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README.md
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## Setup
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You can run the smashed model
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1. Installing and importing the `pruna-engine` (version 0.2.
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2. Downloading the model files
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You can achieve this by running the following code:
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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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model_path = cached_file("PrunaAI/stabilityai-stable-diffusion-2-1-base-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=768, image_width=768)[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-2-1-base-smashed
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huggingface-cli download PrunaAI/stabilityai-stable-diffusion-2-1-base-smashed --local-dir stabilityai-stable-diffusion-2-1-base-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-2-1-base-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=768, image_width=768)[0] # Step (4): run the model.
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```
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