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462 lines (386 loc) · 17.4 KB
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import subprocess
import json
import yaml
import os
import shutil
import signal
import pickle
import logging
import time
import psutil
import random
from filelock import FileLock
from datetime import datetime
from logging import Logger
from dataclasses import dataclass
from pydantic import BaseModel, TypeAdapter, ConfigDict
from prometheus_client import Gauge, start_http_server
from functools import cached_property
logger = logging.getLogger(__name__)
logger.setLevel(logging.INFO)
# Prometheus metrics
metrics_completed_tasks = Gauge('worker_completed_tasks_total', 'Total number of completed tasks')
metrics_running_processes = Gauge('worker_running_processes', 'Number of currently running processes')
metrics_unfinished_tasks = Gauge('worker_unfinished_tasks', 'Number of tasks in the unfinished queue')
metrics_failed_restart_tasks = Gauge('worker_failed_restart_tasks', 'Number of failed restart tasks')
metrics_timeout_tasks = Gauge('worker_timeout_tasks', 'Number of tasks that timed out')
class SWETask(BaseModel):
"""Represents a software engineering task."""
model_config = ConfigDict(frozen=True)
instance_id: str
repo: str
pull_number: int
base_commit: str
end_commit: str
test_patch: str
problem_statement: str
repo_id: int
patch: str
version: str
language: str
def to_jsonl(self, fpath: str):
"""Save task to a JSON file."""
with open(fpath, 'w') as f:
f.write(self.model_dump_json())
@dataclass
class RunningTask:
"""Represents a currently running task process."""
task: SWETask
process: subprocess.Popen
stdout_fpath: str
stderr_fpath: str
@property
def stdout(self) -> str:
with open(self.stdout_fpath, "r") as f:
return f.read()
@property
def stderr(self) -> str:
with open(self.stderr_fpath, "r") as f:
return f.read()
@classmethod
def from_task(cls, run_cmd: list[str], task: SWETask, cwd: str, env: dict):
if os.path.exists(os.path.join(cwd, "output")):
timestamp = datetime.now().strftime('%Y%m%d_%H%M%S')
shutil.move(os.path.join(cwd, "output"), os.path.join(cwd, f"output{timestamp}"))
stdout_fpath = os.path.join(cwd, "stdout.log")
stderr_fpath = os.path.join(cwd, "stderr.log")
with open(stdout_fpath, "w") as stdout_fd, open(stderr_fpath, "w") as stderr_fd:
process = subprocess.Popen(
run_cmd,
stderr=stderr_fd,
stdout=stdout_fd,
start_new_session=True,
cwd=cwd,
text=True,
errors='replace',
env=env,
)
return cls(task, process, stdout_fpath, stderr_fpath)
def kill_process_tree(pid: int, timeout: int = 5):
"""Recursively kill process tree, including all children."""
try:
parent = psutil.Process(pid)
children = parent.children(recursive=True)
# Try graceful termination first
for child in children:
try:
child.terminate()
except psutil.NoSuchProcess:
pass
try:
parent.terminate()
except psutil.NoSuchProcess:
return
# Wait for processes to exit
gone, alive = psutil.wait_procs(children + [parent], timeout=timeout)
# Force kill remaining processes
for p in alive:
try:
logger.warning(f"Force killing process {p.pid}: {p.name()}")
p.kill()
except psutil.NoSuchProcess:
pass
except psutil.NoSuchProcess:
pass
except Exception as e:
logger.error(f"Failed to kill process tree {pid}: {e}")
class OpenAIAPI(BaseModel):
base_url: str
api_key: str
weights: float
@cached_property
def env_dic(self) -> dict[str, str]:
return {"BASEURL": self.base_url, "APIKEY": self.api_key}
class DynamicConfig(BaseModel):
process_num: int
openai_apis: list[OpenAIAPI]
@cached_property
def openai_weights(self) -> list[float]:
return [i.weights for i in self.openai_apis]
@classmethod
def from_yaml(cls, fpath: str):
with open(fpath, "r") as f:
return cls.model_validate(yaml.safe_load(f))
def to_yaml(self, fpath: str):
with open(fpath, "w") as f:
yaml.dump(self.model_dump(mode='json'), f)
def gen_env_dic(self) -> dict[str, str]:
use_api = random.choices(self.openai_apis, weights=self.openai_weights, k=1)[0]
return use_api.env_dic
@dataclass
class Worker:
task_que_dir: str
dynamic_config: DynamicConfig
data_dir: str
run_command: list[str]
check_gap: float
prometheus_port: int = 8000
def __post_init__(self):
os.makedirs(self.data_dir, exist_ok=True)
self.tmpdir = os.path.join(self.data_dir, "worktmp")
if os.path.exists(self.tmpdir):
timestamp = datetime.now().strftime('%Y_%m_%d_%H_%M_%S')
self.old_data_dir = os.path.join(self.data_dir, f"old{timestamp}")
shutil.move(self.tmpdir, self.old_data_dir)
os.makedirs(self.tmpdir)
self.loggers: list[Logger] = []
