Upload folder using huggingface_hub

README.md

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+---
+license: other
+task_categories:
+- video-classification
+tags:
+- video
+- self-supervised
+- howto100m
+size_categories:
+- 1K<n<10K
+---
+
+# HowTo1k — a 128-hour HowTo100M subset for video SSL pretraining
+
+A reproduction of the "0.1% of HowTo100M = 128 hours" data-scale cell used in
+[*Intuitive physics understanding emerges from self-supervised pretraining on natural videos*](https://arxiv.org/abs/2502.11831)
+(Garrido, Ballas, LeCun), preprocessed for V-JEPA-style training.
+
+| | |
+|---|---|
+| Videos | **1,119** (whole videos, not caption clips) |
+| Total duration | **128.01 h** |
+| Mean / median length | 412 s / 312 s |
+| Resolution | short side ≥ 224 (median 360), aspect ratio preserved |
+| Frame rate | 30 fps (all files) |
+| Codec | H.264, CRF 23 |
+| Size | 22 GB |
+
+## How it was built
+
+1. **Video list** — `csv/howto100m_videos.csv` from
+   [antoine77340/MIL-NCE_HowTo100M](https://github.com/antoine77340/MIL-NCE_HowTo100M),
+   the authors' mirror manifest: 1,238,791 entries.
+2. **Sampling** — uniform draw at a fixed seed (`shuf --random-source`, seed 0, plus a 300-entry
+   top-up at seed 1 from the complement). This follows the paper's protocol, *"sample uniformly
+   X% of the videos"* — whole videos, **not** the ASR caption segments that HowTo100M calls
+   "clips". Those exist for text-video alignment; a vision-only model never reads them, and
+   indexing them would change the sampling distribution from per-video-uniform to
+   per-second-uniform. `sampled.txt` records the full draw in order.
+3. **Download** — `yt-dlp`, best stream with `height<=360`.
+4. **Transcode** — short side capped at 360 with `min()` so nothing is upsampled, aspect ratio
+   preserved, 30 fps, H.264. **No square centre crop**: V-JEPA does its own
+   `RandomResizedCrop(scale=(0.3,1.0), ratio=(0.75,1.35))`, and pre-squaring would discard 44%
+   of a 16:9 frame first.
+5. **Filter** — short side ≥ 224 and ≥ 96 frames (`num_frames 16 × sampling_rate 6`).
+
+### Why short side 360
+
+With `RandomResizedCrop(scale=(0.3,1.0), ratio=(0.75,1.35))` targeting 224×224, the fraction of
+crops that end up **upsampled** depends on the source's short side (measured, 200k samples):
+
+| source short side | 224 | 256 | 288 | 320 | **360** |
+|---|---|---|---|---|---|
+| crops upsampled | 98.3% | 64.5% | 33.5% | 8.4% | **0.0%** |
+
+At 224 the crop height can never exceed the source height, so almost every sample is
+interpolated. 360 removes this; going higher only costs disk and decode time.
+
+## Known deviations from the paper
+
+- **1,119 videos, not 1,239.** 0.1% of 1,238,791 is 1,239. The *hours* match (128.01 vs 128)
+  because the videos drawn here average 412 s against the ~390 s the paper implies. Collection
+  stopped at 1,119 because ~1,100 downloads in one sitting triggered YouTube's bot check —
+  confirmed by ids already on disk failing too, i.e. throttling rather than link rot.
+- **Link rot.** Of 2,000 sampled ids, 1,119 were retrieved. The true rot rate is below the
+  implied 44% because later attempts were throttled, not dead.
+- **Clip length.** Training with `num_frames 16, sampling_rate 6` at 30 fps gives 3.20 s per
+  clip (5.0 effective fps). The paper states 3.0 s / 5.33 fps, but its Table S1 also copies
+  V-JEPA's `sampling_rate=4`, and those two are consistent only at a 21.33 fps source. 30/6 is
+  6.7% off the stated figure where 30 with stride 4 would be 29% off.
+
+## Usage
+
+`index.csv` is a space-separated `<relative_path> <label>` list, the format
+[facebookresearch/jepa](https://github.com/facebookresearch/jepa)'s `VideoDataset` expects. The
+label column is unused by pretraining and is always 0.
+
+```python
+from huggingface_hub import snapshot_download
+root = snapshot_download("Ruian7P/HowTo1k", repo_type="dataset")
+# rewrite index.csv to absolute paths before pointing a trainer at it
+```
+
+## Licensing
+
+The videos are YouTube content collected via the HowTo100M video list. HowTo100M itself is
+distributed as identifiers rather than media, and the authors' own video mirror is
+credential-gated. Redistribution here is for non-commercial research reproduction only; rights
+remain with the original uploaders.

index.csv

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