Stable diffusion directml olive. Detailed feature showcase with images: Original txt2img and img2img modes. (venv) $ pip uninstall onnxruntime. 03 drivers that combine with Olive-optimized models to deliver big boosts in AI performance. Stable UnCLIP 2. 0) being used. 6,记得点选添加到环境变量，如果不想这么做，就把安装后的整个python文件夹拷贝到stable-diffusion-webui-directml目录下，确保python文件夹名为Python. dev20221003004-cp310-cp310-win_amd64. May 23, 2023 · Stable Diffusion is a text-to-image model that transforms natural language into stunning images. Now change your new Webui-User batch file to the below lines . Find and place a . Nov 15, 2023 · To give an example of the power of this tool, we found that the Olive-optimized version of Stable Diffusion 1. Sep 8, 2023 · Here is how to generate Microsoft Olive optimized stable diffusion model and run it using Automatic1111 WebUI: Open Anaconda/Miniconda Terminal. style(equal_height=False): C: \R oot \a i \s table-diffusion-webui-directml \m odules \u i. 0 and 2. Jul 17, 2023 · Consider using the `--user` option or check the permissions. 5, 2. May 25, 2023 · When you pair Olive’s capabilities with DirectML, you’ll get lightning-fast hardware acceleration across the entire range of Windows GPUs. I've successfully used zluda (running with a 7900xt on windows). It can use AMD GPU to generate one 512x512 image in about 2. 投诉或建议. Microsoft has provided a path in DirectML for vendors like AMD to enable optimizations called ‘metacommands’. restart webui. 5 is way faster then with directml but it goes to hell as soon as I try a hiresfix at x2, becoming 14times slower. Oct 6, 2022 · Stable Diffusion Onnx DirectML Text to Img: User is prompted in console for "Prompt Text" Image is generated using a random seed + Prompt Text; Date/Time, Prompt Text Oct 14, 2023 · When searching for checkpoints, looked at: - file G:\stable-diffusion-webui-directml\model. bat from Windows Explorer as normal, non-administrator, user. 1, Hugging Face) at 768x768 resolution, based on SD2. Model ControlNet ONNX usable on Stable Diffusion WebUI DirectML enhancement. Please set these arguments in the constructor instead. May 23, 2023 · Stable Diffusion models with different checkpoints and/or weights but the same architecture and layers as these models will work well with Olive. Results are per image in 8 images loop. 10用である”ort_nightly_directml-1. ckpt) in the models/Stable-diffusion directory (see dependencies for where to get it). 10. I have successfully installed stable-diffusion-webui-directml. Find out more in our blog post: Optimize DirectML performance with Olive. Dec 4, 2022 · 準備が整ったら以下コマンドで学習モデルをDLし、onnxに変換する必要があるそうです。. 3 of 6 tasks. The issue has been reported before but has not been fixed yet. One click install and run script (but you still must install python and git) Outpainting. ckpt - directory G:\stable-diffusion-webui-directml\models\Stable-diffusionCan't run without a checkpoint. Sep 13, 2023 · When searching for checkpoints, looked at: - file C:\stable-diffusion-webui-directml\model. **generate Olive optimized models using our previous post or Microsoft Olive instructions when Nodes/graph/flowchart interface to experiment and create complex Stable Diffusion workflows without needing to code anything. laptops don't have a GPU) and some form of CPU accelerated model is going to be required for AI. Found existing installation: numpy 1. ): Later on, you copy the Realistic_Vision_V2. **generate Olive optimized models using our previous post or Microsoft Olive instructions when Sep 12, 2022 · Run Stable Diffusion on AMD GPUs. Row (). I've tried using Olive according to AMD's official instructions with no luck. March 24, 2023. TensorRT/Olive/DirectML requires some adjustments to the diffusion pipelines maintained by diffusion gurus to offer complete Nov 30, 2023 · This extension runs best after a converted Stable Diffusion model has been put through an Olive optimization pass. Create a virtual/conda environment with the desired version of Python and activate it. 分享到：. 5 minutes. See our sample to get started. AMD is enabling the next wave of hardware accelerated AI programs using DirectML as seen in the pre-release of Olive. Boost your performance by an average of 2x in Microsoft Olive Optimized DirectML Stable Diffusion 1. py:639: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. ckpt - directory C:\stable-diffusion-webui-directml\models\Stable-diffusionCan ' t run without a checkpoint. safetensors file into any of those locations. Explore the GitHub Discussions forum for lshqqytiger stable-diffusion-webui-directml. RX 7900XT ,11. 