for i in range(self.dynamic_config.process_num):
workdir = self.get_workdir(i)
os.makedirs(workdir)
loggeri = logging.getLogger(f'worker_{i}')
loggeri.setLevel(logging.INFO)
file_handler = logging.FileHandler(os.path.join(workdir, "work.log"))
file_handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s'))
loggeri.addHandler(file_handler)
loggeri.propagate = False
self.loggers.append(loggeri)
main_log_file = os.path.join(self.data_dir, "work.log")
file_handler = logging.FileHandler(main_log_file)
file_handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s'))
logger.addHandler(file_handler)
self.processes: dict[int, RunningTask] = {}
self.free_process: list[int] = list(range(self.dynamic_config.process_num))
self.unfinished_data_file = os.path.join(self.data_dir, "unfinished.pkl")
self.completed_tasks_count = 0
self.failed_restart_file = os.path.join(self.data_dir, "failed_restart.pkl")
self.failed_restart: list[SWETask] = []
self.load_failed()
self.config_file = os.path.join(self.data_dir, "dynamic_config.yaml")
self.dynamic_config.to_yaml(self.config_file)
self.config_file_lock = FileLock(f"{self.config_file}.lock")
if not os.path.exists(self.unfinished_data_file):
logger.info(f"No unfinished task file found at {self.unfinished_data_file}")
self.unfinished_data: set[SWETask] = set()
self.pending_data: list[SWETask] = []
self.save_unfinished()
else:
self.load_unfinished()
self.pending_data = list(self.unfinished_data)
logger.info(f"Initialized with {len(self.pending_data)} tasks")
start_http_server(self.prometheus_port)
logger.info(f"Prometheus metrics server started on port {self.prometheus_port}")
self.update_metrics()
self.should_exit = False
def get_workdir(self, pind: int) -> str:
return os.path.join(self.tmpdir, f"p{pind}")
def get_realworkdir(self, pind: int, task: SWETask) -> str:
use_path = os.path.join(self.tmpdir, f"p{pind}", task.instance_id)
os.makedirs(use_path, exist_ok=True)
return use_path
def save_unfinished(self):
if os.path.exists(self.unfinished_data_file):
shutil.copy2(self.unfinished_data_file, f"{self.unfinished_data_file}.bak")
with open(self.unfinished_data_file, 'wb') as f:
pickle.dump(self.unfinished_data, f)
def load_unfinished(self):
try:
with open(self.unfinished_data_file, 'rb') as f:
self.unfinished_data = pickle.load(f)
except Exception:
with open(f"{self.unfinished_data_file}.bak", 'rb') as f:
self.unfinished_data = pickle.load(f)
def update_metrics(self):
"""Update all Prometheus metrics."""
metrics_running_processes.set(len(self.processes))
metrics_unfinished_tasks.set(len(self.unfinished_data))
def update_config(self, new_config: DynamicConfig):
new_process_num = new_config.process_num
if new_process_num <= 0:
logger.error(f"Invalid process number: {new_process_num}, must be positive")
return
old_process_num = self.dynamic_config.process_num
self.dynamic_config = new_config
if new_process_num == old_process_num:
logger.info(f"Process number unchanged: {new_process_num}")
return
if new_process_num > old_process_num:
# Increase process count: create workdirs and loggers
for i in range(old_process_num, new_process_num):
workdir = self.get_workdir(i)
os.makedirs(workdir, exist_ok=True)
loggeri = logging.getLogger(f'worker_{i}')
loggeri.setLevel(logging.INFO)
file_handler = logging.FileHandler(os.path.join(workdir, "work.log"))
file_handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s'))
loggeri.addHandler(file_handler)
loggeri.propagate = False
self.loggers.append(loggeri)
self.free_process.append(i)
logger.info(f"Increased process number from {old_process_num} to {new_process_num}")
else:
processes_to_remove = []
for worker_id in range(new_process_num, old_process_num):
if worker_id in self.processes:
# Stop running processes
running_task = self.processes[worker_id]
logger.info(f"Stopping worker {worker_id} running task {running_task.task.instance_id}")
kill_process_tree(running_task.process.pid)
# Re-add tasks to pending queue
self.pending_data.insert(0, running_task.task)
processes_to_remove.append(worker_id)
# Remove from free processes
if worker_id in self.free_process:
self.free_process.remove(worker_id)
# Clean up stopped processes
for worker_id in processes_to_remove:
del self.processes[worker_id]
logger.info(f"Decreased process number from {old_process_num} to {new_process_num}")
if processes_to_remove:
logger.info(f"Stopped workers: {processes_to_remove}, tasks returned to queue")
self.update_metrics()
def signal_handler(self, signum, frame):
"""Handle exit signals."""
print("\nReceived exit signal, exiting gracefully...")
