Stable diffusion 3 download. stable-diffusion-v1-4 Resumed from stable-diffusion-v1-2. e. You can find the weights, model card, and code here. Feb 23, 2024 · Now, Stable Diffusion 3 has been released, making it more scalable, and powerful, than ever. Parameters. 0 (Stable Diffusion XL 1. Use it with 🧨 diffusers. SD3 renders text a lot better. ckpt) and trained for 150k steps using a v-objective on the same dataset. Cutting-edge workflows. The model was pretrained on 256x256 images and then finetuned on 512x512 images. The model is available via API today and we are continuously working to improve the model in advance of its open release. Simply enter your text prompt, and the tool will generate an image for you in seconds. 設定 Python 路徑. Master the Art of AI Image Enhancement with These Easy Prompts. Mar 12, 2024 · Install Python. Overview. Stable Diffusion is a text-to-image model that generates photo-realistic images given any text input. Version 2. Jan 16, 2024 · Option 1: Install from the Microsoft store. Open up your browser, enter "127. . 1: Download the standalone version of ComfyUI from this GitHub repository – clicking the link will initiate the download. Jan 3, 2024 · Downloading Stable Diffusion. Today, we’re publishing our research paper that dives into the underlying technology powering Stable Diffusion 3. 1-768 based Default negative prompt: (low quality, worst quality:1. Step 3: Download and load the LoRA. Discover amazing ML apps made by the community Spaces SDXL Turbo (Stable Diffusion XL Turbo) is an improved version of SDXL 1. Even less VRAM usage - Less than 2 GB for 512x512 images on ‘low’ VRAM usage setting (SD 1. Figure 1: Images generated with the prompts, "a high quality photo of an astronaut riding a (horse/dragon) in space" using This stable-diffusion-2 model is resumed from stable-diffusion-2-base ( 512-base-ema. Even Snowden complained about this. Then run Stable Diffusion in a special python environment using Miniconda. As revealed in the Stable Diffusion 3 research paper, this model is equal to or outperforms state-of-the-art text-to-image generation systems such as DALL-E 3 and Midjourney v6 in typography and prompt adherence, based on human preference evaluations. Would be a lot simpler than having to use the terminal and surely the devs have already done the hard work of making the core and compiling it into an Fooocus. Hi, I have done a comparison of SD3, SDXL and Stable Cascade. 3. 5, and can be even faster if you enable xFormers. Keep it at 25 since this is what the model is trained. 5 Inpainting ( sd-v1-5-inpainting. It has since been named one of TIME’s Best Inventions of 2023. New stable diffusion model ( Stable Diffusion 2. ai/ | 339070 members A guide for installing the many pre-requisites for running Stable Diffusion through WSL. Stability AI has unveiled Stable Diffusion 3 (SD3), its latest image-generating AI model aimed at staying competitive amid recent advancements from rivals like OpenAI and Google. Artificial Intelligence (AI) art is currently all the rage, but most AI image generators run in the cloud. A video should be generated. ckpt) Stable Diffusion 1. 找到你的 Python 路徑，可以在開始列中從開啟檔案位置一直找，或是根據你安裝的路徑找 Feb 18, 2023 · Here's how to run Stable Diffusion on your PC. Installation: Extract anywhere (not a protected folder - NOT Program Files - preferrably a short custom path like D:/Apps/AI/), run StableDiffusionGui. Copy this over, renaming to match the filename of the base SD WebUI model, to the WebUI's models\Unet-dml folder. This will save each sample individually as well as a grid of size n_iter x n_samples at the specified output location (default: outputs/txt2img-samples). 1. Dec 23, 2022 · New stable diffusion model (Stable Diffusion 2. Atila Orhon, Michael Siracusa, Aseem Wadhwa. g. Feb 22, 2024 · Stable Diffusion 3. Fooocus is an image generating software (based on Gradio ). ckpt here. Step 4: Generate images. Here are most popular models to download: Stable DIffusion 1. You switched accounts on another tab or window. io/t2i-gui. It is especially good at typography and prompt accuracy. 