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Doubling Stable Diffusion Inference Speed with RTX Acceleration and TensorRT - A Comprehensive Guide

Offered By: Software Engineering Courses - SE Courses via YouTube

Tags

Stable Diffusion Courses LoRA (Low-Rank Adaptation) Courses Image Generation Courses TensorRT Courses DreamBooth Courses

Course Description

Overview

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Learn how to significantly boost Stable Diffusion inference speed using NVIDIA's RTX Acceleration and TensorRT in this comprehensive 42-minute tutorial video. Discover the step-by-step process of installing and configuring the TensorRT extension for Automatic1111's Stable Diffusion Web UI, potentially doubling your image generation performance. Explore techniques for optimizing various Stable Diffusion models, including SD 1.5, SDXL, and custom DreamBooth models. Master the intricacies of generating TensorRT profiles, troubleshooting common issues, and maximizing performance across different resolutions and batch sizes. Gain insights into advanced topics such as LoRA model optimization, After Detailer extension usage, and effective prompt creation for DreamBooth models.

Syllabus

Introduction to how to utilize RTX Acceleration / TensorRT for 2x inference speed
How to do a fresh installation of Automatic1111 SD Web UI
How to enable quick SD VAE and SD UNET selections from settings of Automatic1111 SD Web UI
How to install TensorRT extension to hugely speed up Stable Diffusion image generation
How to start / run Automatic1111 SD Web UI
How to install TensorRT extension manually via URL install
How to install TensorRT extension via git clone method
How to download and upgrade cuDNN files
Speed test of SD 1.5 model without TensorRT
How to generate a TensorRT for a model
Explanation of min, optimal, max settings when generating a TensorRT model
Where is ONNX file is exported
How to set command line arguments to not get any errors during TensorRT generation
How to get maximum performance when generating and using TensorRT
How to start using generated TensorRT for almost double speed
How to switch to dev branch of Automatic1111 SD Web UI for SDXL TensorRT usage
The comparison of image difference between TensoRT on and off
Speed test of TensorRT with multiple resolutions
Generating a TensorRT for Stable Diffusion XL SDXL
How to verify you have switched to dev branch of Automatic1111 Web UI to make SDXL TensorRT work
Generating images with SDXL TensorRT
How to generate TensorRT for your DreamBooth trained model
How to install After Detailer ADetailer extension and what does it do explanation
Starting generation of TensorRT for SDXL
Batch size vs batch count difference
How to train amazing SDXL DreamBooth model
How to get amazing prompt list for DreamBooth models and use them
The dataset I used for DreamBooth training myself and why it is deliberately low quality
How to generate TensorRT for LoRA models
Where and how to see TensorRT profiles you have for each model
Generating LoRA TensorRT for SD 1.5 and testing it
How to fix TensorRT LoRA not being effective bug


Taught by

Software Engineering Courses - SE Courses

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