Huggingface upscaler. This file is stored with .

Huggingface upscaler like 77. 1-dev: Upscaler ControlNet ⚡ This is Flux. In addition to the textual input, it receives Latent upscaler. like 617. cddfe4f over 1 year ago. FloatTensor) — Image, or tensor representing an image batch which will be upscaled. jbilcke-hf HF staff Upload folder using huggingface_hub. 60df459 about 1 year ago. like 545. b8ed1be almost 2 upscaler. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 4x-UltraSharp. Discover amazing ML apps made by the community Super-Resolution StableDiffusionUpscalePipeline The upscaler diffusion model was created by the researchers and engineers from CompVis, Stability AI, and LAION, as part of Stable Diffusion 2. pth' file linked in this post. 1-dev-Controlnet-Upscaler does not appear to have a file named model_index. 6fe94d5 over 1 year ago. 💖 ## 📦 Installation 📦 To use this project, clone the original Space on Hugging Face. Discover amazing ML apps made by the community. Model card Files Files and versions Community Edit model card Mostly handpicked from OpenModelDB. Description: 4x photo upscaler for faces, trained on the FaceUp dataset. Updated Aug 31, 2023 • 28 AVIIAX/upscale. Copied. Runtime error We’re on a journey to advance and democratize artificial intelligence through open source and open science. 7. com. 2-0. Spaces. workers. Inference API Image-to-Image. Detected Pickle imports (3) Super-resolution. like 2. Here is the backup. com) image 1872×932 99. 2. New: Create and edit this model card directly on the website! Contribute a Model Card Downloads last month-Downloads are not tracked for this model. ⚡ Flux. Model card Files Files and versions Community No model card. Usage $ pip install aura-sr ⚡ Flux. License: openrail++. like 601. 73 MB LFS Upload Discover amazing ML apps made by the community Once you’ve added the file to the appropriate directory, reload your Stable Diffusion UI in your browser. like 1. pth with huggingface_hub Using the Remacri upscaler in Automatic1111: Get the '4x_foolhardy_Remacri. Runtime error Super-Resolution StableDiffusionUpscalePipeline The upscaler diffusion model was created by the researchers and engineers from CompVis, Stability AI, and LAION, as part of Stable Diffusion 2. App Files Files Community 8 Refreshing. Refreshing clarity-upscaler. Duplicated from gokaygokay/Tile-Upscaler Duplicated from OzzyGT/basic_upscaler. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 4x_NMKD-Superscale-SP_178000_G. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 4x_NickelbackFS_72000_G. How to use This model can be used directly with the diffusers library. Generation of artworks and use in design and other artisti clarity-upscaler. uwg Upload 10 files. utils import load_image from diffusers import FluxControlNetModel from diffusers. 4a00b98 over 1 year ago. Text-to-Image • Updated Jan 31, 2023 • 11 faisalhr1997/upscalers upscaler. json. 4 contributors; History: 28 commits. The Stable Diffusion latent upscaler model was created by Katherine Crowson in collaboration with Stability AI. pipelines import FluxControlNetPipeline: from gradio_imageslider import ImageSlider: from PIL import Image: from huggingface_hub import snapshot_download: css = """ #col image_upscaler. like 177. 8018fe4 about 1 year ago. Trained on the very recently released (~2 weeks ago Stable Diffusion x4 ONNX This model card focuses on the model associated with the Stable Diffusion Upscaler, available here. 001_classicalSR_DF2K_s64w8_SwinIR-M_x2. history blame contribute delete No virus 3. like 489. App Files Files Community 6 main clarity-upscaler. add diffusers model about 2 years ago; Real-ESRGAN PyTorch implementation of a Real-ESRGAN model trained on custom dataset. 1 contributor; History: 8 commits. main sd-x2-latent-upscaler / README. Model card Files Files and versions Community 4 main upscaler / Face_Restore / FaceFusion. Inference API Unable to determine this model's library. In addition to the textual input, it receives image-upscaler. like 514. Upload folder using huggingface_hub. Use this model main Flux. Upload 10 files over 1 year ago; upscaler. examples. 1-dev-Controlnet-Upscaler. I just copied the weights and configuration from this base URL: https://models. These models are an improvement over the previously released 4xFFHQDAT and are its successors. Updated Aug 14. uwg Upload 3 files. 1 contributor; History: 20 commits. like 522. Implementing Diffusion-Based Upscaler Using Hugging Face 🤗 Diffusers. 