5 is supported with this extension currently. To me, the statement above implies that they took AUTOMATIC1111 distribution and bolted this Olive-optimized SD implementation to it. 0. We recommend installing Olive in a virtual environment or a conda environment. 残念ながら変換時にエラーが発生。. In the case of Stable Diffusion with the Olive pipeline, AMD is building driver support for a metacommand implementation intended to improve performance and reduce the time it takes to generate output from the model. py:1665: GradioDeprecationWarning: The ` style ` method is deprecated. x, SD2. bat，等待自动安装。. New stable diffusion finetune (Stable unCLIP 2. 14. he algorithm goes like this: we create an image at 768x768 resolution, then we enable the "Hi res. py:4 in <module> │ │ │ │ 1 # pylint: disable=no-member,no-self-argument,no-method-argument │ │ 2 from typing import Optional, Callable │ │ 3 import torch │ │ 4 import torch_directml # pylint Jan 15, 2023 · DirectML은 DirectX12를 지원하는 모든 그래픽카드에서 PyTorch, TensorFlow 등을 돌릴 수 있게 해주는 라이브러리입니다. We published an earlier article about accelerating Stable Dif Dec 8, 2023 · Did you know you can enable Stable Diffusion with Microsoft Olive under Automatic1111 to get a significant speedup via Microsoft DirectML on Windows? Microso Feb 24, 2023 · Mikuo39 asked on Jan 11 in Q&A · Answered. Jan 17, 2023 · Onnxのダウンロード. 73it/s] Olive (DirectML) newest driver - 8/8 [00:00<00:00, 26. Open File Explorer and navigate to your prefered storage location. 2 on the AMD Radeon™️ RX 7900 XTX graphics card, versus the previous software driver version 23. Using an Olive-optimized version of the Stable Diffusion text-to-image generator with the popular Automatic1111 distribution, performance is improved over 2x with the new driver. 5 runs at 2X the speed of the default model on the Intel® Arc™ A770 GPU via the ONNX Runtime with the DirectML execution provider. call webui --use-directml --reinstall. Feb 9, 2024 · Checklist The issue exists after disabling all extensions The issue exists on a clean installation of webui The issue is caused by an extension, but I believe it is caused by a bug in the webui The issue exists in the current version of Sep 21, 2023 · E: \s table-diffusion-webui-directml \o live-venv \l ib \s ite-packages \t ransformers \m odels \c lip \f eature_extraction_clip. May 23, 2023 · In our Stable Diffusion tests, we saw over 6x speed increase to generate an image after optimizing with Olive for DirectML! Olive and DirectML in Practice. None of these seem to make a difference. Steps to reproduce the problem. Stable diffusion model failed to load Applying attention optimization: InvokeAI done. **Not all models will convert, but I didn't try to Dec 25, 2023 · Checklist The issue exists after disabling all extensions The issue exists on a clean installation of webui The issue is caused by an extension, but I believe it is caused by a bug in the webui The No token limit for prompts (original stable diffusion lets you use up to 75 tokens) DeepDanbooru integration, creates danbooru style tags for anime prompts xformers , major speed increase for select cards: (add --xformers to commandline args) Nov 2, 2023 · C: \R oot \a i \s table-diffusion-webui-directml \m odules \u i. Close down the CMD window and browser ui. u/echo off Feb 25, 2023 · For depth model you need image_adapter_v14. conda activate Automatic1111_olive. , line 21, in __call__ raise e File "C:\StableDiffuionWebUI\stable-diffusion Nov 30, 2023 · 3. py", line 23, in from olive. 19it/s] AITemplate - 8/8 [00:00<00:00, 37. com/microsoft/Olive/tree/main/examples/directml/stable_diffusionhttps://devblogs. Latest update of SD. conda create --name Automatic1111_olive python=3. No graphic card, only an APU. 57it/s 结论： 速度比DirectML快了一倍多(12秒->5秒) 但依然跟Linux下ROCm满血加速没得比(1. com/directx/optimize- Find and place a . Side by side comparison with the original. To Test the Optimized Model Aug 19, 2023 · The optimized model will be stored at the following directory, keep this open for later: olive\examples\directml\stable_diffusion\models\optimized\runwayml. 