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README.md
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---
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license: openrail
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datasets:
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- ChristophSchuhmann/LAION-5B-EN-Aesthetics-Subset_above_6
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---
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Image Mixer is a model that lets you combine the concepts, styles, and compositions from multiple images (and text prompts too) and generate new images.
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It was trained by [Justin Pinkney](https://www.justinpinkney.com) at [Lambda Labs](https://lambdalabs.com/).
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## Training details
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This model is a fine tuned version of [Stable Diffusion Image Variations](https://huggingface.co/lambdalabs/sd-image-variations-diffusers)
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it has been trained to accept multiple CLIP embedding concatenated along the sequence dimension (as opposed to 1 in the original model).
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During training up to 5 crops of the training images are taken and CLIP embeddings are extracted, these are concatenated and used as the conditioning for the model.
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At inference time, CLIP embeddings from multiple images can be used to generate images which are influence by multiple inputs.
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Training was done at 640x640 on a subset of LAION improved aesthetics, using 8xA100 from [Lambda GPU Cloud](https://cloud.lambdalabs.com).
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_Note text captions were not used during training of the model,
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although input text embeddings works to some extent during inference, the model is primarily designed to accept image embeddings_
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## Usage
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The model is available on [huggingface spaces](https://huggingface.co/spaces/lambdalabs/image-mixer-demo) or to run locally do the following:
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```bash
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git clone https://github.com/justinpinkney/stable-diffusion.git
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cd stable-diffusion
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git checkout 1c8a598f312e54f614d1b9675db0e66382f7e23c
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python -m venv .venv --prompt sd
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. .venv/bin/activate
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pip install -U pip
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pip install -r requirements.txt
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python scripts/gradio_image_mixer.py
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```
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Then navigate to the gradio demo link printed in the terminal.
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For details on how to use the model outside the app refer to the [`run` function](https://github.com/justinpinkney/stable-diffusion/blob/c1963a36a4f8ce23784c8247fa1af0e34e02b766/scripts/gradio_image_mixer.py#L79) in `gradio_image_mixer.py` in the [original repo](https://github.com/justinpinkney/stable-diffusion#image-mixer)
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https://www.salvador-dali.org/media/upload/cataleg_pintura/BAJA/1100.jpg
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https://lepetitjournal.com/sites/default/files/Image%202%20-%20Main%20tenant%20un%20miroir%20spherique%20M.%20C.%20Escher%20lithographie%201935%20%20Courtesy%20of%20the%20Palazzo%20Reale.jpg
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