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https://huggingface.co/spaces/tostido/meshscale-worker-template/resolve/main/key_farm/worker.py
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6.54 kB
| from __future__ import annotations | |
| import argparse | |
| import os | |
| import time | |
| from .contracts import ( | |
| ExpansionRequest, | |
| FarmPolicy, | |
| RegulationIntent, | |
| ShardResult, | |
| WorkerPulse, | |
| utc_now, | |
| ) | |
| from .evaluator import evaluate_job | |
| from .regulation import create_pulse, tick_pulse | |
| from .store import FarmStore | |
| def maybe_request_expansion( | |
| store: FarmStore, | |
| job_run_id: str, | |
| generation: int, | |
| policy: FarmPolicy, | |
| reason: str, | |
| formation: str, | |
| ) -> None: | |
| pending = len(store.pending_jobs(formation)) | |
| active = store.active_worker_count(policy.pulse_ttl_seconds, formation) | |
| allowed = policy.effective_max_workers() | |
| if active >= allowed: | |
| return | |
| if pending <= max(1, active * 2): | |
| return | |
| requested = min(allowed - active, max(1, pending // 4)) | |
| request = ExpansionRequest( | |
| run_id=job_run_id, | |
| generation=generation, | |
| reason=reason, | |
| requested_workers=requested, | |
| active_workers=active, | |
| pending_jobs=pending, | |
| policy=policy.to_dict(), | |
| formation=formation, | |
| ) | |
| store.write_expansion_request(request) | |
| def primary_formation(policy: FarmPolicy) -> str: | |
| formations = tuple(policy.allowed_formations or ("cpu-worker",)) | |
| return formations[0] if formations else "cpu-worker" | |
| def worker_tick( | |
| store: FarmStore, | |
| worker_id: str, | |
| policy: FarmPolicy, | |
| pulse_state: dict[str, float], | |
| ) -> bool: | |
| formation = primary_formation(policy) | |
| claimed = store.claim_next(worker_id, tuple(policy.allowed_formations)) | |
| if claimed is None: | |
| store.write_worker_pulse( | |
| WorkerPulse(worker_id, None, None, "idle", formation=formation, pulse=pulse_state) | |
| ) | |
| return False | |
| job, claimed_path = claimed | |
| store.write_worker_pulse( | |
| WorkerPulse( | |
| worker_id, | |
| job.run_id, | |
| job.generation, | |
| "claimed", | |
| job.shard_id, | |
| formation=formation, | |
| pulse=pulse_state, | |
| ) | |
| ) | |
| children = job.split(policy) | |
| if len(children) > 1: | |
| store.put_jobs(children) | |
| result = ShardResult( | |
| run_id=job.run_id, | |
| generation=job.generation, | |
| shard_id=job.shard_id, | |
| worker_id=worker_id, | |
| status="refracted", | |
| node_results=[], | |
| started_at=utc_now(), | |
| message=f"split into {len(children)} child shards", | |
| ) | |
| store.complete_job(job, result, claimed_path) | |
| maybe_request_expansion( | |
| store, job.run_id, job.generation, policy, "job_refraction", job.formation | |
| ) | |
| return True | |
| result = evaluate_job(job, worker_id) | |
| store.complete_job(job, result, claimed_path) | |
| maybe_request_expansion(store, job.run_id, job.generation, policy, "pending_backlog", job.formation) | |
| return True | |
| def _drain_applies_to_worker( | |
| store: FarmStore, | |
| worker_id: str, | |
| control: RegulationIntent, | |
| policy: FarmPolicy, | |
| worker_formation: str, | |
| ) -> bool: | |
| if control.target_workers is None: | |
| return False | |
| if control.target_workers <= 0: | |
| return True | |
| active = store.active_worker_ids(policy.pulse_ttl_seconds, worker_formation) | |
| if len(active) <= control.target_workers: | |
| return False | |
| keepers = set(active[: control.target_workers]) | |
| return worker_id not in keepers | |
| def worker_exit_reason(store: FarmStore, worker_id: str, policy: FarmPolicy) -> str | None: | |
| control = store.read_regulation() | |
| worker_formation = primary_formation(policy) | |
| if control.formation is not None and control.formation != worker_formation: | |
| return None | |
| if control.mode == "shutdown": | |
| return f"shutdown:{control.reason}" | |
| if control.mode == "drain" and _drain_applies_to_worker( | |
| store, worker_id, control, policy, worker_formation | |
| ): | |
| return f"drain:{control.reason}" | |
| if policy.exit_when_pulse_lost and not store.controller_pulse_alive( | |
| policy.controller_pulse_ttl_seconds | |
| ): | |
| return "controller_pulse_lost" | |
| return None | |
| def worker_loop( | |
| store: FarmStore, | |
| worker_id: str, | |
| policy: FarmPolicy, | |
| *, | |
| poll_seconds: float = 2.0, | |
| once: bool = False, | |
| ) -> None: | |
| pulse = create_pulse(policy.pulse_rate) | |
| formation = primary_formation(policy) | |
| while True: | |
| pulse_state = tick_pulse(pulse) | |
| reason = worker_exit_reason(store, worker_id, policy) | |
| if reason is not None: | |
| store.write_worker_pulse( | |
| WorkerPulse( | |
| worker_id, | |
| None, | |
| None, | |
| f"exiting:{reason}", | |
| formation=formation, | |
| pulse=pulse_state, | |
| ) | |
| ) | |
| store.append_event("farm_worker_exiting", {"worker_id": worker_id, "reason": reason}) | |
| return | |
| store.requeue_expired_claims(policy) | |
| did_work = worker_tick(store, worker_id, policy, pulse_state) | |
| if once: | |
| return | |
| if not did_work: | |
| time.sleep(poll_seconds) | |
| def main() -> None: | |
| parser = argparse.ArgumentParser(description="KEY CPU farm worker") | |
| parser.add_argument("--root", default=os.environ.get("KEY_FARM_ROOT", "/data/farm")) | |
| parser.add_argument("--worker-id", default=os.environ.get("KEY_FARM_WORKER_ID")) | |
| parser.add_argument("--once", action="store_true") | |
| parser.add_argument("--poll-seconds", type=float, default=2.0) | |
| parser.add_argument("--target-batch-size", type=int, default=None) | |
| parser.add_argument("--max-workers", type=int, default=None) | |
| parser.add_argument("--budget-hourly-usd", type=float, default=None) | |
| parser.add_argument("--formation", default=os.environ.get("KEY_FARM_FORMATION", "cpu-worker")) | |
| args = parser.parse_args() | |
| worker_id = args.worker_id or f"worker_{os.getpid()}" | |
| policy_kwargs = {} | |
| if args.target_batch_size is not None: | |
| policy_kwargs["target_batch_size"] = args.target_batch_size | |
| if args.max_workers is not None: | |
| policy_kwargs["max_workers"] = args.max_workers | |
| if args.budget_hourly_usd is not None: | |
| policy_kwargs["budget_hourly_usd"] = args.budget_hourly_usd | |
| policy_kwargs["allowed_formations"] = (args.formation,) | |
| worker_loop( | |
| FarmStore(args.root), | |
| worker_id, | |
| FarmPolicy(**policy_kwargs), | |
| poll_seconds=args.poll_seconds, | |
| once=args.once, | |
| ) | |
| if __name__ == "__main__": | |
| main() | |