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README.md ADDED
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+ ---
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+ license: mit
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+ ---
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+
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+ # T5-XXL Embeddings for Stable Diffusion Prompts
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+
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+ This dataset contains 4096-dimensional text embeddings for prompts from the [Gustavosta/Stable-Diffusion-Prompts](https://huggingface.co/datasets/Gustavosta/Stable-Diffusion-Prompts) dataset.
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+
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+ ## Model Used
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+
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+ The embeddings were generated using a T5-XXL encoder model. Specifically, the weights from `t5xxl_fp8_e4m3fn_scaled.safetensors` were used.
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+
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+ **Important Note:** While the source model weights were in a FP8 format, the embeddings in this dataset have been calculated and stored in full **`float32`** precision to ensure numerical stability and maximum quality.
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+
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+ ## Data Fields
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+
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+ - `Prompt`: A `string` containing the original text prompt.
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+ - `vector`: A `list` of `float32` numbers, representing the 4096-dimensional embedding of the prompt.
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+
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+ ## Data Splits
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+
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+ - `train`: Contains 73,718 prompts and their corresponding vectors.
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+ - `test`: Contains 8192 prompts and their corresponding vectors, sampled from the end of the original train set.
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+
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+ ## Usage
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+
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+ You can load the dataset easily using the `datasets` library:
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load the dataset
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+ dataset = load_dataset("VotreUsername/le-nom-de-votre-dataset")
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+
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+ # Access the splits
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+ train_data = dataset['train']
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+ test_data = dataset['test']
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+
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+ # Example
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+ print(train_data[0]['Prompt'])
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+ print(len(train_data[0]['vector']))
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+ # Output: 4096
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+
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+ Please credit the original prompt dataset: Gustavosta/Stable-Diffusion-Prompts.
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+ The model architecture is based on Google's T5.
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