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e1acc15 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 | """Pre-window API rehearsal: every admission API probe against PRODUCTION, tiny.
Coordinator-run between windows (a queue line); never inside a HOLD and never by a
lane. It sends the admission's own request bodies (the pp4_admission_requests
builders) to production with generation capped at MAX_TOKENS and the admission's
priority 10 (background), never waits for production to be idle, and records every
response, including every HTTP error body.
Reading: production serves the same image and the same request validation as the PP4
candidate (PP4 overlays only remote_dspark, model_runner.py,
rejection_sampler_utils.py and its own admission/round-trace modules; no entrypoint
or sampling_params file), and both run speculative decoding. A 4xx here means the
PROBE is wrong for this image; a probe production accepts but the candidate refuses
is a CANDIDATE defect. The tokenize and terminator probes are already tiny and run
unmodified with the admission's exact assertions; the chat and cancel probes are
capped (request validation does not depend on max_tokens) and their exact checks run
only when the capped answer finished. One CONTROL request, the R16 stop probe exactly as
PP4-90f cmd/0132 sent it (logit_bias forcing), must come back 400 naming logit_bias and
speculative decoding; it confirms the cause on production and never enters the verdict.
"""
from __future__ import annotations
import argparse
import hashlib
import json
import os
import subprocess
import sys
import time
import urllib.error
import urllib.request
from collections.abc import Callable
from pathlib import Path
from typing import cast
from offload.launch.windows import pp4_admission_requests as api
from offload.launch.windows import up2_checks as ck
from offload.prefill_maxlen.evidence import Json, record
PRODUCTION = 'http://HEAD_IP:8000'
MAX_TOKENS = 8
TIMEOUT_S = 60.0
CHAT_NAMES = ('grammar', 'penalties', 'json', 'tool', 'reasoning')
CONTROL = 'control-r16-logit-bias'
ROOT = Path(__file__).resolve().parents[3]
Reply = tuple[int | None, dict[str, Json] | None, str | None]
def settings(body: dict[str, Json]) -> dict[str, Json]:
return {k: v for k, v in body.items() if k not in ('prompt', 'messages')}
def capped(body: dict[str, Json]) -> dict[str, Json]:
return {**body, 'max_tokens': min(int(str(body['max_tokens'])), MAX_TOKENS)}
class Production:
"""Tiny requests with their own timeout; HTTP errors are logged and recorded, never raised."""
def __init__(self, url: str, timeout: float) -> None:
self.url, self.timeout = url, timeout
def open(self, endpoint: str, body: dict[str, Json] | None) -> Reply:
data = None if body is None else json.dumps(body).encode()
request = urllib.request.Request(self.url + endpoint, data, {'Content-Type': 'application/json'})
try:
with urllib.request.urlopen(request, timeout=self.timeout) as response:
return int(response.status), record(cast(Json, json.load(response))), None
except urllib.error.HTTPError as error:
refused = api.refused(error, endpoint, body or {})
return refused.status, None, refused.body
except (OSError, ValueError) as exc: # transport failure or a non-JSON reply
return None, None, f'{type(exc).__name__}: {exc}'
def stream_first(self, body: dict[str, Json]) -> tuple[int | None, bool, str | None]:
"""Open the stream and close at the first content chunk (the cancel probe's disconnect)."""
request = urllib.request.Request(self.url + '/v1/chat/completions', json.dumps(body).encode(),
{'Content-Type': 'application/json'})
try:
with urllib.request.urlopen(request, timeout=self.timeout) as response:
status = int(response.status)
for line in response:
if line.startswith(b'data: {'):
choices = ck.rows(record(cast(Json, json.loads(line[6:]))).get('choices', []))
if choices and record(choices[0].get('delta', {})).get('content'):
return status, True, None
return status, False, None
except urllib.error.HTTPError as error:
refused = api.refused(error, '/v1/chat/completions', body)
return refused.status, False, refused.body
except (OSError, ValueError) as exc:
return None, False, f'{type(exc).__name__}: {exc}'
def row(name: str, endpoint: str, mode: str, body: dict[str, Json], reply: Reply, started: float) -> dict[str, Json]:
status, response, error = reply
out: dict[str, Json] = {'name': name, 'endpoint': endpoint, 'mode': mode, 'request_sha256': api.sha(cast(Json, body)),
'settings': settings(body), 'status': status, 'error_body': error, 'seconds': round(time.monotonic()-started, 3)}
if response is not None:
out['response_sha256'] = api.sha(cast(Json, response))
choices = response.get('choices')
if isinstance(choices, list) and choices:
choice = record(choices[0])
out.update({'finish_reason': choice.get('finish_reason'), 'stop_reason': choice.get('stop_reason')})
if 'usage' in response:
out['usage'] = response['usage']
return out
def check(out: dict[str, Json], assertion: Callable[..., object], *args: object) -> None:
"""Run the admission's own assertion; record pass or its STOP message."""
