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bcc8d35 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 | """G3 audit regressions: U01-1 (a stop must be able to finish) and U01-2 (an
operator's stop must not be relaunched). CPU only.
Trainer half: single process, REAL signals / files. Supervisor half: REAL child
process groups, as in tests/test_supervisor.py.
"""
from __future__ import annotations
import json
import os
import signal
import subprocess
import sys
import textwrap
import time
import pytest
from test_control_plane import _cfg, _signal_at
from test_model_parity import tiny_config
from test_trainer import _tiny_trainer
from align.train.trainer import LossOutput
from align.utils import supervisor as sv
from align.utils.supervisor import Supervisor
@pytest.fixture
def tiny(tiny_model_constants):
return tiny_config(tiny_model_constants)
def _marker(run_dir, name):
path = os.path.join(run_dir, name)
return json.load(open(path)) if os.path.exists(path) else None
def _at_micro(micro, fn):
"""wrap_adapter running `fn()` on the `micro`-th adapter call."""
def wrap(inner):
n = {"i": 0}
def adapter(m, batch):
n["i"] += 1
if n["i"] == micro:
fn()
return inner(m, batch)
return adapter
return wrap
# ---------------------------------------------------------------------------
# trainer side
# ---------------------------------------------------------------------------
def test_u01_2_signal_stop_leaves_a_stop_marker_the_supervisor_can_read(tiny, tmp_workdir):
"""torchrun exits 1 whatever its worker exited with, so the checkpointed 143
never reached the supervisor and `kill <torchrun>` was relaunched. The
trainer now leaves STOP.json (128+signum). Mutant: drop
`_write_stop_marker` -> no marker."""
t0 = time.time()
t, _ = _tiny_trainer(
tiny, tmp_workdir, save_every_micro_steps=8, wrap_adapter=_signal_at(3, signal.SIGTERM)
)
summary = t.train()
assert summary["stop_reason"] == "signal"
rec = sv.read_stop_marker(tmp_workdir, since=t0)
assert rec is not None and rec["code"] == 128 + int(signal.SIGTERM), rec
assert t.stop_exit_code == rec["code"]
def test_u01_2_a_run_that_ends_on_its_own_leaves_no_stop_marker(tiny, tmp_workdir):
t, _ = _tiny_trainer(tiny, tmp_workdir, save_every_micro_steps=8)
assert t.train()["stop_reason"] == "data_exhausted"
assert _marker(tmp_workdir, sv.STOP_MARKER_NAME) is None
def test_u01_1_a_stop_request_file_stops_at_the_boundary_and_saves(tiny, tmp_workdir):
"""The signal-free drain channel. The request lands mid-window (micro 3);
the stop is the window's boundary (micro 4) and writes the checkpoint
(save_every is 8, so micro 4 exists only because the stop wrote it).
Mutant: do not poll the file -> the run trains all 8 micros."""
t, _ = _tiny_trainer(
tiny,
tmp_workdir,
save_every_micro_steps=8,
wrap_adapter=_at_micro(3, lambda: sv.write_run_marker(tmp_workdir, sv.STOP_REQUEST_NAME)),
)
summary = t.train()
assert summary["stop_reason"] == "signal", summary
assert summary["micro_step"] == 4
assert os.path.isdir(os.path.join(tmp_workdir, "checkpoints", "micro_00000004"))
assert t.stop_exit_code == 128 + int(signal.SIGTERM)
assert sv.read_stop_marker(tmp_workdir) is not None
def test_u01_1_a_stale_stop_request_from_an_earlier_run_is_ignored(tiny, tmp_workdir):
"""A request left on disk by a previous attempt must not stop the next one."""
with open(os.path.join(tmp_workdir, sv.STOP_REQUEST_NAME), "w") as f:
json.dump({"written_at": time.time() - 3600}, f)
t, _ = _tiny_trainer(tiny, tmp_workdir, save_every_micro_steps=8)
assert t.train()["stop_reason"] == "data_exhausted"
def test_u01_1_the_trainer_announces_drain_capability_only_while_training(tiny, tmp_workdir):
seen = {}
def peek():
seen["during"] = sv.read_run_marker(tmp_workdir, sv.DRAIN_READY_NAME) is not None
t, _ = _tiny_trainer(tiny, tmp_workdir, save_every_micro_steps=8, wrap_adapter=_at_micro(1, peek))
assert sv.read_run_marker(tmp_workdir, sv.DRAIN_READY_NAME) is None
t.train()
assert seen["during"] is True
assert sv.read_run_marker(tmp_workdir, sv.DRAIN_READY_NAME) is None
# ---------------------------------------------------------------------------
# supervisor side
# ---------------------------------------------------------------------------
STOPPED_CHILD = textwrap.dedent(
"""
import json, os, sys, time
run = sys.argv[1]
cnt = os.path.join(run, "attempt.txt")
n = int(open(cnt).read()) if os.path.exists(cnt) else 0
open(cnt, "w").write(str(n + 1))
if n == 0:
time.sleep(0.05)
with open(os.path.join(run, "history.jsonl"), "a") as f:
f.write("{}\\n")
os.makedirs(os.path.join(run, "checkpoints", "micro_%08d" % 100))
if sys.argv[2] == "marker":
with open(os.path.join(run, "STOP.json"), "w") as f:
json.dump({"code": 143, "reason": "t", "written_at": time.time()}, f)
sys.exit(1) # torchrun: exit 1 whatever the worker did
sys.exit(0)
"""
)
def _sup(tmp, mode, **kw):
script = os.path.join(tmp, "child.py")
with open(script, "w") as f:
f.write(STOPPED_CHILD)
run = os.path.join(tmp, "run")
os.makedirs(run, exist_ok=True)
return Supervisor(
[sys.executable, script, run, mode], run, backoff_s=0, preflight=lambda: None, **kw
), run
def test_u01_2_supervisor_does_not_relaunch_a_stop_the_trainer_marked(tmp_workdir):
"""rc == 1 with progress made would normally be retried; STOP.json says an
operator asked for the stop. Mutant: ignore the marker -> 2 attempts."""