1 are also compatible. The request to add the “—use-directml” argument is in the instructions but easily missed. Automatic1111 WebUI DirectML Extension (Preview) Follow these steps to enable DirectML extension on Automatic1111 WebUI and run with Olive optimized models on your AMD GPUs: **only Stable Diffusion 1. 1 torch-directml==0. yaml you can find in stable-diffusion-webui-directml\extensions\sd-webui-controlnet\models\. Step by step instructions are available on the main First tried with the default scheduler, then with DPMSolverMultistepScheduler. co. Open the webui. (Intel ARC 그래픽카드는 제가 갖고 있는게 After installing Stable diffusion following @averad instructions, simply download the 2 scripts in the same folder. Use the following command to see what other models are supported: python stable_diffusion. Would love see the Olive or OnnxRuntime team tackle this use case in the future. Enter the following commands in the terminal, followed by the enter key, to install Automatic1111 WebUI. Fully supports SD1. I've enabled the ONNX runtime in settings, enabled Olive in settings (along with all the check boxes required) added the sd_unet checkpoint model thing (whatever you call it) under May 26, 2023 · Leia a descrição | Please readhttps://github. 1. 記事に従いORT-Nightly – Azure Artifactsにアクセスし、Python3. This model is being used by Fusion Quill - a Windows app that runs Stable Diffusion models locally. Launch WebUI with --onnx --backend directml . See also. 1. gptj. py:1326: GradioDeprecationWarning: The `style` method is deprecated. The model folder will be called “stable-diffusion-v1-5”. [Bug]: SDXL & SDXL Turbo screws up the end of last frame on DirectML bug. stable-diffusion-webui-directml\venv\Scripts - ran activate. Dec 26, 2023 · *This is only for folks who are using Automatic1111 with DirectML and it is broken, if your version works properly, do not do anything!*Currently if you try Jan 4, 2024 · File "C:\AI\research\olive\olive\examples\directml\stable_diffusion\stable_diffusion_local2. Stable Diffusion models with different checkpoints and/or weights but the same architecture and layers as Stable Diffusion 1. Checklist The issue exists after disabling all extensions The issue exists on a clean installation of webui The issue is caused by an extension, but I believe it is caused by a bug in the webui The Mar 18, 2023 · My laptop is GPD Win Max 2 Windows 11. 1-768. Using it is a little more complicated, but the Dec 4, 2023 · Any idea if CUDA model is faster than DirectML one? One of the use cases for our Windows app (FusionQuill. bat' file, make a shortcut and drag it to your desktop (if you want to start it without opening folders) 10. The t-shirt and face were created separately with the method and recombined. Oct 31, 2023 · This Microsoft Olive optimization for AMD GPUs is a great example, as we found that it can give a massive 11. Expanding on my temporal consistency method for a 30 second, 2048x4096 pixel total override animation. 9. Regards, Ash Sep 26, 2023 · (Strongly recommend to create another virtual environment to run Olive) Installing Olive Launching Web UI with arguments: --onnx --backend directml --medvram no module ' xformers '. py –help. Feb 8, 2024 · The issue is caused by an extension, but I believe it is caused by a bug in the webui. fix" option. I looked around and saw that there was a directml version Nvidia has announced HUGE news: 2x improvement in speed for Stable Diffusion and more with the latest driver. If you want to use Radeon correctly for SD you HAVE to go on Linus. This model allows for image variations and mixing operations as described in Hierarchical Text-Conditional Image Generation with CLIP Latents, and, thanks to its modularity, can be combined with other models such as KARLO. CPU: with ONNX Runtime optimizations for all-in-one ONNX model in FP32 CPU: with ONNX Runtime optimizations for all-in-one ONNX model in INT8 For RealisticVision V2. Audio. Next has ONNX/Olive implemented as an experimental feature which I have on my list to check out as I was sticking to SD. Link. Olive Optimized DirectML Onnx model for stable-diffusion-xl-base-1. Here is an example python code for stable diffusion pipeline using huggingface diffusers. ckpt or . Feb 19, 2023 · 安装python3. py:28: FutureWarning: The class CLIPFeatureExtractor is deprecated and will be removed in version 5 of Transformers. py --model_id=latent-consistency/lcm-sdxl --optimize WARNING: latent-consistency/lcm-sdxl is not an officially supported model for this example and may not work as expected. Inpainting. 