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@@ -4,7 +4,7 @@ license: creativeml-openrail-m
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  # InstructPix2Pix checkpoint fine-tuned on [MagicBrush](https://osu-nlp-group.github.io/MagicBrush/).
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- ## Env Setup
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  To use this checkpoint on InstructPix2Pix model, set up env like this:
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@@ -14,7 +14,7 @@ cd instruct-pix2pix
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  mkdir checkpoints
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  ```
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- Download this model into checkpoints via
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  ```shell
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  cd checkpoints
@@ -23,7 +23,7 @@ wget https://huggingface.co/osunlp/InstructPix2Pix-MagicBrush/resolve/main/Magic
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  Then go back to the root folder and set up the env following the instructpix2pix guidelines.
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- ## Launch
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  ### Edit a single image:
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  ```
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-
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- ### Launch
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  ```python
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  python edit_app.py --ckpt checkpoints/MagicBrush-epoch-000168.ckpt
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-
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-
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  ## Citation
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  If you find this checkpoint useful, please consider citing our paper:
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  }
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  ```
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- And our prior work!
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  ```
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  @InProceedings{brooks2022instructpix2pix,
 
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  # InstructPix2Pix checkpoint fine-tuned on [MagicBrush](https://osu-nlp-group.github.io/MagicBrush/).
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+ ## 1. Env Setup
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  To use this checkpoint on InstructPix2Pix model, set up env like this:
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  mkdir checkpoints
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  ```
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+ Download this checkpoint into `checkpoints` folder via
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  ```shell
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  cd checkpoints
 
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  Then go back to the root folder and set up the env following the instructpix2pix guidelines.
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+ ## 2. Launch
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  ### Edit a single image:
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  ```
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+ ### Run the interactive editing Gradio app:
 
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  ```python
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  python edit_app.py --ckpt checkpoints/MagicBrush-epoch-000168.ckpt
 
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  ## Citation
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  If you find this checkpoint useful, please consider citing our paper:
 
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  }
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  ```
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+ And our prior work:
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  ```
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  @InProceedings{brooks2022instructpix2pix,