How to speed up pony diffusion. But the quality of the resulting image is not linear.

How to speed up pony diffusion 5 it’s been noted that details are lost the higher you set the Distilled model. , Doggettx instead of sdp, sdp-no-mem, or xformers), or are doing something dumb like using --no-half on a recent NVIDIA GPU. 4X speed up) Use Token Merging. In short: Turning off the guidance makes the steps go twice as fast. 1 LoRA to rotate and inflate characters Wan 2. " May 18, 2025 · More importantly, torch. 5 ControlNet models. Jan 3, 2024 · Learn how to speed up Stable Diffusion through efficient cross-attention optimization, a key strategy for faster inference times and improved memory efficiency. 25x using ultimate SD upscale (mainly using it to improve quality of the image). be/RdZ4yo-WWSYLora LCM SD1. 6. UPDATE 2: I suggest if you meant s/it, you edit your comment, even though it will leave me looking completely confused. Quite a few A1111 performance problems are because people are using a bad cross-attention optimization (e. The model currently generates pseudo-signatures that can be difficult to remove, an issue scheduled for correction in future versions. SDXL_ControlNet_models: SDXL ControlNet models. Have you eve Mar 31, 2023 · Token Merging (ToMe) speeds up transformers by merging redundant tokens, which means the transformer has to do less work. Disable The “Live Previews” Feature If you’re using the Automatic1111 Stable Diffusion WebUI you can disable the live previews from the live previews settings menu. Download LCM Lora https://huggingface. Depending on the model in use, it delivers up to: - 1. Generating popular and obscure cartoon/anime characters. 기본 프롬프트 사용방법. I explain how they work and how to integrate them, compare the results and offer recommendations on which ones to use to get the most out of SDXL, as well as generate images with only 6 GB of graphics card memory. In this Stable diffusion tutorial we'll speed up your Stable diffusion installation with xformers without it impacting your hardware at all! Make sure you're Jul 31, 2023 · Stability AI has just publicly released SDXL 1. But I am working in comfyui Jan 24, 2023 · As can be seen from the example above, we observed no significant change or loss in the quality of images generated despite improving inference speed by over 300%. We propose FasterDiffusion, a training-free diffusion model acceleration scheme that can be widely integrated with various generative tasks and sampling strategies. Pony Diffusion 에서 Positive Prompt에는 score_9, score_8_up, score_7_up Negative Prompt에는 Jan 12, 2024 · Token merging (ToMe) is a new technique to speed up Stable Diffusion by reducing the number of tokens (in the prompt and negative prompt) that need to be processed. bat I'm using a 3060 12GB and Pony XL generates a 1024x1024 image in less than 20 seconds performing 28 steps using Euler a. 0, and for those of us who don't have earth shattering rigs, things are a little slow. Simply make AI models cheaper, smaller, faster, and greener! Give a thumbs up if you like this model! Contact us and tell us which model to compress next here. 4 to 2. Feb 26, 2025 · The first actionable step to improve rendering speed lies in editing the User. We apply this to the underlying transformer blocks in Stable Diffusion in a clever way that minimizes quality loss while keeping most of the speed-up and memory benefits. 19s/it after a few checks, repairs and installs, im using the latest nvidia gpu drivers 536. you need a high ram card and a high ram computer, so don't expect speed without lots of system ram. 5 speed was 1. The speed was painful slow. source_pony, [rest of prompt] Model Variants and Features. 2x to 1. Notice that I'm relatively new to AI image generation, specially with Pony models, and due to hardware limitation I can't do many experiments with Jul 4, 2023 · In the process, we speed up image generation by up to 2x and reduce memory consumption by up to 5. 4 if it's too cartoony. For specific pony-style generations, users should structure prompts as: anthro/feral pony, [rest of prompt] or. 7x to 2x accelerated inference, with minimal visual degradation. set COMMANDLINE_ARGS= --xformers --ckpt-dir "F:\Stable diffusion" call webui. Aug 29, 2024 · You can take advantage of the vast knowledge of characters in the Pony Diffusion model. compile with max autotune is a just-in-time process that adds as much as 40 minutes to model server start-up time, so it isn’t feasible with any kind of autoscaling infrastructure. 