Delete scripts/old2-download_ckpts.py
Browse files
scripts/old2-download_ckpts.py
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import argparse
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import yaml
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import os
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import requests
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from huggingface_hub import snapshot_download, hf_hub_download
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def load_config(config_path):
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with open(config_path, 'r') as file:
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return yaml.safe_load(file)
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def download_model(model_config, full_ckpts=False):
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model_id = model_config['model_id']
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local_dir = model_config['local_dir']
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platform = model_config['platform']
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url = model_config.get('url') # Get URL if it exists, None otherwise
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filename = model_config.get('filename')
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# Ensure the local directory exists
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os.makedirs(local_dir, exist_ok=True)
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if platform == "HuggingFace":
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if full_ckpts:
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print(f"Downloading full model {model_id} from HuggingFace to {local_dir}")
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snapshot_download(
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repo_id=model_id,
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local_dir=local_dir,
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local_dir_use_symlinks=False,
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allow_patterns=["*.pth", "*.bin", "*.json"], # Common model file extensions
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ignore_patterns=["*.md", "*.txt"], # Ignore non-model files
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)
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print(f"Successfully downloaded {model_id} to {local_dir}")
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else:
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if not filename:
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raise ValueError(f"No filename provided for model: {model_id}")
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print(f"Downloading file {filename} for model {model_id} from HuggingFace to {local_dir}")
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hf_hub_download(
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repo_id=model_id,
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filename=filename,
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local_dir=local_dir,
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)
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print(f"Successfully downloaded {filename} to {local_dir}")
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elif platform == "GitHub":
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if not url:
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raise ValueError(f"No URL provided for GitHub model: {model_id}")
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if not filename:
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filename = os.path.basename(url)
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full_path = os.path.join(local_dir, filename)
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print(f"Downloading model {model_id} from GitHub URL {url} to {full_path}")
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response = requests.get(url, stream=True)
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if response.status_code == 200:
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with open(full_path, 'wb') as f:
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for chunk in response.iter_content(chunk_size=8192):
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if chunk:
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f.write(chunk)
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print(f"Successfully downloaded {model_id} to {full_path}")
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else:
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raise ValueError(f"Failed to download {model_id} from {url}: HTTP {response.status_code}")
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else:
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raise ValueError(f"Unsupported platform: {platform}")
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if __name__ == "__main__":
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parser = argparse.ArgumentParser(description="Download model checkpoints from HuggingFace or GitHub.")
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parser.add_argument('--config', type=str, default="configs/model_ckpts.yaml",
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help="Path to the YAML configuration file")
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parser.add_argument('--full_ckpts', action='store_true',
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help="if true download all models using snapdownload, else just download model with for_inference in yaml")
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parser.add_argument('--include_base_model', action='store_true',
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help="if true download all model base_model true and false, else just download base_model is false")
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args = parser.parse_args()
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# Load the YAML configuration
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config = load_config(args.config)
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# Iterate through models in the config
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for model_config in config:
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if not args.full_ckpts and not model_config.get('for_inference', False):
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continue
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if not args.include_base_model and model_config.get('base_model', False):
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continue
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download_model(model_config, full_ckpts=args.full_ckpts)
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