Datasets:
Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +110 -0
- metadata.csv +3 -0
- shards-00000.tar +3 -0
- shards-00001.tar +3 -0
- shards-00002.tar +3 -0
- shards-00003.tar +3 -0
- shards-00004.tar +3 -0
- shards-00005.tar +3 -0
- shards-00006.tar +3 -0
- shards-00007.tar +3 -0
- shards-00008.tar +3 -0
- shards-00009.tar +3 -0
- shards-00010.tar +3 -0
- shards-00011.tar +3 -0
- shards-00012.tar +3 -0
- shards-00013.tar +3 -0
- shards-00014.tar +3 -0
- shards-00015.tar +3 -0
- shards-00016.tar +3 -0
- shards-00017.tar +3 -0
- shards-00018.tar +3 -0
- shards-00019.tar +3 -0
- shards-00020.tar +3 -0
- shards-00021.tar +3 -0
- shards-00022.tar +3 -0
- shards-00023.tar +3 -0
- shards-00024.tar +3 -0
- shards-00025.tar +3 -0
- shards-00026.tar +3 -0
- shards-00027.tar +3 -0
- shards-00028.tar +3 -0
- shards-00029.tar +3 -0
.gitattributes
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@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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metadata.csv filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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+
license: cc-by-4.0
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task_categories:
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- image-to-text
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- text-to-image
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language:
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- en
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tags:
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- laion
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- recaptioned
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- vision-language-alignment
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- clip-training
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- webdataset
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pretty_name: Recaptioned LAION (Gemma-3-27B)
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size_categories:
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- 100K<n<1M
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---
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# Recaptioned LAION
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A subset of LAION recaptioned with **Gemma-3-27B-IT**. Each image is paired
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with a single descriptive sentence (~20–30 words) generated by Gemma using
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the prompt:
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> *Describe this image in 20-30 words. Do not include any preamble or
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> introduction, just the description.*
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+
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This dataset is used by the **PuzzleBench** project for vision/text
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alignment training.
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## Stats
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+
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| | |
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|---|---:|
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| Samples | 508,025 |
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| Image resolution | up to 1500×1500 (varies) |
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| Format | JPEG |
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| Caption type | Gemma-3-27B recaption (declarative, ~130 chars avg) |
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| Shards | 30 webdataset `.tar` files (~2.4 GB each) |
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| Total size | ~72 GB |
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## Format: WebDataset
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The dataset ships as **30 webdataset-compatible tar shards**, the de facto
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standard for large image-text corpora (used by LAION-400M, LAION-5B, CLIP
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training pipelines, etc.). Each shard is a flat tar containing:
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+
|
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```
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shards-00000.tar
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├── 000000.jpg # raw image bytes
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├── 000000.txt # caption (utf-8)
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├── 000001.jpg
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├── 000001.txt
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└── ...
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```
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A `metadata.csv` with the same `image_id, url, caption` is also shipped
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alongside for non-webdataset consumers.
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+
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## Usage
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| 61 |
+
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### With `webdataset` (streaming, no extraction needed)
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|
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```python
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import webdataset as wds
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| 66 |
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|
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url = "https://huggingface.co/datasets/PuzzleBench/Recaptioned_LAION/resolve/main/shards-{00000..00029}.tar"
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| 68 |
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ds = (
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| 69 |
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wds.WebDataset(url)
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+
.decode("pil")
|
| 71 |
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.to_tuple("jpg", "txt")
|
| 72 |
+
)
|
| 73 |
+
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for image, caption in ds:
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# image: PIL.Image
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+
# caption: str
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| 77 |
+
...
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| 78 |
+
```
|
| 79 |
+
|
| 80 |
+
### With `huggingface_hub` snapshot + local extraction
|
| 81 |
+
|
| 82 |
+
```python
|
| 83 |
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from huggingface_hub import snapshot_download
|
| 84 |
+
|
| 85 |
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snapshot_download(
|
| 86 |
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repo_id="PuzzleBench/Recaptioned_LAION",
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| 87 |
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repo_type="dataset",
|
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local_dir="recaptioned_laion",
|
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)
|
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```
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+
|
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### With `pandas` (captions only, no images)
|
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+
|
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+
```python
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import pandas as pd
|
| 96 |
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df = pd.read_csv("hf://datasets/PuzzleBench/Recaptioned_LAION/metadata.csv")
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# columns: image_id, url, caption
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```
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+
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+
## License
|
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+
|
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+
This dataset of recaptions is released under **CC BY 4.0**. The underlying
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+
images are sourced from public LAION URLs and retain their original
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+
licensing — please consult the LAION usage terms when redistributing or
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| 105 |
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training on the image content.
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+
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## Citation
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| 108 |
+
|
| 109 |
+
If you use this dataset, please cite the PuzzleBench project and credit
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| 110 |
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the LAION corpus and the Gemma-3 recaptioning model.
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metadata.csv
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