99 08/08/23, not tested on older drivers. Add Compatible LoRAs Oct 22, 2023 · (5. You signed out in another tab or window. However, this effect may not be as noticeable in other models. Inference time scales linearly with the number of iterations. Using TensorRT, we bundle the engine and weights and use them when scaling up model servers. You can find examples in the script. However, some of his features have been modified to look more like an MLP pony. 1 Video is a generative AI video model that produces high-quality video on consumer-grade computers. You can turn o Nov 13, 2023 · Up to 10x Faster automatic1111 and ComfyUI Stable Diffusion after just downloading this LCM Lora. It takes like forever to generate an image. 10x increase in processing times without any changes other than updating to 1. Implementation in AUTOMATIC1111: Access AUTOMATIC1111 Stable Diffusion GUI: Explore the user-friendly GUI on Google Colab, Windows, or Mac. This file contains various settings that dictate how the rendering process operates. ; Request access to easily compress your own AI models here. You signed in with another tab or window. Locate the User. Follow these steps for optimization: Navigate to the root Stable Diffusion directory. You could also use a distilled Stable Diffusion model and autoencoder to speed up inference. Is this just the difference between models? or did I mess something up? Distilled model. g. 6 (same models, etc) I suddenly have 18s/it. This guide assumes you have experience training with kohya_ss or sd-scripts. 1 (realisticVisionV51_v51VAE) to generate 1024x1024 or 832x1216 images (same size and proportions as the original), using DPM++SDE at 30 steps at CFG scale 6. Therefore, I'm creating this post to share recommendations to speed up Pony models. ” Feb 22, 2024 · After preparing the models (something that takes about half an hour and only happens the first time), the inference process seems to speed up quite a lot, managing to generate each image in just 8 seconds, as opposed to 14 seconds for the non-optimized code. Danbooru tags are tags created for classifying anime images. 6x lossless speedup, ensuring zero compromise in output quality. A diffusion model starts with an image that’s just noise and iterates toward the final output. 1boy; 1girl; 2girls; looking at viewer For me, I can generate a 768 x 1024 image with Pony Diffusion XL in about 20-30 seconds, then it takes a few minutes (4-5 orso) to upscale 1. Minimum is going to be 8gb vram, you have plenty to even train LoRa or fine-tune checkpoints if you wanted. 3. 1 Video with Teacache and Sage Attention How to use Wan 2. The way it works is you go to the TensorRT tab, click TensorRT Lora and then select the lora you want to convert and then click convert. Quantitative evaluation metrics such as FID, Clipscore, and user studies all indicate that our approach is on par with the original Sep 3, 2024 · What is Pony Diffusion good at? Pony Diffusion is not just another fine-tuned model. Something is very wrong. This enhancement is exclusively available for NVIDIA GPUs, optimizing image generation and reducing VRAM usage. Pony Diffusion V6 XL comes in several Automatic1111 1. But the quality of the resulting image is not linear. 6x. Why so slow? Why so slow? In comfyUI the speed was approx 2-3 it/s for 1024*1024 image. It should also work for Vlad Automatic. So I updated the stable diffusion web ui to newest version, downloaded the latest models (stable diffusion xl 1. i was getting 47s/it now im getting 3. Feb 11, 2025 · It offers substantial speedups across multiple diffusion models while maintaining high visual fidelity. I have 3050 4gb vram laptop. For the skip branches that are deeper, the model will engage them Welcome to the official subreddit of the PC Master Race / PCMR! All PC-related content is welcome, including build help, tech support, and any doubt one might have about PC ownership. Aug 3, 2023 · After the official release of SDXL model 1. I'll try in in ComfyUI later, once I set up the refiner workflow, which I've yet to do. Compared to other SDXL models, Pony Diffusion is good at. 8it/s, with 1. It can be used with the Stable Diffusion XL model to generate a 1024x1024 image in as few as 4 steps. Anyone else