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@@ -27,22 +27,20 @@ metrics:
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  ## Setup
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- You can run the smashed model on a A100 GPU by:
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- 1. Installing and importing the `pruna-engine` (version 0.2.6) package. Use `pip install pruna --extra-index-url https://pypi.nvidia.com --extra-index-url https://pypi.ngc.nvidia.com` for installation. See [Pypi](https://pypi.org/project/pruna-engine/) for detailed on the package.
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- 2. Downloading the model files at `model_path`. This can be done using huggingface with this repository name or with manual downloading.
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- 3. Loading the model
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- 4. Running the model.
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-
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- The model is smashed for 1024x1024 image size. Contact us if you want a version with dynamic size support.
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-
 
 
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  You can achieve this by running the following code:
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-
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  ```python
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- from transformers.utils.hub import cached_file
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  from pruna_engine.PrunaModel import PrunaModel # Step (1): install and import `pruna-engine` package.
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-
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- ...
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- model_path = cached_file("PrunaAI/stabilityai-stable-diffusion-xl-base-1.0-smashed", "model") # Step (2): download the model files at `model_path`.
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  smashed_model = PrunaModel.load_model(model_path) # Step (3): load the model.
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  y = smashed_model(prompt="a silly prune with a face in high definition", image_height=1024, image_width=1024)[0] # Step (4): run the model.
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  ```
 
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  ## Setup
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+ You can run the smashed model by:
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+ 1. Installing and importing the `pruna-engine` (version 0.2.9) package. Use `pip install pruna --extra-index-url https://pypi.nvidia.com --extra-index-url https://pypi.ngc.nvidia.com` for installation. See [Pypi](https://pypi.org/project/pruna-engine/) for details on the package.
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+ 2. Downloading the model files. This can be done using the Hugging Face CLI with the following commands:
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+ ```bash
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+ mkdir stabilityai-stable-diffusion-xl-base-1.0-smashed
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+ huggingface-cli download PrunaAI/stabilityai-stable-diffusion-xl-base-1.0-smashed --local-dir stabilityai-stable-diffusion-xl-base-1.0-smashed --local-dir-use-symlinks False
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+ ```
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+ Alternatively, you can download them manually.
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+ 3. Loading the model.
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+ 4. Running the model.
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  You can achieve this by running the following code:
 
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  ```python
 
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  from pruna_engine.PrunaModel import PrunaModel # Step (1): install and import `pruna-engine` package.
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+ model_path = "stabilityai-stable-diffusion-xl-base-1.0-smashed/model" # Step (2): specify the downloaded model path.
 
 
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  smashed_model = PrunaModel.load_model(model_path) # Step (3): load the model.
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  y = smashed_model(prompt="a silly prune with a face in high definition", image_height=1024, image_width=1024)[0] # Step (4): run the model.
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  ```