0 va améliorer la qualité des images et les performances de génération à partir de prompts multi-sujets. Simple Drawing Tool : Draw basic images to guide the AI, without needing an external drawing program. Alternative to local installation. At the time of writing, this is Python 3. SD3 introduces a new architecture promising enhanced performance across Stable Diffusion 3, our most advanced image model yet, features the latest in text-to-image technology with greatly improved performance in multi-subject prompts, image quality, and spelling abilities. The main difference is that, Stable Diffusion is open source, runs locally, while being completely free to use. Dec 5, 2022 · En este tutorial te explico cómo instalar Stable Diffusion en tu ordenador PC para que desde Windows puedas hacer imágenes con Inteligencia Artificial, fácil By "stable diffusion version" I mean the ones you find on Hugging face, for example there's stable diffusion v-1-4-original, v1-5, stable-diffusion-2-1, etc. From the Upscale Original Workflow: Dpmpp_2m, sgm_uniform, 15 steps, CFG 5. Vous aurez besoin de Python (3. Step 1. Step 2: Load a SDXL model. 0 - BETA TEST. Works on CPU (albeit slowly) if you don't have a compatible GPU. To use Stable Diffusion, you’ll need to have Python 3. Designed for artists and non-creatives alike, Stable Diffusion 3 is tailored to fuel your imagination 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) Feb 16, 2023 · Key Takeaways. k. - under the "Models" subtab at the bottom, click on Stable Diffusion 3 Medium's icon to select it - On the parameters view on the left, set "Steps" to 28, and "CFG scale" to 5 (the default 20 steps and cfg 7 works too, but 28/5 is a bit nicer) Mar 5, 2024 · Key Takeaways. To download Stable Diffusion, follow these steps: 1. 4), (bad anatomy), extra finger, fewer digits, jpeg artifacts For positive prompt it's good to include tags: anime, (masterpiece, best quality) alternatively you may achieve positive response with: (exceptional, best aesthetic, new, newest, best quality Feb 23, 2024 · 6. Mar 24, 2023 · New stable diffusion model (Stable Diffusion 2. WebP images - Supports saving images in the lossless webp format. com/Hugging Face W Feb 18, 2022 · Step 3 – Copy Stable Diffusion webUI from GitHub. Step 2: Download the standalone version of ComfyUI. SDXL Turbo implements a new distillation technique called Adversarial Diffusion Distillation (ADD), which enables the model to synthesize images in a single step and generate Feb 22, 2024 · Le nouveau modèle Stable Diffusion 3. 1 Option 3: Install Python from the Microsoft Store (Recommended) 4. 2 Option 4: Use the 64-bit Windows Installer from the Python Website. Resumed for another 140k steps on 768x768 images. Mastering Light- Achieve the Perfect Balance. ckpt) Stable Diffusion 2. Apr 3, 2024 · Stable Audio 2. Here are some findings. It provides a user-friendly way to interact with Stable Diffusion, an open-source text-to-image generation model. Install latest NVIDIA drivers (Windows) Install latest NVIDIA drivers from here . Updating ComfyUI on Windows. First, remove all Python versions you have previously installed. exe, follow instructions. (Sorry if this is like obvious information I'm very new to this lol) I just want to know which is preferred for NSFW models, if there's any difference. 20% bonus on first deposit. Il offrira également une écriture nettement meilleure que les modèles précédents de Stable Diffusion avec une orthographe plus précise et des textes plus cohérente dans les images générées. Step 1: Load the workflow. Choose the appropriate version of Stable Diffusion for your operating system. 1-v, Hugging Face) at 768x768 resolution and (Stable Diffusion 2. 0; Time: 4 x 7 seconds (28 seconds) From My Workflow: LCM, sgm_uniform, 10 steps, CFG 1. Creating venv in directory D:\stable-diffusion\stable-diffusion-webui\venv using python I know this is likely an overly often-asked question, but I find myself inspired to use Stable Diffusion, see all these fantastic posts of people using it, and try downloading it, but it never seems to work. Stability AI has partnered with Fireworks AI, the fastest and most reliable API platform in the market, to deliver Stable Diffusion 3 and Stable Diffusion 3 Turbo. The value and beauty of Stable Diffusion is in what the community adds on top of the open release - finetunes, research/development addons (controlnet, ipadapter, ), advanced workflows, etc. An optimized development notebook using the HuggingFace diffusers library. Crop and resize - resize source image preserving aspect ratio so that entirety of target resolution is occupied by it, and crop parts that stick out. High-Quality Results: Stable Diffusion Online uses state-of-the-art artificial intelligence to produce high-quality images that are realistic and ได้มีเพื่อนๆหลายๆคนถามเราเข้ามาถึงวิธีการติดตั้งและใช้งาน Stable Diffusion Stable Diffusion 2. It helps to create a folder (i. AI Community! https://stability. Stable Diffusion v1 refers to a specific configuration of the model architecture that uses a downsampling-factor 8 autoencoder with an 860M UNet and CLIP ViT-L/14 text encoder for the diffusion model. DALL·E 3 can sometimes produce better results from shorter prompts than Stable Diffusion does. ai/stablediffusion3Get early Faster than v2. This new model is available to use today for free on Mar 17, 2024 · Share. Installing LoRA Models. The smaller size of this model makes it perfect for running on consumer PCs and laptops as well as enterprise-tier GPUs. At the time of release in their foundational form, we have found these models surpass the leading closed models in user preference studies. Feb 22, 2024 · On Thursday, Stability AI unveiled Stable Diffusion 3, the company's most capable text-to-image model to date, that boasts many upgrades from its predecessor including better performance in multi Stable Diffusion Interactive Notebook 📓 🤖. Dont hate me for asking this but why isn't there some kind of installer for stable diffusion? Or at least an installer for one of the gui's where you can then download the version of stable diffusion you want from the github page and put it in. Apr 17, 2024 · DALL·E 3 feels better "aligned," so you may see less stereotypical results. To run Stable Diffusion locally on your PC, download Stable Diffusion from GitHub and the latest checkpoints from HuggingFace. 1 and iOS 16. Step 4: Start ComfyUI. Always I get stuck at one step or another because I'm simply not all that tech savvy, despite having such an interest in these types of Mar 13, 2023 · 將 Github 的內容下載至電腦，可以在終端機下 git 指令，或是使用 Download ZIP 也可以，放到一個空間夠大的路徑中，因為未來你可能會加入很多模型來玩。. bat, this will open the command prompt and will install all the necessary packages. May 16, 2024 · 20% bonus on first deposit. Nov 26, 2023 · Step 4: Run the workflow. Executez l’installeur pour démarrer l’installation. here's a quick one from SD1. 10. The AI Impact Tour – San Francisco. Once we've identified the desired LoRA model, we need to download and install it to our Stable Diffusion setup. itch. Though, again, the results you get really depend on what you ask for—and how much prompt engineering you're prepared to do. Download Python 3. Same with video, language, code, 3D, audio etc. ; Run the installer and check “Add Python to PATH”. 0), which was the first text-to-image model based on diffusion models. It can create images in variety of aspect ratios without any problems. Click the Download button or link. 1. This week Stability AI announced Stable Diffusion 3 (SD3), the next evolution of the most famous open-source model for image generation. With a range of models from 800M to 8B parameters, it will offer unparalleled flexibility and power to cater to your creative demands. Generating Realistic People in Stable Diffusion. 0, on a less restrictive NSFW filtering of the LAION-5B dataset. like 10. Download the weights sd-v1-4. By addressing previous limitations and introducing new features like legible text generation and improved human anatomy, SDXL opens up new possibilities for creators across various fields. Assurez-vous que « Add Python to path » est Free and Easy to Use: Stable Diffusion Online is completely free to use, creating images from text is easy. a CompVis. By your definition every single software I can download for free is Stable Diffusion 3 is the most advanced text-to-image model yet, designed to transform the way you create. Understands complex prompts, supports multiple languages, and has improved spelling over SDXL to generate high-quality images. Simple instructions for getting the CompVis repo of Oct 2, 2022 · For those of you with custom built PCs, here's how to install Stable Diffusion in less than 5 minutes - Github Website Link:https://github. Stable Diffusion v1. ComfyUI LCM-LoRA SDXL text-to-image workflow. 1:7860" or "localhost:7860" into the address bar, and hit Enter. ckpt; sd-v1-4-full-ema. Find the download section on the website. Embark on a comprehensive walkthrough detailing the significant enhancements and innovative elements distinguishing this state-of-the-art text-to-image model from its predecessors. This guide exists because I refuse to install conda on my computer, but I can accept installing it in WSL. Visit the official website of Stable Diffusion. ai/news/stable-diffusion-3Sign up for SD3 here https://stability. 