# Copyright (c) Alibaba, Inc. and its affiliates. from modelscope.metainfo import Trainers from modelscope.pipelines.builder import normalize_model_input from modelscope.pipelines.util import is_official_hub_path from modelscope.utils.config import check_config from modelscope.utils.constant import DEFAULT_MODEL_REVISION from modelscope.utils.hub import read_config from modelscope.utils.plugins import (register_modelhub_repo, register_plugins_repo) from modelscope.utils.registry import Registry, build_from_cfg TRAINERS = Registry('trainers') def build_trainer(name: str = Trainers.default, default_args: dict = None): """ build trainer given a trainer name Args: name (str, optional): Trainer name, if None, default trainer will be used. default_args (dict, optional): Default initialization arguments. """ cfg = dict(type=name) model = default_args.get('model', None) model_revision = default_args.get('model_revision', DEFAULT_MODEL_REVISION) if isinstance(model, str) \ or (isinstance(model, list) and isinstance(model[0], str)): if is_official_hub_path(model, revision=model_revision): # read config file from hub and parse configuration = read_config( model, revision=model_revision) if isinstance( model, str) else read_config( model[0], revision=model_revision) model_dir = normalize_model_input(model, model_revision) register_plugins_repo(configuration.safe_get('plugins')) register_modelhub_repo(model_dir, configuration.get('allow_remote', False)) return build_from_cfg(cfg, TRAINERS, default_args=default_args)