59 lines
2.2 KiB
Python
59 lines
2.2 KiB
Python
# Copyright (c) ModelScope Contributors. All rights reserved.
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import datetime as dt
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import os
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from abc import ABC, abstractmethod
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from typing import List, Optional, Union
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import swift
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from swift.arguments import AppArguments, BaseArguments, WebUIArguments
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from swift.utils import ProcessorMixin, get_logger, parse_args, seed_everything
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logger = get_logger()
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class SwiftPipeline(ABC, ProcessorMixin):
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args_class = BaseArguments
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def __init__(self, args: Optional[Union[List[str], args_class]] = None):
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self.args = self._parse_args(args)
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args = self.args
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logger.info(f'args: {args}')
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self._set_seed()
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self._compat_dsw_gradio(args)
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def _set_seed(self):
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args = self.args
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if hasattr(args, 'seed'):
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seed = args.seed + max(getattr(args, 'rank', -1), 0)
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seed_everything(seed)
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logger.info(f'Global seed set to {seed}')
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def _parse_args(self, args: Optional[Union[List[str], args_class]] = None) -> args_class:
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if isinstance(args, self.args_class):
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return args
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assert self.args_class is not None
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args, remaining_argv = parse_args(self.args_class, args)
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if len(remaining_argv) > 0:
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if getattr(args, 'ignore_args_error', False):
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logger.warning(f'remaining_argv: {remaining_argv}')
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else:
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raise ValueError(f'remaining_argv: {remaining_argv}')
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return args
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@staticmethod
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def _compat_dsw_gradio(args) -> None:
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if (isinstance(args, (WebUIArguments, AppArguments)) and 'JUPYTER_NAME' in os.environ
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and 'dsw-' in os.environ['JUPYTER_NAME'] and 'GRADIO_ROOT_PATH' not in os.environ):
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os.environ['GRADIO_ROOT_PATH'] = f"/{os.environ['JUPYTER_NAME']}/proxy/{args.server_port}"
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def main(self):
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logger.info(f'Start time of running main: {dt.datetime.now().strftime("%Y-%m-%d %H:%M:%S.%f")}')
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logger.info(f'swift.__version__: {swift.__version__}')
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result = self.run()
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logger.info(f'End time of running main: {dt.datetime.now().strftime("%Y-%m-%d %H:%M:%S.%f")}')
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return result
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@abstractmethod
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def run(self):
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pass
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