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xc_agent_platform_demo/src/live_cycle.py

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"""Queue-gated live cycles; all remote collaborators are injectable."""
import json
import os
import sys
import threading
from pathlib import Path
from .banned import banned_rule
from .config_params import GPU_ENUMS, build_config_params_with_meta
from .gate import evaluate_gate, queue_threshold
from .live_queue import read_queue, read_queue_stats, model_key
from .pending_pool import build_ordered_candidates
from .task_add_client import TaskAddClient, build_payload, resolve_token_with_source, token_probe_status
from .ledger import load_baked
from .marks import load_marks, REJECT_CODES, PERMANENT_PAIR_CODES
from .precheck import precheck_model, SAFE_STATUSES
_submitted = set()
_marked = {}
_cycle_lock = threading.Lock()
def run_cycle(candidates=None, client=None, queue_reader=None, now=None, stats_reader=None, precheck=None):
with _cycle_lock:
return _run_cycle(candidates, client, queue_reader, now, stats_reader, precheck)
def _run_cycle(candidates, client, queue_reader, now, stats_reader, precheck):
decisions = []
def emit(action, reason, **fields):
decision = dict(action=action, reason=reason, **fields)
decisions.append(decision)
print('[live] ' + action + ' ' + ' '.join(f'{k}={str(v).replace(chr(10), " ").replace(chr(13), " ")}' for k, v in dict(fields, reason=reason).items()), file=sys.stderr)
gate = evaluate_gate()
if not gate.allowed:
emit('hold', gate.reason)
return decisions
try:
_, source = resolve_token_with_source()
except (ValueError, OSError, UnicodeError):
statuses = token_probe_status()
print('[live] token_probe ' + ' '.join(
name + '=' + statuses[name] for name in
('EXTERNAL_SERVICE_TOKEN', 'XC_TOKEN_FILE', 'XC_TOKEN', 'MODELHUB_XC_TOKEN')), file=sys.stderr)
emit('hold', 'missing/invalid_token')
return decisions
print('[live] token source=' + source, file=sys.stderr)
# An injected queue reader keeps existing offline callers offline.
reason, stats = 'not_read', None
if stats_reader is not None or queue_reader is None:
try:
_, reason, _, stats = (stats_reader or read_queue_stats)()
except Exception:
reason, stats = 'read_failed', None
if stats is not None:
try:
line = ' '.join(f'{key}={stats[key]:g}' if key == 'points'
else f'{key}={int(stats[key])}' for key in
('total', 'queue', 'verify_pass', 'verify_fail', 'failed', 'unknown', 'points'))
except (KeyError, TypeError, ValueError, OverflowError):
stats, reason = None, 'invalid_stats'
if stats is None:
# Only known reasons may enter logs; injected errors may contain secrets.
safe_reasons = {'not_read', 'read_failed', 'invalid_stats', 'missing/invalid_token',
'http_error', 'malformed_json', 'transport/http_error', 'platform_error',
'malformed_data', 'malformed_records', 'pagination_total_changed',
'pagination_inconsistent', 'incomplete_pagination'}
line = 'unavailable reason=' + (reason if isinstance(reason, str) and reason in safe_reasons else 'read_failed')
print('[live] stats ' + line, file=sys.stderr)
try:
cap = int(os.environ.get('LIVE_MAX_SUBMITS_PER_CYCLE', '3'))
if cap < 1:
raise ValueError
except ValueError:
emit('hold', 'invalid_cycle_cap')
return decisions
try:
attempt_cap = int(os.environ.get('LIVE_MAX_ATTEMPTS_PER_CYCLE', '15'))
if attempt_cap < 1:
raise ValueError
except ValueError:
attempt_cap = 15
if candidates is None:
try:
if os.environ.get('PENDING_SUBMIT_MD') or os.environ.get('PENDING_SUBMIT_TXT'):
candidates = build_ordered_candidates()
else:
candidates = json.loads((Path(__file__).parent / 'data/candidates.json').read_text())
except (OSError, ValueError, IndexError):
emit('hold', 'candidate_read_failed')
return decisions
candidates = sorted(candidates, key=lambda c: (c.get('section', 'B') != 'A', c.get('foothold_class') != 'verified_reuse'))
if not candidates:
emit('hold', 'no_candidates')
return decisions
try:
marks = load_marks()
except ValueError:
emit('hold', 'marks_read_failed')
return decisions
try:
baked, blocked = load_baked()
known = baked | _submitted
except (OSError, ValueError, KeyError, TypeError):
emit('hold', 'state_read_failed')
return decisions
try:
precheck_cap = int(os.environ.get('LIVE_MAX_PRECHECKS_PER_CYCLE', '30'))