0. zip file, extract it using a utility such as 7-Zip or WinRAR. Make sure you put your Stable Diffusion checkpoints/models (the huge ckpt/safetensors files) in: ComfyUI\models\checkpoints. Stable Diffusion 3 outperforms state-of-the-art text-to-image generation systems such as DALL·E 3, Midjourney v6, and Ideogram v1 in typography and prompt adherence, based on human preference evaluations. More importantly, it finally solves Stable Video Diffusion is released in the form of two image-to-video models, capable of generating 14 and 25 frames at customizable frame rates between 3 and 30 frames per second. 5; Time: 4 x 4 seconds (16 seconds) Conclusion: More efficient workflow at 2X upscale. If you have trouble extracting it, right click the file -> properties -> unblock stable-diffusion. User can input text prompts, and the AI will then generate images based on those prompts. Running on CPU Upgrade. 5. Face rendering is about the same. 5). What makes Stable Diffusion unique ? It is completely open source. The model generates an orbital video of an object based on the input image. Model Architecture /Research paper. 4 ( sd-v1-4. Adding the LCM sampler with AnimateDiff extension. 5 with the same prompt just to show the NMKD Stable Diffusion GUI v1. 225,000 steps at resolution 512x512 on "laion-aesthetics v2 5+" and 10 % dropping of the text-conditioning to improve classifier-free guidance sampling. 6 installed on your device. Today, we are excited to release optimizations to Core ML for Stable Diffusion in macOS 13. 1-base, HuggingFace) at 512x512 resolution, both based on the same number of parameters and architecture as 2. Apr 17, 2024 · We are pleased to announce the availability of Stable Diffusion 3 and Stable Diffusion 3 Turbo on the Stability AI Developer Platform API. Step 3: Download a checkpoint model. Stable Diffusion XL (SDXL) is an open-source diffusion model, the long waited upgrade to Stable Diffusion v2. Stable Diffusion XL and 2. (If you use this option, make sure to select “ Add Python to 3. Feb 24, 2024 · Stable Diffusion 3 announced by Stability AI. VB Event. You signed out in another tab or window. Simply download, extract, add models, and launch! Step 1. It has a base resolution of 1024x1024 pixels. 6 ou ultérieure) pour exécuter Stable Diffusion : Sélectionnez l'installeur pour votre Windows depuis la page ‘Downloads’ ou utilisez ce lien de téléchargement direct. You signed in with another tab or window. This will allow Python from the command prompt. It displays amazing results in fidelity and resolution, making it, both visually and quantitatively speaking, the best text-to-image (T2I) model in the industry today. 0 beta Generation GUI is a user-friendly graphical interface designed to simplify the process of generating images using the Stable Diffusion 3. Easy Stable Diffusion UI - Easy to set up Stable Diffusion UI for Windows and Linux. 1 day ago · Using LCM-LoRA in AUTOMATIC1111. Important: An Nvidia GPU with at least 10 GB is recommended. Learn about its features, safeguards, and how to join the waitlist for early preview. 1-v, HuggingFace) at 768x768 resolution and (Stable Diffusion 2. Whenever I start the bat file it gives me this code instead of a local url. 2 Option 2: Use a Package Manager like Chocolatey. App Files Files Community 19938 Refreshing. 1kHz music, leveraging latent diffusion technology. Go through the setup 4 Step 1: Installing Python. 2: Once you've downloaded the most recent comfyui-windows. Pony-anon, the one who made the best non-realistic model from sdxl, which curated a huge dataset and has 3x a100 80gb already said he WILL finetune sd3 and release a pony diffusion v7 with a cleaned dataset that uses sd3. The Stable-Diffusion-v-1-4 checkpoint was initialized with the weights of the Stable-Diffusion-v-1-2 checkpoint and subsequently fine-tuned on 225k steps at resolution 512x512 on "laion-aesthetics v2 5+" and 10% dropping of the text-conditioning to improve classifier-free guidance sampling. You'll see this on the txt2img tab: Stable Diffusion 3 Medium is Stability AI’s most advanced text-to-image open model yet, comprising two billion parameters. Also, I liked the better result, using a 1. SD3 is a bit better in controlling human poses. Stable Diffusion XL. With this intuitive GUI, users can easily create captivating visuals by providing prompts and customizing various aspects of the generation process. Run installer and follow instructions. 6 here or on the Microsoft Store. 1-v, Hugging Face) at 768x768 resolution and ( Stable Diffusion 2. 