_intenum_phases_does_not_crash(self) -> None:
|
|
checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
|
|
checker.enable_assert()
|
|
checker.update(
|
|
expect_phase=_Phase.IDLE, next_phase=_Phase.A, caller_name="enums"
|
|
)
|
|
torch.cuda.synchronize()
|
|
self.assertEqual(_phase_value(checker), int(_Phase.A))
|
|
|
|
def test_update_mixing_int_and_intenum_phases(self) -> None:
|
|
"""expect_phase is an IntEnum, next_phase is a plain int (and vice versa)."""
|
|
checker = SimplePhaseChecker(initial_phase=_Phase.IDLE, device=self.device)
|
|
checker.enable_assert()
|
|
checker.update(expect_phase=_Phase.IDLE, next_phase=5, caller_name="mix1")
|
|
torch.cuda.synchronize()
|
|
self.assertEqual(_phase_value(checker), 5)
|
|
checker.update(expect_phase=5, next_phase=_Phase.IDLE, caller_name="mix2")
|
|
torch.cuda.synchronize()
|
|
self.assertEqual(_phase_value(checker), int(_Phase.IDLE))
|
|
|
|
|
|
if __name__ == "__main__":
|
|
unittest.main()
|