got this and any ideas how to improve? Jun 27, 2024 · We here take the Stable Diffusion pipeline as an example. Jul 29, 2024 · SDXL은 이제 Pony Diffusion과 Pony 기반 Checkpoint 외에는 사용할 이유가 거의 없어지게 되었다 이제 위 링크를 참고해 체크포인트를 다운로드 받고 사용을 해 보자면. Generating artistic and creative styles. This means that when you run your models on NVIDIA GPUs, you can expect a significant boost. See also the prompt tags for Pony XL. Furry: Positive: source_furry Dec 13, 2023 · This will both lower your VRAM usage substantially, and speed up the image generation process – by a lot. We would like to show you a description here but the site won’t allow us. An image of a man in My Little Pony style. In this article I have compiled ALL the optimizations available for Stable Diffusion XL (although most of them also work for other versions). I disabled ControlNet (in Extensions) then the speed came back ~12s (rtx3060-12gb) When I enable ControlNet (in Extensions) but without enable it in the TabUI. - 1. Danbooru tags. This is where attention optimization techniques come into play. And I'm running on a 1060 6gb, so surely you can too. Reload to refresh your session. Denoising strength is usually 0. Just Disable it 15 Comments on How to speed up Wan 2. 2–0. 25 if the Pony original image is a little more photographic, and up to 0. Nov 22, 2023 · If you’ve been following the emerging trends in the field of artificial intelligence (AI) art and image generation, you know that Stable Diffusion–a cutting-edge model that enables you to generate photorealistic images using text prompts and source images–is the tool you need for your creative endeavours. You can replace pipe with any variants of the Stable Diffusion pipeline, including choices like SDXL, SVD, and more. 4x faster for large images. The argument cache_branch_id specifies the selected skip branch. You can generally assume the needed space is the size of the checkpoint model (~6gb) plus the VAE (contained within the model, 0 in this case), plus the UI (~2gb), then additional space for any other models you need (LoRas, upscalers, Controlnet). ControlNet models. May 6, 2024 · Perhaps using both score_8 and score_9 would work but I wanted to verify that, so I changed the labels form simple score_9 to something more verbose like score_9, score_8_up, score_7_up, score_6_up, score_5_up, score_4_up and score_8 to score_8, score_7_up, score_6_up, score_5_up, score_4_up. 0 for use, it seems that Stable Diffusion WebUI A1111 experienced a significant drop in image generation speed, es when starting stable diffusion, or when changing the model, it takes a long time, from 15 to 20 mins. It takes around 10s on a 3080 to convert a lora. I expect it will be faster. Furthermore, this speed-up stacks with efficient implementations such as xFormers, minimally impacting quality while being up to 5. Try looking at that in your system, a 3080 is much faster than my 3060. the reason for this is that it keeps models loaded in system ram when not in use by the GPU. It recognizes that many tokens are redundant and can be combined without much consequence. It can be done without any loss in quality when the sigma are low enough (~1). This technique accelerates Stable Diffusion's cross-attention calculations, significantly reducing processing time without demanding exorbitant memory resources. The biggest speed-up possible comes from limiting the number of steps that the model takes to generate the image. 2 (seems helpful with data streaming "suspect resize bar and/or GPUDirect Storage" implamentation currently unknown). Generating horses, humans, and anything in between. bat file within the Stable Diffusion directory. 0) and tried it out. Aug 3, 2024 · Unfortunately, Pony models require around 20-40 steps and there aren't many models there with lower steps. Character list. You switched accounts on another tab or window. Dec 13, 2023 · This will both lower your VRAM usage substantially, and speed up the image generation process – by a lot. It takes 5min 48sec to render an image with these settings: A cat while walking in the street, close-up photography, realistic Stable Diffusion Accelerated API, is a software designed to improve the speed of your SD models by up to 4x using TensorRT. Here are 8 tips to h Stable Diffusion Performance OptimizationI'll show you how to generate Images faster in Automatic1111. bat file and right-click on it Today, we will be looking at how to get the best quality images from models based on Pony Diffusion V6 XL. Hi, i had the same issue, win 11, 12700k, 3060ti 8gb, 32gb ddr4, 2tb m. 09 seconds for batch size 1 on A10. 