self.should_exit = True
def read_task(self):
buffer_lst = sorted(os.listdir(self.task_que_dir))
if not buffer_lst:
return
use_fname = buffer_lst[0]
use_fpath = os.path.join(self.task_que_dir, use_fname)
with open(use_fpath, 'r') as f:
for fi in f:
taski = SWETask(**json.loads(fi))
self.pending_data.append(taski)
self.unfinished_data.add(taski)
logger.info(f"Loaded data from {use_fpath}, total pending: {len(self.pending_data)}")
os.remove(use_fpath)
def load_failed(self):
if not os.path.exists(self.failed_restart_file):
self.failed_restart = []
self.save_failed()
return
with open(self.failed_restart_file, 'rb') as f:
self.failed_restart = pickle.load(f)
def save_failed(self):
if os.path.exists(self.failed_restart_file):
shutil.copy2(self.failed_restart_file, f"{self.failed_restart_file}.bak")
with open(self.failed_restart_file, 'wb') as f:
pickle.dump(self.failed_restart, f)
def _handle_failed_process(self, worker_id: int, running_task: RunningTask):
"""Handle failed process."""
try:
logger.warning(f"Worker {worker_id} with {running_task.task.instance_id} failed")
self.loggers[worker_id].warning(f"Worker {worker_id} with {running_task.task} failed")
self.loggers[worker_id].warning(f"stdout=\n{running_task.stdout}")
self.loggers[worker_id].warning(f"stderr=\n{running_task.stderr}")
except Exception:
self.loggers[worker_id].error(f"Could not get logs for worker {worker_id} with {running_task.task}")
self.free_process.append(worker_id)
self.failed_restart.append(running_task.task)
self.unfinished_data.remove(running_task.task)
metrics_failed_restart_tasks.inc()
self.save_failed()
def _handle_completed_process(self, worker_id: int, running_task: RunningTask):
"""Handle completed process."""
logger.info(f"Worker {worker_id} with {running_task.task.instance_id} finished")
self.loggers[worker_id].info(f"Worker {worker_id} with {running_task.task} finished")
self.loggers[worker_id].info(f"stdout=\n{running_task.stdout}")
self.loggers[worker_id].info(f"stderr=\n{running_task.stderr}")
self.free_process.append(worker_id)
self.completed_tasks_count += 1
metrics_completed_tasks.inc()
self.unfinished_data.remove(running_task.task)
def check_finished(self):
"""Check and handle finished tasks."""
new_processes = {}
for worker_id, running_task in self.processes.items():
returncode = running_task.process.poll()
if returncode is None:
new_processes[worker_id] = running_task
continue
if returncode != 0:
if returncode == 124:
metrics_timeout_tasks.inc()
self._handle_failed_process(worker_id, running_task)
else:
self._handle_completed_process(worker_id, running_task)
self.processes = new_processes
def _start_task(self, task: SWETask, worker_id: int):
"""Start a new task."""
workdiri = self.get_realworkdir(worker_id, task)
task_file = os.path.join(workdiri, "task.jsonl")
task.to_jsonl(task_file)
use_env = os.environ.copy()
use_env.update(self.dynamic_config.gen_env_dic())
use_env.update({"INFILE": task_file, "TMPWDIR": workdiri})
self.processes[worker_id] = RunningTask.from_task(
self.run_command,
task=task,
cwd=workdiri,
env=use_env
)
def _allocate_tasks(self):
"""Allocate tasks to free processes."""
while self.free_process and self.pending_data:
task = self.pending_data.pop(0)
worker_id = self.free_process.pop(0)
self._start_task(task, worker_id)
def _cleanup(self):
"""Clean up resources and save state."""
print("Saving unfinished data...")
self.save_unfinished()
for running_task in self.processes.values():
kill_process_tree(running_task.process.pid)
print(f"Exited. Completed: {self.completed_tasks_count}, Failed: {len(self.failed_restart)}")
def reload_config(self):
with self.config_file_lock:
try:
new_config = DynamicConfig.from_yaml(self.config_file)
if new_config != self.dynamic_config:
self.update_config(new_config)
except Exception:
logger.warning(f"Failed to read config, rewriting current config")
self.dynamic_config.to_yaml(self.config_file)
def run(self):
signal.signal(signal.SIGINT, self.signal_handler)
signal.signal(signal.SIGTERM, self.signal_handler)
print("Worker started successfully. Press Ctrl+C to exit.")
try:
while not self.should_exit:
self.check_finished()
# Read new tasks if pending tasks are low
if len(self.pending_data) < len(self.free_process):
self.read_task()
# Allocate tasks to free processes
self._allocate_tasks()
self.save_unfinished()
self.update_metrics()
self.reload_config()
time.sleep(self.check_gap)
finally:
self._cleanup()
@classmethod
def from_yaml(cls, fpath: str, **kwargs):
with open(fpath, "r") as f:
data: dict = yaml.safe_load(f)
data.update(kwargs)
return TypeAdapter(cls).validate_python(data)
if __name__ == '__main__':
import argparse
parser = argparse.ArgumentParser()
parser.add_argument('-c', default='work.yaml', type=str, help='Config file path')
parser.add_argument('--taskdir', type=str)
parser.add_argument('--datadir', type=str)
args = parser.parse_args()
Worker.from_yaml(args.c, task_que_dir=args.taskdir, data_dir=args.datadir).run()