打开webui-user. 5 + Stable Diffusion Inpainting + Python Environment) The example scripts all worked for me. pb' work around is to delete the folder that had previous optimized onnx model and rerun the optimize olive step May 25, 2023 · When you pair Olive’s capabilities with DirectML, you’ll get lightning-fast hardware acceleration across the entire range of Windows GPUs. #346 opened on Dec 30, 2023 by DIKODEY. dml = DirectML │ │ 41 │ │ │ │ *****\stable-diffusion-webui-directml │ │ Olive\modules\dml\backend. amd. May 23, 2023 · Using an Olive-optimized version of the Stable Diffusion text-to-image generator with the popular Automatic1111 distribution, performance is improved over 2x with the new driver. Here is the installation procedure. dll but never update the list of providers somehow. D:\stable-diffusion\stable-diffusion-webui-directml\modules\ui. com/en/suppor Place stable diffusion checkpoint (model. This feature will be validated on AMD RDNA™ 3 devices including AMD Radeon™ RX 7900 Series graphics cards and AMD Ryzen Nov 24, 2023 · File "G:\Program Files (x86)\Stable-diffusion-webui-Olive\Olive\examples\directml\stable_diffusion\stable_diffusion. This refers to the use of iGPUs (example: Ryzen 5 5600G). Following the steps results in Stable Diffusion 1. And the model folder will be named as: “stable-diffusion-v1-5” If you want to check what different models are supported then you can do so by typing this command: python stable_diffusion. The number at the end of the device argument refers to the slot it’s in. 実は参考にした Stable Diffusion for AMD GPUs on Windows using DirectMLト にてonnxはnigtly buildを入れる必要があるよ、とあったんですが、理由が Cloning Stable Diffusion into D:\stable-diffusion-webui-directml\repositories\stable-diffusion-stability-ai Der Befehl ""git"" ist entweder falsch geschrieben oder konnte nicht gefunden werden. model import ONNXModel ModuleNotFoundError: No module named 'olive' Version? The current newest version as of Nov 24th Nov 30, 2022 · Create a Folder to Store Stable Diffusion Related Files. The DirectML Fork of Stable Diffusion (SD in short from now on) works pretty good with only-APUs by AMD. py --help. Attention, specify parts of text that the model should pay more attention to. Diffusion models optimized for DirectML. Copy and rename it so it's the same as the model (in your case coadapter-depth-sd15v1. Stable Diffusion Upscale. Â. We upscale it by 2x (resize: from 768x768 to 1536x1536). Text-to-image models, like Stable Diffusion, convert natural language into remarkable Sep 16, 2023 · AI AI绘画 stable diffusion. So, to people who also use only-APU for SD: Did you also encounter this strange behaviour, that SD will hog alot of RAM from your system? Jul 31, 2023 · How to Install Stable Diffusion WebUI DirectML on AMD GPUs-----https://huggingface. PLANET OF THE APES - Stable Diffusion Temporal Consistency. Cool stuff, have yet to check. microsoft. 1 torchvision==0. Next using its DirectML implementation for image generation. Jul 26, 2023 · Since some neural networks, as well as loRa files, break down and generate complete nonsense. Windows AI Create a Folder to Store Stable Diffusion Related Files. https://FusionQuill. 3x increase in performance for Stable Diffusion with Automatic 1111. Text-to-Image Diffusers ONNX English ORTStableDiffusionXLPipeline art stable-diffusion-xl onnxruntime-directml License: openrail++ Model card Files Files and versions Community May 23, 2023 · For DirectML sample applications, including a sample of a minimal DirectML application, see DirectML samples. with gr. venv "\\stable-diffusion-webui-directml\\venv Nov 3, 2023 · Then I went to C:(folder name)\stable-diffusion-webui-directml\venv\Lib\site-packages, and there should be four folders there named similarly but different versions Nov 30, 2023 · Prepared by Hisham Chowdhury (AMD), Sonbol Yazdanbakhsh (AMD), Justin Stoecker (Microsoft), and Anirban Roy (Microsoft) Microsoft and AMD continue to collaborate enabling and accelerating AI workloads across AMD GPUs on Windows platforms. Here are comparing frameworks: A1111 previous driver - 8/8 [00:01<00:00, 19. whl”をダウンロード。 