4. May 21, 2024 · how to install automatic1111 (stable diffusion): https://youtu. Some facts: From what I read "The Xformers library provides an optional method to accelerate image generation. The console shown that model keep hooking the Controlnet as well So I think, problem is ControlNet version now is cannot use with sdxl. Jun 12, 2024 · LCM-LoRA can speed up any Stable Diffusion models. Oct 4, 2024 · Pony Diffusion XL. During distillation, many of the UNet’s residual and attention blocks are shed to reduce the model size by 51% and improve latency on CPU/GPU by 43%. While this model has proved to be a reliable way of generating high-quality AI art (Some Mac M2 users may need python entry_with_update. It calculates the long range dependencies of these elements concerning each other and their relationship to the input/output. Many Stable Diffusion models, including Pony Diffusion, know them. . That should highlight how the attention mechanism is vital to image generation, and how optimizing its speed gets you faster generation. Pony doesn't need a vae in my opinion, however if you have a lower end computer, try using this one to help speed up generation times. However, I just switched to pony diffusion, and now the same parameters goes from a 10 second generation to a wooping 20 minute generation. co/collections/latent- We would like to show you a description here but the site won’t allow us. py --disable-offload-from-vram to speed up model loading/unloading. Images may look a little less detailed but It will help with generation times. Im getting bottlenecked by my 16gb sys ram. Now for some months, I didnt really have the time to use stable diffusion but now I wanted to try it again. Below is a link to the character list it supports. Negative: source_western, source_3d, source_cartoon, source_anime, source_comic, source_furry. co/latent-consistency/lcm-lora-sdv1-5Lora LC Make sure you have the correct commandline args for your GPU. The Pony Diffusion XL model excels in creative artistic images. In SD automatic1111 got to Settings > Select Optimizations > Set token ratio to between 0. You need the ControlNet models to use the ControlNet custom node. Using the Realistic Vision 5. It skips over tool operation details. I can't talk about memory consumption because I would say that TensorRT uses different Aug 2, 2023 · The speed of image generation is about 10 s/it (10241024 batch size 1), refiner works faster up to 1+ s/it when refining at the same 10241024 resolution. May 14, 2025 · Cross-attention optimization can also speed up Stable Diffusion effectively. I am demonstrating in ComfyUI, but these tips appl Mar 23, 2024 · (It's really basic for Pony Series Checkpoints) When using PONY DIFFUSION, typing "score_9, score_8_up, score_7_up" towards the positive can usually enhance the overall quality. score_9, score_8_up, score_7_up, score_6_up, score_5_up, score_4_up, just describe what you want, tag1, tag2 (previous Pony Diffusion models used a simpler score_9 quality modifier, the longer version of V6 XL version is a training issue that was too late to correct during training, you can still use score_9 but it has a much weaker effect Mar 15, 2024 · Using 20 images, you can create a SDXL Pony LoRA in just 15 minutes of training time. SD_1_5_ControlNet_models: SD 1. Following the prompt closely. ->images are generated normally and quickly ->stable diffusion is on the ssd->rtx 2060 super->16 ram->amd ryzen 7 2700 eight core ->i put these commands on web start set COMMANDLINE_ARGS=--xformersset SAFETENSORS_FAST_GPU=1 Dec 23, 2024 · Pony: Positive: source_pony. In this tutorial, we're taking a closer look at how to accelerate your stable diffusion process without compromising the quality of the results. 5: https://huggingface. We focused on optimizing the original Stable Diffusion and managed to reduce serving time from 6. Note, the man is still human and doesn't appear to look anthro/pony. ) The first time you run Fooocus, it will automatically download the Stable Diffusion SDXL models and will take a significant amount of time, depending on your internet connection. reufkxao dnznt gxk rscq uptdwmv lhsar wxfvfcy zzicu xntxf hksa