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@ -3,10 +3,12 @@ import logging
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import os
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from functools import partial
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from pathlib import Path
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from typing import Union
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from tempfile import TemporaryDirectory
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from typing import Optional, Union
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import torch
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from torch.hub import HASH_REGEX, download_url_to_file, urlparse
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try:
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from torch.hub import get_dir
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except ImportError:
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@ -15,7 +17,10 @@ except ImportError:
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from timm import __version__
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try:
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from huggingface_hub import HfApi, HfFolder, Repository, hf_hub_download, hf_hub_url
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from huggingface_hub import (create_repo, get_hf_file_metadata,
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hf_hub_download, hf_hub_url,
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repo_type_and_id_from_hf_id, upload_folder)
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from huggingface_hub.utils import EntryNotFoundError
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hf_hub_download = partial(hf_hub_download, library_name="timm", library_version=__version__)
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_has_hf_hub = True
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except ImportError:
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@ -121,53 +126,45 @@ def save_for_hf(model, save_directory, model_config=None):
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def push_to_hf_hub(
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model,
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local_dir,
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repo_namespace_or_url=None,
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commit_message='Add model',
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use_auth_token=True,
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git_email=None,
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git_user=None,
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revision=None,
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model_config=None,
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repo_id: str,
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commit_message: str ='Add model',
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token: Optional[str] = None,
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revision: Optional[str] = None,
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private: bool = False,
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create_pr: bool = False,
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model_config: Optional[dict] = None,
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):
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if repo_namespace_or_url:
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repo_owner, repo_name = repo_namespace_or_url.rstrip('/').split('/')[-2:]
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else:
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if isinstance(use_auth_token, str):
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token = use_auth_token
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else:
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token = HfFolder.get_token()
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if token is None:
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raise ValueError(
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"You must login to the Hugging Face hub on this computer by typing `transformers-cli login` and "
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"entering your credentials to use `use_auth_token=True`. Alternatively, you can pass your own "
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"token as the `use_auth_token` argument."
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)
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repo_owner = HfApi().whoami(token)['name']
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repo_name = Path(local_dir).name
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repo_url = f'https://huggingface.co/{repo_owner}/{repo_name}'
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repo = Repository(
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local_dir,
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clone_from=repo_url,
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use_auth_token=use_auth_token,
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git_user=git_user,
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git_email=git_email,
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revision=revision,
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)
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# Prepare a default model card that includes the necessary tags to enable inference.
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readme_text = f'---\ntags:\n- image-classification\n- timm\nlibrary_tag: timm\n---\n# Model card for {repo_name}'
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with repo.commit(commit_message):
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# Create repo if doesn't exist yet
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repo_url = create_repo(repo_id, token=token, private=private, exist_ok=True)
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# Infer complete repo_id from repo_url
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# Can be different from the input `repo_id` if repo_owner was implicit
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_, repo_owner, repo_name = repo_type_and_id_from_hf_id(repo_url)
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repo_id = f"{repo_owner}/{repo_name}"
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# Check if README file already exist in repo
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try:
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get_hf_file_metadata(hf_hub_url(repo_id=repo_id, filename="README.md", revision=revision))
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has_readme = True
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except EntryNotFoundError:
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has_readme = False
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# Dump model and push to Hub
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with TemporaryDirectory() as tmpdir:
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# Save model weights and config.
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save_for_hf(model, repo.local_dir, model_config=model_config)
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save_for_hf(model, tmpdir, model_config=model_config)
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# Save a model card if it doesn't exist.
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readme_path = Path(repo.local_dir) / 'README.md'
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if not readme_path.exists():
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# Add readme if does not exist
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if not has_readme:
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readme_path = Path(tmpdir) / "README.md"
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readme_text = f'---\ntags:\n- image-classification\n- timm\nlibrary_tag: timm\n---\n# Model card for {repo_id}'
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readme_path.write_text(readme_text)
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return repo.git_remote_url()
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# Upload model and return
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return upload_folder(
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repo_id=repo_id,
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folder_path=tmpdir,
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revision=revision,
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create_pr=create_pr,
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commit_message=commit_message,
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)
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Ross Wightman
1 year ago