| |
| """Download hosted GRDR-TVR release assets from Hugging Face Hub.""" |
|
|
| import argparse |
| import shutil |
| import tempfile |
| from pathlib import Path |
|
|
| REPO_ID = "JasonCoderMaker/GRDR-TVR" |
| DATASETS = ["msrvtt", "actnet", "didemo", "panda", "lsmdc"] |
| FEATURE_DATASETS = {"msrvtt", "actnet", "didemo", "panda", "lsmdc"} |
| GRDR_DATASETS = {"msrvtt", "actnet", "didemo", "panda", "lsmdc"} |
| XPOOL_FILES = { |
| "actnet": "actnet_model_best.pth", |
| "didemo": "didemo_model_best.pth", |
| "lsmdc": "lsmdc_model_best.pth", |
| "msrvtt": "msrvtt9k_model_best.pth", |
| "panda": "panda_2150k_s42_model_best.pth", |
| } |
|
|
|
|
| def download_features(datasets, output_dir="./dataset/features"): |
| from huggingface_hub import snapshot_download |
|
|
| selected = [d for d in datasets if d in FEATURE_DATASETS] |
| skipped = sorted(set(datasets) - set(selected)) |
| for dataset in skipped: |
| print(f"Skipping {dataset} InternVideo2 features: not hosted in this repo") |
| for dataset in selected: |
| snapshot_download( |
| repo_id=REPO_ID, |
| repo_type="dataset", |
| allow_patterns=f"InternVideo2/{dataset}/**", |
| local_dir=output_dir, |
| local_dir_use_symlinks=False, |
| ) |
| print(f"Downloaded {dataset} InternVideo2 features") |
|
|
|
|
| def download_grdr(datasets, output_dir="./output/checkpoints"): |
| from huggingface_hub import snapshot_download |
|
|
| selected = [d for d in datasets if d in GRDR_DATASETS] |
| for dataset in selected: |
| snapshot_download( |
| repo_id=REPO_ID, |
| repo_type="dataset", |
| allow_patterns=f"GRDR/{dataset}/best_model/**", |
| local_dir=output_dir, |
| local_dir_use_symlinks=False, |
| ) |
| print(f"Downloaded {dataset} GRDR checkpoint") |
|
|
|
|
| def download_xpool(datasets, output_dir="./reranker/xpool/ckpt"): |
| from huggingface_hub import hf_hub_download |
|
|
| xpool_dir = Path(output_dir) |
| xpool_dir.mkdir(parents=True, exist_ok=True) |
| for dataset in datasets: |
| filename = XPOOL_FILES.get(dataset) |
| if filename is None: |
| print(f"Skipping {dataset} X-Pool checkpoint: not hosted in this repo") |
| continue |
| with tempfile.TemporaryDirectory() as tmp: |
| src = hf_hub_download( |
| repo_id=REPO_ID, |
| repo_type="dataset", |
| filename=f"Xpool/{filename}", |
| local_dir=tmp, |
| local_dir_use_symlinks=False, |
| ) |
| shutil.copy2(src, xpool_dir / filename) |
| print(f"Downloaded {dataset} X-Pool checkpoint") |
|
|
|
|
| def main(): |
| parser = argparse.ArgumentParser(description="Download hosted GRDR-TVR release assets") |
| parser.add_argument("--all", action="store_true", help="Download hosted features, GRDR checkpoints, and X-Pool checkpoints") |
| parser.add_argument("--features", action="store_true", help="Download hosted InternVideo2 features") |
| parser.add_argument("--grdr", action="store_true", help="Download GRDR checkpoints") |
| parser.add_argument("--xpool", action="store_true", help="Download X-Pool checkpoints") |
| parser.add_argument("--datasets", nargs="+", choices=DATASETS, default=["msrvtt", "actnet", "didemo", "panda"], help="Datasets to download") |
| parser.add_argument("--features-dir", default="./dataset/features") |
| parser.add_argument("--grdr-dir", default="./output/checkpoints") |
| parser.add_argument("--xpool-dir", default="./reranker/xpool/ckpt") |
| args = parser.parse_args() |
|
|
| if not any([args.all, args.features, args.grdr, args.xpool]): |
| parser.error("Select at least one component: --all, --features, --grdr, or --xpool") |
|
|
| if args.all or args.features: |
| download_features(args.datasets, args.features_dir) |
| if args.all or args.grdr: |
| download_grdr(args.datasets, args.grdr_dir) |
| if args.all or args.xpool: |
| download_xpool(args.datasets, args.xpool_dir) |
|
|
|
|
| if __name__ == "__main__": |
| main() |
|
|
