Super-squash branch 'main' using huggingface_hub

.gitattributes

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+*.zip filter=lfs diff=lfs merge=lfs -text
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+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
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+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
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+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
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4d_humans_results.tar

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LICENSE

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+YouTube_Talking is licensed under the Creative Commons
+Attribution-NonCommercial 4.0 International License (CC-BY-NC-4.0).
+
+Full license text: https://creativecommons.org/licenses/by-nc/4.0/legalcode
+
+This release redistributes NO source videos, audio, video frames, or derived
+media. It provides only: source YouTube URLs, TalkNet active-speaker results
+(pywork), data splits, and a download script. The source videos remain subject
+to their original YouTube terms of service and the rights of their owners.
+
+Provided for non-commercial research only. Do not use for commercial purposes
+and do not attempt to re-identify speakers.

README.md

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+---
+pretty_name: YouTube_Talking
+license: cc-by-nc-4.0
+language:
+- en
+task_categories:
+- other
+tags:
+- co-speech
+- talking-head
+- facial-animation
+- body-motion
+- FLAME
+- SMPL-X
+- in-the-wild
+size_categories:
+- 1K<n<10K
+---
+
+# YouTube_Talking
+
+YouTube_Talking is a large in-the-wild conversational dataset: **2,983 English
+single-speaker talking-head videos** (interviews + speeches) with derived
+multimodal annotations — speech audio, FLAME face motion, SMPL-X body, HaMeR
+hands, active-speaker segments, and motion tokens. It is one of the datasets used
+by [ViBES](https://github.com/Juzezhang/ViBES) (CVPR 2026).
+
+> ⚠️ **Research use only.** The source **videos are copyrighted YouTube content
+> and are NOT redistributed** — you download them yourself from the URL list. We
+> *do* ship the **expensive model-output annotations** (TalkNet active-speaker,
+> 4D-Humans / MHR body, FLAME face, fitted SMPL-X, HaMeR hands) so you can skip
+> hundreds of GPU-hours of re-processing. Cheap/deterministic steps (audio
+> extraction, tokenization, HF packing) are reproduced with the shipped scripts.
+> License: CC-BY-NC-4.0.
+
+## Contents
+
+```
+YouTube_Talking/
+├── video_urls.csv             (2,983 rows: id,url,language,type,body_parts,num_people,duration_min)
+├── download_youtube_talking.py (downloader for the source videos)
+├── talknet_pywork.tar         (TalkNet active-speaker results, pywork/ per video)
+├── 4d_humans_results.tar      (4D-Humans body recovery, per-video .pkl)
+├── mhr_results.tar            (MHR body, per-frame .npz)
+├── smplxflame_25.tar          (fitted SMPL-X body+face @25fps)
+├── FLAME_coeffs_25.tar        (FLAME face coefficients @25fps)
+├── hamer_results.tar          (HaMeR hand recovery, per-frame .pkl)
+├── train_processed.txt        (346 fully-processed clip ids)
+├── val_processed.txt / test_processed.txt   (9 / 11)
+├── train_unprocessed.txt / val_unprocessed.txt / test_unprocessed.txt
+├── README.md
+└── LICENSE
+```
+
+Each `*.tar` extracts to its directory in place (`tar -xf <name>.tar`). The
+`talknet_pywork.tar` gives `talknet_output/<id>/pywork/{scores,tracks,faces,scene}.pckl`.
+The `*_processed.txt` splits list the clips with full multimodal processing.
+
+> **Not shipped (regenerate locally):** the videos themselves, the extracted
+> audio (`audios/`, `audios_original/`), speaking-segment crops, transcripts, and
+> the motion/audio tokens — all cheap to recompute from the downloaded videos +
+> shipped annotations using the scripts below.
+
+## How to use
+
+1. **Download videos** — `python download_youtube_talking.py --url_csv video_urls.csv --output_dir videos`
+2. **Extract the shipped annotations** — `for f in *.tar; do tar -xf "$f"; done`
+3. **Reconstruct audio / tokens / HF dataset** from the videos + annotations —
+follow the step-by-step recipe in the ViBES repo:
+[`docs/1-data/youtube_talking.md`](https://github.com/Juzezhang/ViBES/blob/main/docs/1-data/youtube_talking.md).
+
+All preprocessing scripts live in the ViBES repo under `preprocess/`.
+
+## License
+
+[CC-BY-NC-4.0](https://creativecommons.org/licenses/by-nc/4.0/) — non-commercial
+research use only. Source videos remain under their original YouTube terms; this
+release redistributes none of them.
+
+## Citation
+
+```bibtex
+@inproceedings{zhang2026vibes,
+  title={ViBES: A Conversational Agent with Behaviorally-Intelligent 3D Virtual Body},
+  author={Juze Zhang and Changan Chen and Xin Chen and Heng Yu and Tiange Xiang and Ali Sartaz Khan and Shrinidhi Kowshika Lakshmikanth and Ehsan Adeli},
+  booktitle={CVPR},
+  year={2026},
+}
+```

