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- import os
- import json
- from omegaconf import OmegaConf
- from funasr.download.name_maps_from_hub import name_maps_ms, name_maps_hf
- def download_model(**kwargs):
- model_hub = kwargs.get("model_hub", "ms")
- if model_hub == "ms":
- kwargs = download_from_ms(**kwargs)
-
- return kwargs
- def download_from_ms(**kwargs):
- model_or_path = kwargs.get("model")
- if model_or_path in name_maps_ms:
- model_or_path = name_maps_ms[model_or_path]
- model_revision = kwargs.get("model_revision")
- if not os.path.exists(model_or_path):
- model_or_path = get_or_download_model_dir(model_or_path, model_revision, is_training=kwargs.get("is_training"), check_latest=kwargs.get("kwargs", True))
- kwargs["model_path"] = model_or_path
-
- if os.path.exists(os.path.join(model_or_path, "configuration.json")):
- with open(os.path.join(model_or_path, "configuration.json"), 'r', encoding='utf-8') as f:
- conf_json = json.load(f)
- cfg = {}
- add_file_root_path(model_or_path, conf_json["file_path_metas"], cfg)
- cfg.update(kwargs)
- config = OmegaConf.load(cfg["config"])
- kwargs = OmegaConf.merge(config, cfg)
- kwargs["model"] = config["model"]
- elif os.path.exists(os.path.join(model_or_path, "config.yaml")) and os.path.exists(os.path.join(model_or_path, "model.pt")):
- config = OmegaConf.load(os.path.join(model_or_path, "config.yaml"))
- kwargs = OmegaConf.merge(config, kwargs)
- init_param = os.path.join(model_or_path, "model.pb")
- kwargs["init_param"] = init_param
- if os.path.exists(os.path.join(model_or_path, "tokens.txt")):
- kwargs["tokenizer_conf"]["token_list"] = os.path.join(model_or_path, "tokens.txt")
- if os.path.exists(os.path.join(model_or_path, "tokens.json")):
- kwargs["tokenizer_conf"]["token_list"] = os.path.join(model_or_path, "tokens.json")
- if os.path.exists(os.path.join(model_or_path, "seg_dict")):
- kwargs["tokenizer_conf"]["seg_dict"] = os.path.join(model_or_path, "seg_dict")
- if os.path.exists(os.path.join(model_or_path, "bpe.model")):
- kwargs["tokenizer_conf"]["bpemodel"] = os.path.join(model_or_path, "bpe.model")
- kwargs["model"] = config["model"]
- if os.path.exists(os.path.join(model_or_path, "am.mvn")):
- kwargs["frontend_conf"]["cmvn_file"] = os.path.join(model_or_path, "am.mvn")
- if os.path.exists(os.path.join(model_or_path, "jieba_usr_dict")):
- kwargs["jieba_usr_dict"] = os.path.join(model_or_path, "jieba_usr_dict")
- return OmegaConf.to_container(kwargs, resolve=True)
- def add_file_root_path(model_or_path: str, file_path_metas: dict, cfg = {}):
-
- if isinstance(file_path_metas, dict):
- for k, v in file_path_metas.items():
- if isinstance(v, str):
- p = os.path.join(model_or_path, v)
- if os.path.exists(p):
- cfg[k] = p
- elif isinstance(v, dict):
- if k not in cfg:
- cfg[k] = {}
- add_file_root_path(model_or_path, v, cfg[k])
-
- return cfg
- def get_or_download_model_dir(
- model,
- model_revision=None,
- is_training=False,
- check_latest=True,
- ):
- """ Get local model directory or download model if necessary.
- Args:
- model (str): model id or path to local model directory.
- model_revision (str, optional): model version number.
- :param is_training:
- """
- from modelscope.hub.check_model import check_local_model_is_latest
- from modelscope.hub.snapshot_download import snapshot_download
- from modelscope.utils.constant import Invoke, ThirdParty
-
- key = Invoke.LOCAL_TRAINER if is_training else Invoke.PIPELINE
-
- if os.path.exists(model) and check_latest:
- model_cache_dir = model if os.path.isdir(
- model) else os.path.dirname(model)
- try:
- check_local_model_is_latest(
- model_cache_dir,
- user_agent={
- Invoke.KEY: key,
- ThirdParty.KEY: "funasr"
- })
- except:
- print("could not check the latest version")
- else:
- model_cache_dir = snapshot_download(
- model,
- revision=model_revision,
- user_agent={
- Invoke.KEY: key,
- ThirdParty.KEY: "funasr"
- })
- return model_cache_dir
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