Add Pruna optimization framework documentation (#11688)
* Add Pruna optimization framework documentation
- Introduced a new section for Pruna in the table of contents.
- Added comprehensive documentation for Pruna, detailing its optimization techniques, installation instructions, and examples for optimizing and evaluating models
* Enhance Pruna documentation with image alt text and code block formatting
- Added alt text to images for better accessibility and context.
- Changed code block syntax from diff to python for improved clarity.
* Add installation section to Pruna documentation
- Introduced a new installation section in the Pruna documentation to guide users on how to install the framework.
- Enhanced the overall clarity and usability of the documentation for new users.
* Update pruna.md
* Update pruna.md
* Update Pruna documentation for model optimization and evaluation
- Changed section titles for consistency and clarity, from "Optimizing models" to "Optimize models" and "Evaluating and benchmarking optimized models" to "Evaluate and benchmark models".
- Enhanced descriptions to clarify the use of `diffusers` models and the evaluation process.
- Added a new example for evaluating standalone `diffusers` models.
- Updated references and links for better navigation within the documentation.
* Refactor Pruna documentation for clarity and consistency
- Removed outdated references to FLUX-juiced and streamlined the explanation of benchmarking.
- Enhanced the description of evaluating standalone `diffusers` models.
- Cleaned up code examples by removing unnecessary imports and comments for better readability.
* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
* Enhance Pruna documentation with new examples and clarifications
- Added an image to illustrate the optimization process.
- Updated the explanation for sharing and loading optimized models on the Hugging Face Hub.
- Clarified the evaluation process for optimized models using the EvaluationAgent.
- Improved descriptions for defining metrics and evaluating standalone diffusers models.
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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