try:
assertion(*args)
out['check'] = 'pass'
except (ValueError, KeyError, TypeError) as exc:
out['check'] = 'fail: ' + str(exc)
def served_only(served: Json) -> None:
ck.require(isinstance(served, list) and [record(m).get('id') for m in served] == [api.MODEL],
'production does not serve exactly '+api.MODEL)
def chat_check(name: str, body: dict[str, Json], response: dict[str, Json]) -> None:
api.check_chat(name, api.chat_evidence(body, response)[0])
def r16_control(stop: int, eos: int) -> dict[str, Json]:
"""The R16 (90f0278) stop probe exactly as PP4-90f cmd/0132 sent it: logit_bias forcing."""
body = dict(dict(api.terminator_bodies(stop, eos))['stop'])
body.pop('allowed_token_ids', None)
return {**body, 'logit_bias': {str(stop): 100}}
def spec_decode_refusal(status: Json, error: Json) -> None:
ck.require(status == 400 and 'logit_bias' in str(error) and 'speculative decoding' in str(error),
'control not refused for logit_bias under speculative decoding')
def plan(eos: int, stop: int | None) -> list[tuple[str, str, str, dict[str, Json]]]:
"""(name, endpoint, mode, body) in admission order; `stop` None = tokenize not yet answered."""
rows: list[tuple[str, str, str, dict[str, Json]]] = []
for name in CHAT_NAMES[:2]:
rows.append((name, '/v1/chat/completions', 'capped', capped(api.chat_body(*api.CHATS[name]))))
rows.append(('tokenize', '/tokenize', 'exact', api.TOKENIZE))
for name, body in api.terminator_bodies(-1 if stop is None else stop, eos):
ck.require(int(str(body['max_tokens'])) <= MAX_TOKENS, name+': terminator probe is not tiny')
rows.append((name, '/v1/completions', 'exact', body))
rows.append((CONTROL, '/v1/completions', 'control', r16_control(-1 if stop is None else stop, eos)))
for name in CHAT_NAMES[2:]:
rows.append((name, '/v1/chat/completions', 'capped', capped(api.chat_body(*api.CHATS[name]))))
rows.append(('cancel', '/v1/chat/completions', 'capped-stream', capped(api.cancel_body())))
return rows
def rehearse(server: Production, eos: int, responses: list[dict[str, Json]]) -> list[dict[str, Json]]:
rows: list[dict[str, Json]] = []
started = time.monotonic()
reply = server.open('/v1/models', None)
models = row('models', '/v1/models', 'exact', {}, reply, started)
if reply[1] is not None:
check(models, served_only, reply[1].get('data'))
rows.append(models)
stop: int | None = None
for name, endpoint, mode, body in plan(eos, None):
if name in ('stop', 'eos', CONTROL):
body = (r16_control(stop, eos) if name == CONTROL and stop is not None
else dict(api.terminator_bodies(-1 if stop is None else stop, eos)).get(name, body))
if name in ('stop', CONTROL) and stop is None:
rows.append({'name': name, 'endpoint': endpoint, 'mode': mode, 'status': None,
'check': 'not-run: tokenize gave no single stop token'})
continue
started = time.monotonic()
if mode == 'capped-stream':
status, content, error = server.stream_first(body)
out = row(name, endpoint, mode, body, (status, None, error), started)
out['content_chunk'] = content
if status == 200:
check(out, ck.require, content, 'no actual streamed token before client cancel')
rows.append(out)
continue
reply = server.open(endpoint, body)
out = row(name, endpoint, mode, body, reply, started)
response = reply[1]
if mode == 'control':
check(out, spec_decode_refusal, reply[0], reply[2])
if response is not None:
responses.append({'name': name, 'response': cast(Json, response)})
if name == 'tokenize':
check(out, api.stop_token, response)
if out['check'] == 'pass':
stop = api.stop_token(response)
elif mode == 'control':
pass
elif name in ('stop', 'eos'):
check(out, api.check_terminator, name, eos, response)
elif out.get('finish_reason') in ('stop', 'tool_calls'):
check(out, chat_check, name, body, response)
else:
out['check'] = f'not-run: capped at {MAX_TOKENS} tokens ({out.get("finish_reason")})'
rows.append(out)
return rows
def verdict(rows: list[dict[str, Json]]) -> dict[str, Json]:
controls = [r for r in rows if r.get('mode') == 'control']
rows = [r for r in rows if r.get('mode') != 'control']
refused = [str(r['name']) for r in rows if isinstance(r.get('status'), int) and 400 <= int(str(r['status'])) < 500]