5 - Nearly 40% faster than Easy Diffusion v2. Stable Diffusion. DALL·E 3. It might have some flaws here and there from watching the whole video, but its definitely a massive upgrade, which can be fine-tuned. Reload to refresh your session. Apr 18, 2024 · The SV3D model is based on the Stable Video Diffusion model, which generates video with multi-view consistency. The model and the code that uses the model to generate the image (also known as inference code). Textual Inversion Embeddings : For guiding the AI strongly towards a particular concept. 0 and 2. Download: https://nmkd. 2, along with code to get started with deploying to Apple Silicon devices. SV3D takes advantage of the capability of the model to generate novel views, such as the back view of the input image. This step is important but can easily get tricky; all we want to do is download the basics of the stable diffusion installation on our local PC. Step 3: Clone Stable Diffusion Web-UI to your PC. It is created by Stability AI. Feb 22, 2024 · Stable Diffusion 3 is a text-to-image model with improved performance and quality. prompt: a realistic anthropomorphic hedgehog in a painted gold robe, standing over a bubbling cauldron, an alchemical circle, steam and haze flowing from the cauldron to the floor, glow from the cauldron, electrical discharges on the floor, Gothic. Step 1: Download the latest version of Python from the official website. 0 builds upon Stable Audio 1. Stable Diffusion 3. Quality, sampling speed and diversity are best controlled via the scale, ddim_steps and ddim_eta arguments. Model Access Each checkpoint can be used both with Hugging Face's 🧨 Diffusers library or the original Stable Diffusion GitHub repository. 1 require both a model and a configuration file, and the image width & height will need to be set to 768 or higher when generating May 28, 2024 · Stable Diffusion is a text-to-image generative AI model, similar to DALL·E, Midjourney and NovelAI. 5 ( v1-5-pruned-emaonly. Apr 19, 2024 · Generating Consistent Face using Stable Diffusion- 3 Efficient Methods. /r/StableDiffusion is back open after the protest of Reddit killing open API access, which will bankrupt app developers, hamper moderation, and exclude blind users from the site. . 5 model). 5 model (Photon and ControlNet Tile 1. With Git on your computer, use it copy across the setup files for Stable Diffusion webUI. SD3 controls object compositions a lot better. It’s significantly better than previous Stable Diffusion models at realism. Oct 18, 2022 · Stable Diffusion v1 refers to a specific configuration of the model architecture that uses a downsampling-factor 8 autoencoder with an 860M UNet and CLIP ViT-L/14 text encoder for the diffusion model. ckpt May 30, 2024 · To launch the Stable Diffusion Web UI: Navigate to the stable-diffusion-webui folder: Double Click on web-user. 1: Generate higher-quality images using the latest Stable Diffusion XL models. 10 to PATH “) I recommend installing it from the Microsoft store. C Stable Diffusion is a Latent Diffusion model developed by researchers from the Machine Vision and Learning group at LMU Munich, a. Stable Diffusion Web UI is a browser interface based on the Gradio library for Stable Diffusion. It is suitably sized to become the next standard in text-to-image models. co, and install them. Model checkpoints were publicly released at the end of August 2022 by a collaboration of Stability AI, CompVis, and Runway with support from EleutherAI and LAION. Feb 23, 2024 · StabilityAI has opened the waiting list for Stable Diffusion 3. 0, which debuted in September 2023 as the first commercially viable AI music generation tool capable of producing high-quality 44. Create a folder in the root of any drive (e. andw1235. Can generate large images with SDXL. 1 Option 1: Using the Official Python Website. 5 models. Guns are fine guys, but boobs are super dangerous! More of the announcement was about "safety" and restrictions than about the actual model or tech Yeah fuck this stupid "Safety" bullshit. Stable Diffusion is a latent diffusion model, a kind of deep generative artificial neural network. 0 model. SD3's hands rendering is still problematic. Download the LoRA model that you want by simply clicking the download button on the page. Look at the file links at Jan 6, 2023 · Étape 1 : Installer python. Has anyone who followed this tutorial run into this problem and solved it? If so, I'd like to hear from you) D:\stable-diffusion\stable-diffusion-webui>git pull Already up to date. Use it with the stablediffusion repository: download the 768-v-ema. Note: Stable Diffusion v1 is a general text-to-image diffusion Aug 3, 2023 · This version of Stable Diffusion creates a server on your local PC that is accessible via its own IP address, but only if you connect through the correct port: 7860. Mar 17, 2024 · It’s not just another AI-image model. 