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Update Info of SingVisio citation, resources links, and Emilia TODOs
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# Copyright (c) 2024 Amphion. | ||
# | ||
# This source code is licensed under the MIT license found in the | ||
# LICENSE file in the root directory of this source tree. | ||
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import argparse | ||
import multiprocessing | ||
import os | ||
import subprocess | ||
import time | ||
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from utils.logger import Logger | ||
from utils.tool import get_gpu_nums | ||
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def run_script(args, gpu_id, self_id): | ||
""" | ||
Run the script by passing the GPU ID and self ID to environment variables and execute the main.py script. | ||
Args: | ||
gpu_id (int): ID of the GPU. | ||
self_id (int): ID of the process. | ||
Returns: | ||
None | ||
""" | ||
env = os.environ.copy() | ||
env["CUDA_VISIBLE_DEVICES"] = str(gpu_id) | ||
env["SELF_ID"] = str(self_id) | ||
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command = ( | ||
f"source {args.conda_path} &&" | ||
'eval "$(conda shell.bash hook)" && ' | ||
f"conda activate {args.conda_env_name} && " | ||
"python main.py" | ||
) | ||
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try: | ||
process = subprocess.Popen(command, shell=True, env=env, executable="/bin/bash") | ||
process.wait() | ||
logger.info(f"Process for GPU {gpu_id} completed successfully.") | ||
except KeyboardInterrupt: | ||
logger.warning(f"Multi - GPU {gpu_id}: Interrupted by keyboard, exiting...") | ||
except Exception as e: | ||
logger.error(f"Error occurred for GPU {gpu_id}: {e}") | ||
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def main(args, self_id): | ||
""" | ||
Start multiple script tasks using multiple processes, each process using one GPU. | ||
Args: | ||
self_id (str): Identifier for the current process. | ||
Returns: | ||
None | ||
""" | ||
disabled_ids = [] | ||
if args.disabled_gpu_ids: | ||
disabled_ids = [int(i) for i in args.disabled_gpu_ids.split(",")] | ||
logger.info(f"CUDA_DISABLE_ID is set, not using: {disabled_ids}") | ||
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gpus_count = get_gpu_nums() | ||
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available_gpus = [i for i in range(gpus_count) if i not in disabled_ids] | ||
processes = [] | ||
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for gpu_id in available_gpus: | ||
process = multiprocessing.Process( | ||
target=run_script, args=(args, gpu_id, self_id) | ||
) | ||
process.start() | ||
logger.info(f"GPU {gpu_id}: started...") | ||
time.sleep(1) | ||
processes.append(process) | ||
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for process in processes: | ||
process.join() | ||
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if __name__ == "__main__": | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument("--self_id", type=str, default="main_multi", help="Log ID") | ||
parser.add_argument( | ||
"--disabled_gpu_ids", | ||
type=str, | ||
default="", | ||
help="Comma-separated list of disabled GPU IDs, default uses all available GPUs", | ||
) | ||
parser.add_argument( | ||
"--conda_path", | ||
type=str, | ||
default="/opt/conda/etc/profile.d/conda.sh", | ||
help="Conda path", | ||
) | ||
parser.add_argument( | ||
"--conda_env_name", | ||
type=str, | ||
default="AudioPipeline", | ||
help="Conda environment name", | ||
) | ||
parser.add_argument( | ||
"--main_command_args", | ||
type=str, | ||
default="", | ||
help="Main command args, check available options by `python main.py --help`", | ||
) | ||
args = parser.parse_args() | ||
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self_id = args.self_id | ||
if "SELF_ID" in os.environ: | ||
self_id = f"{self_id}_#{os.environ['SELF_ID']}" | ||
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logger = Logger.get_logger(self_id) | ||
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logger.info(f"Starting main_multi.py with self_id: {self_id}, args: {vars(args)}.") | ||
main(args, self_id) | ||
logger.info("Exiting main_multi.py...") |
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