Jun 2, 2023 · With the Microsoft Olive DirectML pipeline, Stable Diffusion 1. dev230413. Processing without Jan 15, 2024 · olive\examples\directml\stable_diffusion\models\optimized\runwayml. Olive then executes each pass to find the best candidate model. co/stabilityaihttps://www. My only issue for now is: While generating a 512x768 image with a hiresfix at x1. from diffusers import StableDiffusionOnnxPipeline pipe = StableDiffusionOnnxPipeline. The issue has not been reported before recently. DirectML in action Check out tomorrow’s Build Breakout Session to see Stable Diffusion in action: Deliver AI-powered experiences across cloud and edge, with Windows Jun 2, 2023 · open windows command line (Windows button -> cmd -> Enter) type the mentioned command installs it into default python installation: pip install torch==1. x, SDXL, Stable Video Diffusion and Stable Cascade; Asynchronous Queue system; Many optimizations: Only re-executes the parts of the workflow that changes between executions. Sep 8, 2023 · Did you know you can enable Stable Diffusion with Microsoft Olive under Automatic1111(Xformer) to get a significant speedup via Microsoft DirectML on Windows? Microsoft and AMD have been working together to optimize the Olive path on AMD hardware, accelerated via the Microsoft DirectML platform API and the AMD User Mode Driver’s ML (Machine May 23, 2023 · You don’t need to be an expert in optimizing models for underlying GPUs or NPUs – Olive does all the heavy lifting for you to get the best possible performance with DirectML! In our Stable Diffusion tests, we saw over 6x speed increase to generate an image after optimizing with Olive for DirectML! Features. Text-to-image models, like Stable Diffusion, convert natural language into remarkable Dec 3, 2023 · python stable_diffusion_xl_lcm. 13. That’s a considerable improvement, but we didn’t stop there. Nov 29, 2023 · When using the ONNX+Olive pipeline, no generation parameters are added as chunks to the PNG output or, if checked, saved into a separate text file based on the user's settings. Discuss code, ask questions & collaborate with the developer community. exe （相对路径）. Some dependencies are required (see below). 5 using AMD Software: Adrenalin Edition™ 23. 5 and Stable Diffusion Inpainting being downloaded and the latest Diffusers (0. Feb 15, 2024 · Hey guys. Installing collected packages: numpy. **generate Olive optimized models using our previous post or Microsoft Olive instructions when Aug 19, 2023 · │ │ 40 │ torch. DirectML is already pre-installed on a huge range of Windows 10 Installation¶. The filename, directory name, or volume label syntax is incorrect. 4 版本整合包相同仅经过朋友一台电脑测试，不保证完全可用，若发现无法使用请及时评论区反馈使用方法和普通整合包完全一致，首次使用打开启启动器后，在启动器设置-高级 Feb 8, 2024 · Already up to date. 4秒) 目前的情况来讲，依然建议在Linux下通过ROCm跑SD。 Nov 30, 2023 · 3. So that is not the CPU mode's 22 minutes. Which worked so far, not super fast, but it had solid speed and stability. Attempting uninstall: numpy. Color Sketch. Dependencies The optimized model will be stored at the following directory, keep this open for later: olive\examples\directml\stable_diffusion\models\optimized\runwayml. What ever is Shark or OliveML thier are so limited and inconvenient to use. This huge gain brings the Automatic 1111 DirectML fork roughly on par with historically AMD-favorite implementations like SHARK. bat Hello. 23. Copy across any models from other folders (or previous installations) and restart with the shortcut. 60it/s] EDIT: After looking through articles i Stable diffusion does not run too shabby in the first place so personally Ive not tried this however so as to maintain overall compatibility with all available Stable Diffusion rendering packages and extensions. We published an earlier article about accelerating Stable Dif Jun 29, 2023 · I've been asked about how to get stable diffusion working on Windows instead of doing it on Linux. Olive is installed using pip. Create a new folder named "Stable Diffusion" and open it. bat，修改为set PYTHON=Python\python. /stable_diffusion_onnx", provider="DmlExecutionProvider" ) prompt = "a photo of an astronaut riding a horse on mars DirectML, a powerful machine learning API developed by Microsoft, is fast, versatile, and