Super Fast Image Generation in stable diffusion using LCM LoRA
#lcm #stablediffusion #aiimages #a1111 #aiupdates #LoRA #art
Update: LCM sampler is available in A1111 now.
00:00:00 Introduction and sample results
LCM Latent Consistency Models,This new LoRA Model requires only 4 to 8 sampling steps instead of the usual 25 to 50 steps, to produce complete detailed images.
00:00:43 Downloading LCM LoRAs
where to download them from
00:01:31 using LCM in A1111
00:02:55 LCM Settings for CFG and Sampling steps
LCM is used at 4-8 sampling steps, and 1-2 CFG scale, can be used with Euler a, but best with LCM Sampler (manual installation can be done for this, but it is not yet official in A1111)
00:04:53 example for using LCM with after detailer and controlnets test
00:05:32 LCM Dreamshaper_v7 checkpoint
00:06:12 conclusion message
Computer Specs:
Laptop: Legion 5 Pro
Processor :AMD Ryzen 7 5800H , 3201 Mhz
System RAM: 16.0 GB
Graphics GPU: NVIDIA GeForce RTX 3070 Laptop GPU 8GB
LCM LoRA doesn’t require a special plugin or installation, it can be used like a normal LoRA model, The Latent Consistency Models or LCM are trained in a different way than normal LoRA models, which allows to infer images faster.
for model downloads and more reading please check the links bellow.
Hugging face page
https://huggingface.co/latent-consistency
SD 1.5 LoRA model
https://huggingface.co/latent-consistency/lcm-lora-sdv1-5/tree/main
SDXL LoRA model
https://huggingface.co/latent-consistency/lcm-lora-sdxl/tree/main
Dreamshaper v7 LCM
https://huggingface.co/SimianLuo/LCM_Dreamshaper_v7/tree/main
More reading
https://huggingface.co/blog/lcm_lora
Note: for Hires fix, I found it to work best at higher denoising strength such as 0.7, producing very reliable results with hires steps of 5 for example when using LCM LoRA.
Note: for img2img, you should double check the actual number of steps being used, for instance, if you didnt enable an option in the User Interface settings that allows using same number of steps for img2img then 15 steps would only ren
Watch on YouTube ↗
(saves to browser)
Sign in to unlock AI tutor explanation · ⚡30
More on: Image Generation Basics
View skill →Related AI Lessons
⚡
⚡
⚡
⚡
What makes an AI image workflow useful for real commercial output?
Dev.to AI
How to Write Better AI Image Prompts for Midjourney (With Examples That Actually Work)
Medium · ChatGPT
Image to Video AI: The Complete Workflow Playbook That Actually Produces Results
Medium · AI
Image Harvest v1.0.2: Internationalization, Free Pro Trial & Quality-of-Life Improvements
Dev.to · kyriewen
Chapters (7)
Introduction and sample results
0:43
Downloading LCM LoRAs
1:31
using LCM in A1111
2:55
LCM Settings for CFG and Sampling steps
4:53
example for using LCM with after detailer and controlnets test
5:32
LCM Dreamshaper_v7 checkpoint
6:12
conclusion message
🎓
Tutor Explanation
DeepCamp AI