Optimin is an AI-powered tool that helps developers accelerate the training and inference of Transformers and Diffusers on targeted hardware. It is a collection of performance optimization tools that are easy to use and can be applied to any hardware platform.
Optimin includes a variety of features that can help developers improve the performance of their models, including
Quantization This technique reduces the precision of the model's weights, which can lead to significant speedups without sacrificing accuracy.
Pruning This technique removes redundant connections from the model, which can also lead to speedups.
Knowledge distillation This technique transfers knowledge from a large, complex model to a smaller, faster model.
Hardware-specific optimizations Optimin includes a number of hardware-specific optimizations that can further improve the performance of models on specific platforms.
Optimin is a valuable tool for developers who want to improve the performance of their Transformers and Diffusers. It is easy to use, and it can be applied to any hardware platform