works seamlessly across a wide range of hardware platforms. Run webui-user. 8. No token limit for prompts (original stable diffusion lets you use up to 75 tokens) DeepDanbooru integration, creates danbooru style tags for anime prompts xformers , major speed increase for select cards: (add --xformers to commandline args) No token limit for prompts (original stable diffusion lets you use up to 75 tokens) DeepDanbooru integration, creates danbooru style tags for anime prompts xformers , major speed increase for select cards: (add --xformers to commandline args) May 23, 2023 · On May 24, we’ll release our latest optimizations in Release 532. In the navigation bar, in file explorer, highlight the folder path and type cmd and press enter. 6. fix, I recommend using 4x-UltraSharp. GPU: with Optimum conversion and merging and ONNX Runtime optimizations with DirectML EP. (venv) $ pip uninstall onnxruntime-directml. 0 from HuggingFace, I used this command by adding the --model_id switch (--model_id <string> : name of a stable diffusion model ID hosted by huggingface. r/StableDiffusion. 1 task done. The Olive workflow consists of configuring passes to optimize a model for one or more metrics. Nov 30, 2023 · Prepared by Hisham Chowdhury (AMD), Sonbol Yazdanbakhsh (AMD), Justin Stoecker (Microsoft), and Anirban Roy (Microsoft) Microsoft and AMD continue to collaborate enabling and accelerating AI workloads across AMD GPUs on Windows platforms. In the case of Stable Diffusion with the Olive pipeline, AMD has released driver support for a metacommand implementation intended to Highlights Support for: Diablo® IV Performance optimizations for Microsoft Olive DirectML pipeline for Stable Diffusion 1. py", line 304, in optimize unoptimized_olive_model = ONNXModelHandler Sep 11, 2023 · OSError: [Errno 22] Invalid argument: 'C:\Users\ml-admin\Documents\Hisham\auto1111_olive\stable-diffusion-webui-directml\models\ONNX\stable-diffusion-v1-5\unet\weights. 5. 基于 lshqqytiger 分支制作，功能与 v4. CPU: with Intel® Neural Compressor static/dynamic quantization for INT8 ONNX model. Requires around 11 GB total (Stable Diffusion 1. AI. 6. from_pretrained ( ". yaml ) and place alongside the model. Right click the 'Webui-User. As for the Hi res. 5 now runs two times faster on average on a Radeon RX 7900 XTX with AMD’s new 23. AI) is lot of new computers (esp. Prompt Matrix. Solution: activate venv. #342 opened on Dec 27, 2023 by Darkestaxe1. To check the optimized model, you can type: I've downloaded the Stable-Diffusion-WebUI-DirectML, the k-diffusion and Stability-AI's stablediffusion Extensions, also. whisper. py –help SD is barely usable with Radeon on windows, DirectML vram management dont even allow my 7900 xt to use SD XL at all. Run once (let DirectML install), close down the window 7. 2 driver for Radeon GPUs on Windows. Below are the full release notes for AMD’s new 23. and if that didn't work then type this if you have it somewhere else: Microsoft has optimized DirectML to accelerate transformer and diffusion models, used in Stable Diffusion, so that they run even better across the Windows hardware ecosystem. We’re on a journey to advance and democratize artificial intelligence through open source and open science. This means that the trace might not generalize to other inputs! encoder_states = if output_hidden_states else None F:\stable-diffusion-webui-directml\venv\lib\site-packages\transformers\models\clip\modeling_clip. 0 folder to the stable-diffusion-webui-directml\models\ONNX folder. 双击webui-user. 2 driver, which is great news for anyone who is into AI image generation. py:1787: GradioDeprecationWarning: The ` style Jun 7, 2023 · I had this problem when I had installed plain onnxruntime & onnxruntime-gpu first (in that order), apparently installing onnxruntime-directml after those will add directml. The issue exists in the current version of the webui. DirectML을 사용하면 AMD Radeon, Intel ARC 그래픽카드에서도 PyTorch를 사용해 Stable Diffusion을 돌릴 수 있게 됩니다. Nov 30, 2023 · 3. With support from every DirectX 12-capable GPU and soon across NPUs, developers can use DirectML to deliver AI experiences at scale. For a sample demonstrating how to use Olive—a powerful tool you can use to optimize DirectML performance—see Stable diffusion optimization with DirectML. kx sl lv jk ai tw po qz dv fv