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# Copyright (c) ModelScope Contributors. All rights reserved.
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import os
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if __name__ == '__main__':
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os.environ.setdefault('CUDA_DEVICE_MAX_CONNECTIONS', '1')
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from swift.megatron import megatron_export_main
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megatron_export_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from typing import Dict
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from ..main import cli_main as swift_cli_main
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ROUTE_MAPPING: Dict[str, str] = {
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'pt': 'swift.cli._megatron.pt',
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'sft': 'swift.cli._megatron.sft',
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'rlhf': 'swift.cli._megatron.rlhf',
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'export': 'swift.cli._megatron.export',
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}
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def cli_main():
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return swift_cli_main(ROUTE_MAPPING, is_megatron=True)
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if __name__ == '__main__':
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cli_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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import os
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if __name__ == '__main__':
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os.environ.setdefault('CUDA_DEVICE_MAX_CONNECTIONS', '1')
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from swift.megatron import megatron_pretrain_main
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megatron_pretrain_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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import os
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import sys
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def _use_ray() -> bool:
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if '--use_ray' not in sys.argv:
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return False
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idx = sys.argv.index('--use_ray')
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sys.argv.pop(idx)
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if idx < len(sys.argv) and sys.argv[idx].lower() in ('true', 'false'):
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val = sys.argv.pop(idx).lower() == 'true'
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return val
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return True
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if __name__ == '__main__':
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if _use_ray():
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from swift.ray.megatron.pipeline import main as ray_main
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ray_main()
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else:
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os.environ.setdefault('CUDA_DEVICE_MAX_CONNECTIONS', '1')
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from swift.megatron import megatron_rlhf_main
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megatron_rlhf_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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import os
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if __name__ == '__main__':
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os.environ.setdefault('CUDA_DEVICE_MAX_CONNECTIONS', '1')
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from swift.megatron import megatron_sft_main
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megatron_sft_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.pipelines import app_main
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if __name__ == '__main__':
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app_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.pipelines import deploy_main
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if __name__ == '__main__':
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deploy_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.pipelines import eval_main
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if __name__ == '__main__':
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eval_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.pipelines import export_main
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if __name__ == '__main__':
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export_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.pipelines import infer_main
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if __name__ == '__main__':
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infer_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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import importlib.util
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import json
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import os
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import subprocess
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import sys
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import yaml
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from typing import Dict, List, Optional
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from swift.utils import get_logger
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logger = get_logger()
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ROUTE_MAPPING: Dict[str, str] = {
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'pt': 'swift.cli.pt',
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'sft': 'swift.cli.sft',
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'infer': 'swift.cli.infer',
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'merge-lora': 'swift.cli.merge_lora',
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'web-ui': 'swift.cli.web_ui',
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'deploy': 'swift.cli.deploy',
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'rollout': 'swift.cli.rollout',
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'rlhf': 'swift.cli.rlhf',
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'sample': 'swift.cli.sample',
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'export': 'swift.cli.export',
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'eval': 'swift.cli.eval',
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'app': 'swift.cli.app',
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}
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def use_torchrun() -> bool:
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nproc_per_node = os.getenv('NPROC_PER_NODE')
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nnodes = os.getenv('NNODES')
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if nproc_per_node is None and nnodes is None:
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return False
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return True
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def parse_yaml_args(argv):
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if not argv:
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return
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config = None
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if argv[0].endswith('.json'):
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with open(argv[0], 'r', encoding='utf-8') as f:
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config = json.load(f)
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elif argv[0].endswith('.yaml') or argv[0].endswith('.yml'):
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with open(argv[0], 'r', encoding='utf-8') as f:
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config = yaml.safe_load(f)
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if config is None:
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return
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# Used for saving configurations
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os.environ['SWIFT_CONFIG_FILE'] = argv[0]
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env = config.pop('ENV', None)
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if env:
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for k, v in env.items():
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if k not in os.environ:
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os.environ[k] = str(v)
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elif str(v) != os.environ[k]:
