Introduction of stable-diffusion-3-medium-tensorrt
Model Details of stable-diffusion-3-medium-tensorrt
Stable Diffusion 3 Medium TensorRT
Introduction
This repository hosts the TensorRT version of
Stable Diffusion 3 Medium
created in collaboration with
NVIDIA
. The optimized versions give substantial improvements in speed and efficiency.
Stable Diffusion 3 Medium is a fast generative text-to-image model with greatly improved performance in multi-subject prompts, image quality, and spelling abilities.
Model Details
Model Description
Stable Diffusion 3 Medium combines a diffusion transformer architecture and flow matching.
The MMDiT in Stable Diffusion 3 Medium can be further optimized with INT8 quantization using TensorRT Model Optimizer. The estimated end-to-end speedup comparing TensorRT fp16 and TensorRT int8 is 1.2x~1.4x on various NVidia GPUs. The memory saving is about 2x for the int8 MMDiT engine compared with the fp16 counterpart. The image quality can be maintained with minimal to negligible degradation.
Works best for 1024x1024 images. The first invocation produces plan files in --engine-dir specific to the accelerator being run on and are reused for later invocations.
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