---
configs:
- config_name: dataception
  data_files:
  - path: dataception.parquet
    split: train
  default: true
license: odc-by
task_categories:
- text-to-image
tags:
- training
pretty_name: Dataception
---

# Dataset Card for Dataception

Dataset of datasets.

## Dataset Details

### Dataset Description

Dataception is a dataset of image-text training datasets.

Datasets were collected from CivitAI. Thanks to all the users who curated the original datasets and shared them ❤️

Datasets have been processed and converted into WebDataset format.

To ensure consistent format `.png` images are re-encoded to `jpg` with 90% quality and `.jpeg` extension renamed to `.jpg`.

Contents of each WebDataset are named with zero-filled sequence number e.g. `00000.txt`.

Each dataset is accompanied by the original model metadata in `.json` format.

#### Notes

Some datasets were excluded from this release:

- 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.
- If no image-text pairs were detected. These datasets will be reviewed to determine whether captions are in the filenames or just not available.
- 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.
- 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.
- Both cases of unsupported files will be processed at a later date.


**Curated by:** hlky

**License:** Open Data Commons Attribution License (ODC-By) v1.0

## Dataset Structure

### Dataception

- **id**: Model ID.
- **name**: Model name.
- **baseModel**: Base model used for the original training.
- **nsfwLevel**: Content rating for the original model and dataset.
- **dataset_wds**: Path to the WebDataset.
- **dataset_json**: Path to the `.json` metadata.

### Individual datasets

`WebDataset` with `.jpg` and `.txt`.

## Uses

Potential uses include:

- Training practice; easily compare your result to the original model.
- Retraining; with modern tooling and newer base models.

# Citation Information
```
@misc{Dataception,
  author = {hlky},
  title = {Dataception},
  year = {2024},
  publisher = {hlky},
  journal = {Hugging Face repository},
  howpublished = {\url{[https://huggingface.co/datasets/bigdata-pw/Dataception](https://huggingface.co/datasets/bigdata-pw/Dataception)}}
}
```

## Attribution Information
```
Contains information from [Dataception](https://huggingface.co/datasets/bigdata-pw/Dataception) which is made available
under the [ODC Attribution License](https://opendatacommons.org/licenses/by/1-0/).
```