sup, run = _sup(tmp_workdir, "marker")
res = sup.run(install_signal_handlers=False)
assert (res.reason, res.attempts, res.exit_code) == ("operator_stop", 1, 143)
def test_u01_2_retry_on_stop_still_relaunches(tmp_workdir):
sup, _ = _sup(tmp_workdir, "marker", retry_on_stop=True)
res = sup.run(install_signal_handlers=False)
assert (res.reason, res.attempts) == ("success", 2)
def test_u01_2_without_a_marker_exit_1_with_progress_is_still_a_retryable_crash(tmp_workdir):
sup, _ = _sup(tmp_workdir, "nomarker")
res = sup.run(install_signal_handlers=False)
assert (res.reason, res.attempts) == ("success", 2)
def test_u01_2_a_stale_stop_marker_is_ignored(tmp_workdir):
sup, run = _sup(tmp_workdir, "nomarker")
with open(os.path.join(run, "STOP.json"), "w") as f:
json.dump({"code": 143, "reason": "old", "written_at": time.time() - 3600}, f)
res = sup.run(install_signal_handlers=False)
assert (res.reason, res.attempts) == ("success", 2)
# A drain-capable child: announces DRAIN_READY, IGNORES SIGTERM, and on seeing
# STOP_REQUEST takes `take_s` seconds to "checkpoint" before exiting 143. If the
# supervisor signalled or killed it first, `done` is never written.
DRAINING_CHILD = textwrap.dedent(
"""
import json, os, signal, sys, time
run, take_s, mode = sys.argv[1], float(sys.argv[2]), sys.argv[3]
signal.signal(signal.SIGTERM, signal.SIG_IGN)
if mode == "capable":
with open(os.path.join(run, "DRAIN_READY.json"), "w") as f:
json.dump({"written_at": time.time()}, f)
open(os.path.join(run, "started"), "w").close()
while True:
if os.path.exists(os.path.join(run, "STOP_REQUEST")):
time.sleep(take_s)
open(os.path.join(run, "done"), "w").close()
sys.exit(143)
time.sleep(0.05)
"""
)
def _drain_run(tmp, take_s, mode, drain_s, grace_s=1):
script = os.path.join(tmp, "drainer.py")
with open(script, "w") as f:
f.write(DRAINING_CHILD)
run = os.path.join(tmp, "run")
os.makedirs(run)
runner = (
"import sys;from align.utils.supervisor import Supervisor;"
f"r=Supervisor([sys.executable,{script!r},{run!r},{str(take_s)!r},{mode!r}],{run!r},"
f"grace_s={grace_s},drain_s={drain_s},max_retries=0,"
"preflight=lambda:None).run();sys.exit(r.exit_code)"
)
sup = subprocess.Popen([sys.executable, "-c", runner], env=dict(os.environ, PYTHONPATH=os.getcwd()))
for _ in range(200):
if os.path.exists(os.path.join(run, "started")):
break
time.sleep(0.05)
assert os.path.exists(os.path.join(run, "started"))
time.sleep(0.3)
t0 = time.time()
os.kill(sup.pid, signal.SIGTERM)
return sup, run, t0
def _events(run):
return [json.loads(l) for l in open(os.path.join(run, "supervisor.jsonl"))]
def test_u01_1_supervisor_drains_a_capable_trainer_instead_of_killing_it(tmp_workdir):
"""The child needs 3s to finish its stop; grace_s is 1. A SIGTERM-then-
SIGKILL supervisor kills it mid-"save" (no `done`). Mutant: skip the
drain -> `done` is missing."""
sup, run, _ = _drain_run(tmp_workdir, take_s=3, mode="capable", drain_s=30)
assert sup.wait(timeout=30) == 128 + int(signal.SIGTERM)
assert os.path.exists(os.path.join(run, "done")), "the stop was killed before it finished"
assert any(e["event"] == "drain_requested" for e in _events(run))
assert not os.path.exists(os.path.join(run, sv.STOP_REQUEST_NAME)), "request left behind"
def test_u01_1_a_drain_that_never_finishes_is_escalated_after_drain_s(tmp_workdir):
sup, run, t0 = _drain_run(tmp_workdir, take_s=600, mode="capable", drain_s=1.5)
assert sup.wait(timeout=30) == 128 + int(signal.SIGTERM)
assert not os.path.exists(os.path.join(run, "done"))
assert any(e["event"] == "drain_timeout" for e in _events(run))
assert time.time() - t0 < 25
def test_u01_1_a_child_that_cannot_drain_is_signalled_immediately(tmp_workdir):
"""No DRAIN_READY -> the legacy path (SIGTERM, grace, SIGKILL): the
supervisor must not wait drain_s on a child that will never answer."""
sup, run, t0 = _drain_run(tmp_workdir, take_s=600, mode="plain", drain_s=300)
assert sup.wait(timeout=30) == 128 + int(signal.SIGTERM)
assert time.time() - t0 < 20
assert not any(e["event"] == "drain_requested" for e in _events(run))
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