if precheck_cap < 1:
raise ValueError
except ValueError:
precheck_cap = 30
prechecks = 0
emitted_marks = set()
def choose(choices, key, model, mapping):
selected = None
for choice in choices:
if choice not in GPU_ENUMS:
continue
enum = GPU_ENUMS[choice]
pair = (key, enum)
if pair in known:
continue
code = marks.get(pair, _marked.get(pair))
reason = 'marked:' + str(code) if code is not None else None
if enum in mapping:
code = mapping[enum]
_marked[pair] = code
if pair not in marks:
reason = 'marked:precheck_' + str(code)
if reason:
if pair not in emitted_marks:
emit('skip', reason, model=model, gpu=enum)
emitted_marks.add(pair)
continue
if selected is None:
selected = choice
return selected
reader = queue_reader or read_queue
client = client if client is not None else TaskAddClient()
attempts = 0
counted = 0
for candidate in candidates:
model = candidate.get('model_address') or candidate.get('modelAddress') or ''
rule = banned_rule(model + ' ' + str(candidate.get('model_name', candidate.get('modelName', ''))))
if rule:
emit('skip', 'banned:' + rule, model=model)
continue
if not model or '<' in model or '>' in model:
emit('skip', 'placeholder')
continue
key = model_key(model)
if key in blocked:
emit('skip', 'do-not-resubmit', model=model)
continue
if candidate.get('skip_reason'):
emit('skip', 'pending_filter', model=model)
continue
if counted >= cap:
emit('hold', 'cycle_cap')
break
mapping = {}
choices = candidate.get('try_next_gpus') or [candidate.get('targetGpu')]
gpu = choose(choices, key, model, mapping)
if gpu is None:
emit('skip', 'all_gpus_done_or_unmapped', model=model)
continue
if os.environ.get('LIVE_PRECHECK', '1') != '0':
if prechecks >= precheck_cap:
emit('hold', 'precheck_cap')
break
prechecks += 1
try:
status, mapping = (precheck or precheck_model)(model)
if status not in SAFE_STATUSES:
status = 'malformed_data'
if status == 'ok' and not isinstance(mapping, dict):
status = 'malformed_data'
if status != 'ok':
mapping = {}
mapping = {g: c for g, c in mapping.items()
if g in GPU_ENUMS.values() and type(c) is int and c in (60027, 60028)}
except Exception:
status, mapping = 'transport_error', {}
if status != 'ok':
emit('precheck', status, model=model)
gpu = choose(choices, key, model, mapping)
if gpu is None:
emit('skip', 'all_gpus_done_or_unmapped', model=model)
continue
# Rebuild remote identities before config calls and every submission.
try:
count, why, remote = reader()
if type(count) is not int or count < 0:
raise ValueError
known.update(remote)
except Exception:
emit('hold', 'ledger_rebuild_failed')
break
gpu = choose(choices, key, model, mapping)
if gpu is None:
emit('skip', 'all_gpus_done_or_unmapped', model=model)
continue
if count >= queue_threshold():
emit('hold', f'queue>={queue_threshold()}', count=count)
break
framework = candidate.get('framework') or 'vllm'
try:
yaml, meta = build_config_params_with_meta(gpu, framework)
except Exception:
emit('skip', 'config_failed', model=model)
continue
payload = build_payload(model, GPU_ENUMS[gpu], framework, os.environ['STRATEGY_ID'].strip(), yaml)
if any(not value or '<' in str(value) or '>' in str(value) for value in payload.values()):
emit('skip', 'placeholder', model=model)
continue
pair = (key, GPU_ENUMS[gpu])
known.add(pair)
_submitted.add(pair)
attempts += 1
try:
result = client.submit(payload)
status, code = result.get('http_status'), result.get('platform_code')
status = status if type(status) is int else None
code = code if type(code) is int else None
reason = 'task_add_response' if status is not None else 'transport_error'
except Exception:
status, code, reason = None, None, 'submit_error'
if code is not None and code != 0:
emit('rejected', REJECT_CODES.get(code, 'unknown'), model=model,
gpu=GPU_ENUMS[gpu], code=code, http=status, queue_before=count)
_submitted.discard(pair)
known.discard(pair)
if code in PERMANENT_PAIR_CODES or code != 60007:
_marked[pair] = code
if code == 60007:
emit('hold', 'task_num_limit')
break
if attempts >= attempt_cap:
emit('hold', 'attempt_cap')
break
continue
counted += 1
emit('submitted', reason, model=model, gpu=GPU_ENUMS[gpu], queue_before=count,
http=status, code=code, **meta)
if attempts >= attempt_cap:
emit('hold', 'attempt_cap')
break
return decisions