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logger.warning(f'{k} is already set in environment, using `{os.environ[k]}` instead of `{v}`')
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config_argv = []
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for k, v in config.items():
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config_argv.append(f'--{k}')
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if isinstance(v, list):
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config_argv += v
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else:
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if isinstance(v, dict):
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v = json.dumps(v, ensure_ascii=False)
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else:
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v = str(v)
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config_argv.append(v)
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argv[0:1] = config_argv
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def get_torchrun_args() -> Optional[List[str]]:
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if not use_torchrun():
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return
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torchrun_args = []
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for env_key in ['NPROC_PER_NODE', 'MASTER_PORT', 'NNODES', 'NODE_RANK', 'MASTER_ADDR']:
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env_val = os.getenv(env_key)
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if env_val is None:
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continue
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torchrun_args += [f'--{env_key.lower()}', env_val]
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return torchrun_args
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def cli_main(route_mapping: Optional[Dict[str, str]] = None, is_megatron: bool = False) -> None:
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route_mapping = route_mapping or ROUTE_MAPPING
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argv = sys.argv[1:]
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method_name = argv[0].replace('_', '-')
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argv = argv[1:]
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file_path = importlib.util.find_spec(route_mapping[method_name]).origin
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parse_yaml_args(argv)
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torchrun_args = get_torchrun_args()
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python_cmd = sys.executable
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if torchrun_args is None or (not is_megatron and method_name not in {'pt', 'sft', 'rlhf', 'infer'}):
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args = [python_cmd, file_path, *argv]
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else:
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args = [python_cmd, '-m', 'torch.distributed.run', *torchrun_args, file_path, *argv]
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print(f"run sh: `{' '.join(args)}`", flush=True)
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result = subprocess.run(args)
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if result.returncode != 0:
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sys.exit(result.returncode)
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if __name__ == '__main__':
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cli_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.arguments import ExportArguments
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from swift.pipelines import SwiftPipeline, merge_lora
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class SwiftMergeLoRA(SwiftPipeline):
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args_class = ExportArguments
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args: args_class
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def run(self):
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merge_lora(self.args)
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if __name__ == '__main__':
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SwiftMergeLoRA().main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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if __name__ == '__main__':
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from swift.cli.utils import try_use_single_device_mode
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try_use_single_device_mode()
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from swift.pipelines import pretrain_main
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pretrain_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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if __name__ == '__main__':
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from swift.cli.utils import try_use_single_device_mode
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try_use_single_device_mode()
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from swift.pipelines import rlhf_main
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rlhf_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.pipelines import rollout_main
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if __name__ == '__main__':
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rollout_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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if __name__ == '__main__':
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from swift.ray_utils import try_init_ray
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try_init_ray()
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from swift.pipelines import sampling_main
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sampling_main()
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# Copyright (c) ModelScope Contributors. All rights reserved.
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def try_init_unsloth():
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import argparse
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parser = argparse.ArgumentParser()
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parser.add_argument('--tuner_backend', type=str, default='peft')
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args, _ = parser.parse_known_args()
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if args.tuner_backend == 'unsloth':
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import unsloth
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if __name__ == '__main__':
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from swift.cli.utils import try_use_single_device_mode
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try_use_single_device_mode()
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try_init_unsloth()
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from swift.ray_utils import try_init_ray
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try_init_ray()
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from swift.pipelines import sft_main
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sft_main()
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@@ -0,0 +1,14 @@
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# Copyright (c) ModelScope Contributors. All rights reserved.
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import os
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def try_use_single_device_mode():
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if os.environ.get('SWIFT_SINGLE_DEVICE_MODE', '0') == '1':
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visible_devices = os.environ.get('CUDA_VISIBLE_DEVICES')
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local_rank = os.environ.get('LOCAL_RANK')
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if local_rank is None or not visible_devices:
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return
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visible_devices = visible_devices.split(',')
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visible_device = visible_devices[int(local_rank)]
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os.environ['CUDA_VISIBLE_DEVICES'] = str(visible_device)
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os.environ['LOCAL_RANK'] = '0'
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@@ -0,0 +1,5 @@
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# Copyright (c) ModelScope Contributors. All rights reserved.
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from swift.ui import webui_main
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if __name__ == '__main__':
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webui_main()
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