broken = [str(r['name']) for r in rows if (r.get('status') is None and 'not-run' not in str(r.get('check', '')))
or (isinstance(r.get('status'), int) and int(str(r['status'])) >= 500)]
failed = [str(r['name']) for r in rows if str(r.get('check', '')).startswith('fail')]
blocked = [str(r['name']) for r in rows if r.get('status') is None and 'not-run' in str(r.get('check', ''))]
reading: list[Json] = []
if refused:
reading.append('PROBE WRONG FOR THIS IMAGE: production refused '+', '.join(refused)+' (see error_body)')
if broken:
reading.append('NO ANSWER (transport or 5xx): '+', '.join(broken)+'; rerun, this is not a probe verdict')
if failed:
reading.append('PROBE SEMANTICS FAIL on production: '+', '.join(failed))
if blocked:
reading.append('NOT RUN (an earlier probe failed): '+', '.join(blocked))
confirmed = [r.get('check') == 'pass' for r in controls if 'not-run' not in str(r.get('check', ''))]
cause: bool | None = all(confirmed) if confirmed else None
reading.append({True: 'CAUSE CONFIRMED on production: the R16 logit_bias probe is refused under speculative decoding',
False: 'CAUSE NOT REPRODUCED: production did not refuse the R16 logit_bias probe as expected (see control row)',
None: 'cause control not run'}[cause])
ok = not (refused or broken or failed or blocked)
return {'verdict': 'PASS' if ok else 'FAIL', 'cause_confirmed': cause, 'refused': cast(Json, refused), 'no_answer': cast(Json, broken),
'semantic_failures': cast(Json, failed), 'not_run': cast(Json, blocked),
'reading': cast(Json, reading if not ok else ['every admission API probe accepted by production; exact probes exact', *reading])}
def source() -> dict[str, Json]:
def git(*args: str) -> str:
return subprocess.run(['git', '-C', str(ROOT), *args], check=True, capture_output=True, text=True).stdout.strip()
files = {p: hashlib.sha256((ROOT/p).read_bytes()).hexdigest() for p in
('offload/launch/windows/pp4_admission_requests.py', 'offload/launch/windows/pp4_api_rehearsal.py')}
return {'commit': git('rev-parse', 'HEAD'), 'dirty': bool(git('status', '--porcelain', '--', *files)),
'sha256': cast(Json, files)}
def main(argv: list[str] | None = None) -> int:
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument('--execute', action='store_true')
parser.add_argument('--url', default=PRODUCTION)
parser.add_argument('--eos', type=int, required=True, help="the model's verified EOS id (admission-eos-source.json)")
parser.add_argument('--out', type=Path, required=True, help='fresh directory for rehearsal.json + responses.jsonl')
parser.add_argument('--timeout', type=float, default=TIMEOUT_S)
args = parser.parse_args(argv)
ck.require(args.eos >= 0, 'verified model EOS token required')
if not args.execute:
print(json.dumps({'dry': True, 'url': args.url, 'max_tokens_cap': MAX_TOKENS, 'probes': [
{'name': n, 'endpoint': e, 'mode': m, 'settings': settings(b)} for n, e, m, b in plan(args.eos, None)]},
sort_keys=True))
return 0
ck.require(os.environ.get('WINDOW_COORDINATOR') == 'Deepseek/coordinator', 'coordinator required')
ck.require(not args.out.exists(), 'fresh rehearsal directory required')
provenance = source()
args.out.mkdir(parents=True)
responses: list[dict[str, Json]] = []
started = time.time()
rows = rehearse(Production(args.url.rstrip('/'), args.timeout), args.eos, responses)
result: dict[str, Json] = {**verdict(rows), 'url': args.url, 'eos': args.eos, 'max_tokens_cap': MAX_TOKENS,
'started_unix': started, 'seconds': round(time.time()-started, 3), 'source': provenance, 'probes': cast(Json, rows)}
held = args.out/'responses.jsonl'
held.touch(mode=0o600)
held.write_text(''.join(json.dumps(r, sort_keys=True)+'\n' for r in responses))
(args.out/'rehearsal.json').write_text(json.dumps(result, indent=1, sort_keys=True, allow_nan=False)+'\n')
print(json.dumps({k: result[k] for k in ('verdict', 'cause_confirmed', 'reading', 'refused', 'semantic_failures')}, sort_keys=True))
return 0 if result['verdict'] == 'PASS' else 1
if __name__ == '__main__':
sys.exit(main())
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