# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. # pylint: disable=invalid-name """Pipe worker for multi-processing.""" import os import subprocess import sys from tvm_ffi import Shape, register_global_func class DiscoPopenWorker: """A subprocess worker via Popen. PopenWorker provides a low-level API to interact with a separate process via Popen. Parameters ---------- worker_id : int The worker id of the current worker. num_workers : int The total number of workers. num_groups : int The total number of worker groups. stdout: Union[None, int, IO[Any]] The standard output streams handler specified for the popen process. stderr: Union[None, int, IO[Any]] The standard error streams handler specified for the popen process. """ def __init__( # pylint: disable=too-many-arguments self, worker_id: int, num_workers: int, num_groups: int, entrypoint: str = "tvm.exec.disco_worker", stdout=None, stderr=None, ): self.worker_id = worker_id self.num_workers = num_workers self.num_groups = num_groups self.entrypoint = entrypoint self._proc = None self._stdout = stdout self._stderr = stderr def __del__(self): try: self.kill() except ImportError: pass def kill(self): """Kill the current running process and cleanup. Note ---- The worker can start a new process when send is called again. """ if self._proc is not None: # kill all child processes recursively try: _kill_child_processes(self._proc.pid) except TypeError: pass try: self._proc.kill() except OSError: pass # Join the child process to avoid zombie processes self.join(timeout=1.0) self._proc = None def join(self, timeout=None): """Join the current process worker before it terminates. Parameters ---------- timeout: Optional[number] Timeout value, block at most timeout seconds if it is a positive number. """ if self._proc: try: self._proc.wait(timeout) except subprocess.TimeoutExpired: pass def start(self): """Start a new subprocess if nothing is available""" if self._proc is not None: return None, None # connect subprocess with a pair of pipes main_read, worker_write = os.pipe() worker_read, main_write = os.pipe() cmd = [ sys.executable, "-m", self.entrypoint, str(self.worker_id), str(self.num_workers), str(self.num_groups), ] if sys.platform == "win32": import msvcrt # pylint: disable=import-error,import-outside-toplevel worker_read_handle = msvcrt.get_osfhandle(worker_read) worker_write_handle = msvcrt.get_osfhandle(worker_write) os.set_handle_inheritable(worker_read_handle, True) os.set_handle_inheritable(worker_write_handle, True) cmd += [str(worker_read_handle), str(worker_write_handle)] self._proc = subprocess.Popen( cmd, close_fds=False, stdout=self._stdout, stderr=self._stderr, ) else: cmd += [str(worker_read), str(worker_write)] self._proc = subprocess.Popen( # pylint: disable=consider-using-with cmd, pass_fds=(worker_read, worker_write), stdout=self._stdout, stderr=self._stderr, ) # close worker side of the pipe os.close(worker_read) os.close(worker_write) return main_read, main_write def _kill_child_processes(pid): """Kill all child processes recursively for a given pid. Parameters ---------- pid : int The given parameter id. """ import psutil # pylint: disable=import-outside-toplevel try: parent = psutil.Process(pid) children = parent.children(recursive=True) except psutil.NoSuchProcess: return for process in children: try: process.kill() except psutil.NoSuchProcess: pass @register_global_func("runtime.disco.create_process_pool") def _create_process_pool(num_workers: int, num_groups: int, entrypoint: str): """Create a process pool where the workers' are [1, num_workers).""" pool = [DiscoPopenWorker(i, num_workers, num_groups, entrypoint) for i in range(1, num_workers)] def result_func(worker_id: int): nonlocal pool if worker_id != 0: read_fd, write_fd = pool[worker_id - 1].start() return Shape([read_fd, write_fd]) del pool return None return result_func