5k. Unleashing the Power. Stable Diffusion Installation Guide - Guide that goes into depth on how to install and use the Basujindal repo of Stable Diffusion on Windows. Welcome to Stable Diffusion; the home of Stable Models and the Official Stability. PromptHero - Search prompts for Stable Diffusion, ChatGPT & Midjourney Mar 10, 2024 · Stable Diffusion 3. OP • 8 days ago. Its code and model weights have been released publicly, [8] and it can run on most consumer hardware equipped with a modest GPU with at least 4 GB VRAM. A public demonstration space can be found here. The Web UI offers various features, including generating images from text prompts (txt2img), image-to-image processing (img2img There are three options for resizing input images in img2img mode: Just resize - simply resizes source image to target resolution, resulting in incorrect aspect ratio. Stable Diffusion 3 — Stability AI. Learned from Midjourney, the manual tweaking is not needed, and users only need to focus on the prompts and images. 0 and fine-tuned on 2. 2. This can take a while. Personally i'm super excited to get access to it and try out all of the new improvements such as multi subject rendering and bett Stable Diffusion XL represents a major leap forward in text-to-image AI models, offering unprecedented realism, flexibility, and ease of use. https://stability. This notebook aims to be an alternative to WebUIs while offering a simple and lightweight GUI for anyone to get started Jan 30, 2024 · The first step in installing Stable Diffusion is to get Python up and running on your computer. A widgets-based interactive notebook for Google Colab that lets users generate AI images from prompts (Text2Image) using Stable Diffusion (by Stability AI, Runway & CompVis). Installing ComfyUI on Windows. 👉 START FREE TRIAL 👈. 4. 0 isn’t just a new version of a model that Stability AI has already released, it’s actually based on a new architecture. The Stable-Diffusion-v1-5 checkpoint was initialized with the weights of the Stable-Diffusion-v1-2 checkpoint and subsequently fine-tuned on 595k steps at resolution 512x512 on "laion-aesthetics v2 5+" and 10% dropping of the text-conditioning to improve classifier-free guidance sampling. , stable-diffusion-demo-project) to download the repository into, but it’s not a necessary requirement. For more information, you can check out Simply download, extract with 7-Zip and run. Option 2: Use the 64-bit Windows installer provided by the Python website. Click Queue Prompt to run the workflow. The optimized Unet model will be stored under \models\optimized\[model_id]\unet (for example \models\optimized\runwayml\stable-diffusion-v1-5\unet). This week Stability AIannounced Stable Diffusion 3 (SD3), the next evolution of the most famous open-source model for image generation. Explore the ambitious frontier of AI-led creativity with 'Stable Diffusion 3', the latest advancement heralded by Stability AI. Monetization efforts like the Memberships program rely on the open release, and other efforts like Stability API are only valuable because community December 7, 2022. Step 1: Install 7-Zip. Wait for the download to complete. Fooocus is a rethinking of Stable Diffusion and Midjourney’s designs: Learned from Stable Diffusion, the software is offline, open source, and free. Highly accessible: It runs on a consumer grade Stable Diffusion 3, our most advanced image model yet, features the latest in text-to-image technology with greatly improved performance in multi-subject prompts, image quality, and spelling abilities. video_frame: Number of frames. After completing the installation and updates, a local link will be displayed in the command prompt: Make sure you place the downloaded stable diffusion model/checkpoint in the following folder "stable-diffusion-webui\models\Stable-diffusion" : Stable Diffusion in the Cloud⚡️ Run Automatic1111 in your browser in under 90 seconds. Note: Stable Diffusion v1 is a general text-to-image diffusion Stable Diffusion 3 will have an open release. Aug 22, 2022 · You can join our dedicated community for Stable Diffusion here, where we have areas for developers, creatives, and just anyone inspired by this. sj bj pg wq zc gv vb mt rr az