|
| 1 | +import asyncio |
| 2 | +from concurrent.futures import ProcessPoolExecutor |
| 3 | +import subprocess, sys, os |
| 4 | +from typing import List, Dict, Optional |
| 5 | + |
| 6 | + |
| 7 | +def convert_params_to_cli_args(params: List[Dict]): |
| 8 | + converted_params = [item for pair in params.items() for item in pair] |
| 9 | + converted_params = [ |
| 10 | + str(val) if idx % 2 else f"--{val}" for idx, val in enumerate(converted_params) |
| 11 | + ] |
| 12 | + return converted_params |
| 13 | + |
| 14 | + |
| 15 | +def cli_runner(flow_file: str, command: str, args: List[str], env_vars: Dict): |
| 16 | + result = subprocess.run([sys.executable, flow_file, command, *args], env=env_vars) |
| 17 | + return result.returncode |
| 18 | + |
| 19 | + |
| 20 | +class Pool(object): |
| 21 | + def __init__( |
| 22 | + self, |
| 23 | + flow_file: str, |
| 24 | + num_processes: int, |
| 25 | + profile: Optional[str] = None, |
| 26 | + with_context: Optional[str] = None, |
| 27 | + ): |
| 28 | + self.flow_file = flow_file |
| 29 | + self.num_processes = num_processes |
| 30 | + self.profile = profile |
| 31 | + self.with_context = with_context |
| 32 | + |
| 33 | + def map(self, params: List[Dict], command: str = "run"): |
| 34 | + return asyncio.run(self._map(params, command)) |
| 35 | + |
| 36 | + async def _map(self, params: List[Dict], command: str = "run"): |
| 37 | + self.command = command |
| 38 | + loop = asyncio.get_running_loop() |
| 39 | + tasks, runs = [], [] |
| 40 | + with ProcessPoolExecutor(max_workers=self.num_processes) as executor: |
| 41 | + for each_param in params: |
| 42 | + tasks.append(loop.run_in_executor(executor, self._execute, each_param)) |
| 43 | + for done in asyncio.as_completed(tasks): |
| 44 | + runs.append(await done) |
| 45 | + |
| 46 | + return runs |
| 47 | + |
| 48 | + def _execute(self, params: List[Dict]): |
| 49 | + env_vars = os.environ.copy() |
| 50 | + if self.profile: |
| 51 | + env_vars.update({"METAFLOW_PROFILE": self.profile}) |
| 52 | + params = convert_params_to_cli_args(params) |
| 53 | + print(f"Starting for {params}") |
| 54 | + result = cli_runner(self.flow_file, self.command, params, env_vars) |
| 55 | + print(f"Result ready for {params}") |
| 56 | + return {" ".join(params): result} |
| 57 | + |
| 58 | + def __enter__(self): |
| 59 | + print("Start....") |
| 60 | + return self |
| 61 | + |
| 62 | + def __exit__(self, exc_type, exc_value, traceback): |
| 63 | + print("End...") |
0 commit comments