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--- |
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configs: |
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- config_name: dataception |
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data_files: |
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- path: dataception.parquet |
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split: train |
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default: true |
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license: odc-by |
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task_categories: |
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- text-to-image |
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tags: |
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- training |
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pretty_name: Dataception |
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--- |
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# Dataset Card for Dataception |
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Dataset of datasets. |
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## Dataset Details |
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### Dataset Description |
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Dataception is a dataset of image-text training datasets. |
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Datasets were collected from CivitAI. Thanks to all the users who curated the original datasets and shared them ❤️ |
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Datasets have been processed and converted into WebDataset format. |
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To ensure consistent format `.png` images are re-encoded to `jpg` with 90% quality and `.jpeg` extension renamed to `.jpg`. |
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Contents of each WebDataset are named with zero-filled sequence number e.g. `00000.txt`. |
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Each dataset is accompanied by the original model metadata in `.json` format. |
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#### Notes |
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Some datasets were excluded from this release: |
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- If multiple subdirectories containing image-text pairs were detected; this structure is used in some training UIs to denote multiple concepts. These datasets will be reviewed to determine appropriate processing into WebDataset format. |
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- If no image-text pairs were detected. These datasets will be reviewed to determine whether captions are in the filenames or just not available. |
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- If the file is not actually a `.zip`; some cases of `.rar` files have been detected which is unsupported by `zipfile` library that the current processing script uses. |
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- If the `.zip` uses an unknown compression type that is unsupported by `zipfile` library. This excludes `deflate64` (used by Windows), which is unsupported by default, thanks to patching from `zipfile_deflate64` library. |
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- Both cases of unsupported files will be processed at a later date. |
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**Curated by:** hlky |
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**License:** Open Data Commons Attribution License (ODC-By) v1.0 |
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## Dataset Structure |
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### Dataception |
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- **id**: Model ID. |
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- **name**: Model name. |
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- **baseModel**: Base model used for the original training. |
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- **nsfwLevel**: Content rating for the original model and dataset. |
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- **dataset_wds**: Path to the WebDataset. |
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- **dataset_json**: Path to the `.json` metadata. |
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### Individual datasets |
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`WebDataset` with `.jpg` and `.txt`. |
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## Uses |
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Potential uses include: |
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- Training practice; easily compare your result to the original model. |
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- Retraining; with modern tooling and newer base models. |
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# Citation Information |
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``` |
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@misc{Dataception, |
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author = {hlky}, |
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title = {Dataception}, |
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year = {2024}, |
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publisher = {hlky}, |
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journal = {Hugging Face repository}, |
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howpublished = {\url{[https://huggingface.co/datasets/bigdata-pw/Dataception](https://huggingface.co/datasets/bigdata-pw/Dataception)}} |
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} |
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``` |
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## Attribution Information |
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``` |
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Contains information from [Dataception](https://huggingface.co/datasets/bigdata-pw/Dataception) which is made available |
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under the [ODC Attribution License](https://opendatacommons.org/licenses/by/1-0/). |
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``` |
