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--- |
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license: apache-2.0 |
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library_name: pruna-engine |
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thumbnail: "https://assets-global.website-files.com/646b351987a8d8ce158d1940/64ec9e96b4334c0e1ac41504_Logo%20with%20white%20text.svg" |
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metrics: |
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- memory_disk |
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- memory_inference |
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- inference_latency |
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- inference_throughput |
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- inference_CO2_emissions |
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- inference_energy_consumption |
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--- |
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<!-- header start --> |
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<!-- 200823 --> |
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<div style="width: auto; margin-left: auto; margin-right: auto"> |
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<a href="https://www.pruna.ai/" target="_blank" rel="noopener noreferrer"> |
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<img src="https://i.imgur.com/eDAlcgk.png" alt="PrunaAI" style="width: 100%; min-width: 400px; display: block; margin: auto;"> |
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</a> |
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</div> |
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<!-- header end --> |
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# Simply make AI models cheaper, smaller, faster, and greener! |
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## Results |
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Above results for 768x768 image size with 4-step inference on A100. Dynamic image sizes supported. |
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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-engine==0.2.9 --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 SimianLuo-LCM_Dreamshaper_v7-smashed |
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huggingface-cli download PrunaAI/SimianLuo-LCM_Dreamshaper_v7-turbo-tiny-green-smashed --local-dir SimianLuo-LCM_Dreamshaper_v7-turbo-tiny-green-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 = "SimianLuo-LCM_Dreamshaper_v7-turbo-tiny-green-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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smashed_model("Self-portrait oil painting, a beautiful cyborg with golden hair, 8k", num_inference_steps=4)[0] # Step (4): run the model. |
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``` |
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## Configurations |
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The configuration info are in `config.json`. |
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## License |
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We follow the same license as the original model. Please check the license of the original model before using this model. |
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## Want to compress other models? |
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- Contact us and tell us which model to compress next [here](https://www.pruna.ai/contact). |
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- Request access to easily compress your own AI models [here](https://z0halsaff74.typeform.com/pruna-access?typeform-source=www.pruna.ai). |