download_youtube_talking.py

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+#!/usr/bin/env python3
+"""Download the source videos for the YouTube_Talking dataset.
+
+The YouTube_Talking annotations (FLAME / SMPL-X / HaMeR / speaking segments /
+tokens) are released openly, but the **source videos are not redistributed**.
+This script downloads them from YouTube using the shipped ``video_urls.csv``
+(one row per clip: ``id,url,...``). Videos that have since been removed or made
+private are skipped and logged.
+
+Requires `yt-dlp` (``pip install yt-dlp``) and ``ffmpeg`` on PATH.
+
+Usage:
+    python download_youtube_talking.py \
+        --url_csv video_urls.csv \
+        --output_dir <YOUTUBE_TALKING_ROOT>/videos \
+        [--workers 4]
+
+Each video is saved as ``<output_dir>/<id>.mp4``. Re-running skips ids that
+already exist, so the download is resumable.
+"""
+
+import argparse
+import csv
+import os
+import subprocess
+from concurrent.futures import ThreadPoolExecutor, as_completed
+
+
+def download_one(row, output_dir):
+    vid = row["id"]
+    url = row["url"]
+    out_path = os.path.join(output_dir, f"{vid}.mp4")
+    if os.path.exists(out_path):
+        return vid, "skip-exists"
+    cmd = [
+        "yt-dlp",
+        "-f", "bestvideo[ext=mp4]+bestaudio[ext=m4a]/best[ext=mp4]/best",
+        "--merge-output-format", "mp4",
+        "-o", out_path,
+        "--no-playlist",
+        "--quiet", "--no-warnings",
+        url,
+    ]
+    try:
+        subprocess.run(cmd, check=True, capture_output=True, timeout=1800)
+        return vid, "ok" if os.path.exists(out_path) else "no-file"
+    except subprocess.CalledProcessError:
+        return vid, "failed-unavailable"
+    except subprocess.TimeoutExpired:
+        return vid, "failed-timeout"
+    except Exception as e:  # noqa: BLE001
+        return vid, f"failed-{type(e).__name__}"
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--url_csv", required=True, help="video_urls.csv (id,url,...)")
+    ap.add_argument("--output_dir", required=True, help="where to save <id>.mp4")
+    ap.add_argument("--workers", type=int, default=4, help="parallel downloads")
+    args = ap.parse_args()
+
+    os.makedirs(args.output_dir, exist_ok=True)
+    rows = list(csv.DictReader(open(args.url_csv)))
+    print(f"{len(rows)} videos to fetch -> {args.output_dir}")
+
+    results = {}
+    with ThreadPoolExecutor(max_workers=args.workers) as ex:
+        futs = [ex.submit(download_one, r, args.output_dir) for r in rows]
+        for i, fut in enumerate(as_completed(futs), 1):
+            vid, status = fut.result()
+            results[status] = results.get(status, 0) + 1
+            if i % 50 == 0 or status.startswith("failed"):
+                print(f"[{i}/{len(rows)}] {vid}: {status}")
+
+    print("\n=== summary ===")
+    for status, n in sorted(results.items()):
+        print(f"  {status}: {n}")
+
+    # Write the list of ids that are missing after the run (for a retry pass).
+    missing = [
+        r["id"] for r in rows
+        if not os.path.exists(os.path.join(args.output_dir, f"{r['id']}.mp4"))
+    ]
+    if missing:
+        miss_path = os.path.join(args.output_dir, "_missing_ids.txt")
+        with open(miss_path, "w") as f:
+            f.write("\n".join(missing) + "\n")
+        print(f"\n{len(missing)} videos unavailable; ids written to {miss_path}")
+
+
+if __name__ == "__main__":
+    main()

hamer_results.tar

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val_processed.txt

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val_unprocessed.txt

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