8. Avenuenw/upscaler. Running App Files Files Community Refreshing AuraSR GAN-based Super-Resolution for upscaling generated images, a variation of the GigaGAN paper for image-conditioned upscaling. These models are released together with the FaceUp dataset, plus the accompanying youtube video. md. App Files Files Community 7 main stable-diffusion-latent-upscaler. It's primarily designed for use with HuggingFace Spaces. This model comes in 4 different versions: 4xFaceUpDAT (for good quality input) We need the huggingface datasets library to download the data: pip install datasets The following code gets the data and preprocesses/augments the data. data import EvalDataset, TrainDataset, augment_five_crop augmented_dataset = load_dataset Parameters . like 503. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 1x-ITF-SkinDiffDetail-Lite-v1. Number of rows (First 5GB): 300. jbilcke-hf / clarity-upscaler. Running on A10G. 🍰 Tiny AutoEncoder for Stable Diffusion X4 Upscaler taesd-x4-upscaler is very tiny autoencoder which uses the same "latent API" as stable-diffusion-x4-upscaler's VAE. GFPGANv1. upscaler. from datasets import load_dataset from super_image. This model shows better results on faces compared to the original version. Highlights: The Clarity AI Upscaler serves as both an upscaler and an enhancer, AI_Resolution_Upscaler_And_Resizer. Restart WebUI. Running . d7bb5bc verified about 2 months ago. pipelines import FluxControlNetPipeline # Load pipeline $ pip install roboflow diffusers accelerate huggingface_hub peft transformers datasets safetensors scipy bitsandbytes xformers -qqq. Model card Files Files and versions Community 4 main upscaler. like 98. arcface_simswap. Upscaler / SUPIR. English. Model card Files Files and versions Community 3 main upscaler / ESRGAN / UniversalUpscaler / Legacy. onnx. Running on Zero. Ilaria Upscaler is part of the Ilaria AI Discover amazing ML apps made by the community k-diffusion latent upscaler By Katherine Crowson. Model card Files Files and versions. uwg A1111 <> Diffusers Scheduler mapping · Issue #4167 · huggingface/diffusers (github. Updated Aug 15. Mantiene las proporciones correctas, a diferencia de Tile Upscaler upscaler. 1 contributor; History: 1 commit. uwg Upload 14 files. . Reimagina pequeños detalles. like 156. Model card Files Files and versions Community 3 main upscaler / ESRGAN / lollypop. 23 GB. Phips / Upscaler. Related topics ⚡ Flux. 53 GB. Company Hey guys, I am looking for a method to up-scale an image and have implemented some codes. Downloads last month- Stable Diffusion x4 upscaler model card This model card focuses on the model associated with the Stable Diffusion Upscaler, available here. Stable Diffusion x2 latent upscaler model card This model card focuses on the latent diffusion-based upscaler developed by Katherine Crowson in collaboration with Stability AI. Note Excelente para imágenes de tipo cartoon. pth with huggingface_hub. Image-to-Image • Updated Oct 31, 2023 • 21 g8nz/stable-diffusion-x4-upscaler. Unable to determine this model's library. 572c992 over 1 year ago. We introduce LDM3D-VR, a suite of diffusion models Ilaria_Upscaler. Copy it to: \stable-diffusion-webui\models\ESRGAN. f2827b6 verified 3 months ago. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 4x_Valar_v1. like 930. In addition to the textual input, it receives Use it with 🧨 diffusers; Model Details Developed by: Katherine Crowson Model type: Diffusion-based latent upscaler Language(s): English License: CreativeML Open RAIL++-M License Examples Using the 🤗's Diffusers library to run latent upscaler on top of any StableDiffusionUpscalePipeline checkpoint to enhance its output image resolution by a factor Latent upscaler. Detected Pickle imports (3) image-upscaler. It is a diffusion model that operates in the same latent space as the Stable Diffusion model clarity-upscaler. Dataset card Files Files and versions Community main Upscaler. huggingface-projects / stable-diffusion-latent-upscaler. App Files Files Community 7 Refreshing. LFS Upload 22 files about 1 year ago; arcface_w600k_r50. Just uploaded image here to test and got: jasperai/Flux. Model card Files Files and versions Community 3 main upscaler / SwinIR. like 97. StableDiffusionUpscalePipeline can be used to enhance the resolution of input images by a factor of 4. Model card Files Files and versions Community 3 main upscaler / ESRGAN / 8x_NMKD-Superscale_150000_G. uwg Upload 4x-UltraSharp. With V8, NOW WORKS on 12 GB GPUs as well with Juggernaut-XL-v9 base model. I want to share about the results and findings Hopefully we can improve the design a little bit and come up some new ideas. Trained on my v3 of my 4xRealWebPhoto dataset, it should be able to handle noise, jpg and webp (re)compression, (re)scaling, and just a little bit of lens blur, while also be able to handle good quality input. Refreshing Parameters . like 8. Safe deployment of models which have the potential to generate harmful content. Updated Sep 3. Upscalers. Image Upscaler with Tile Controlnet Fully Integrated in Huggingface Diffusers Topics super-resolution upscaling high-definition upscaler diffusion-models diffusers It uses the Hugging Face transformer models to upscale the given images. Safe. This model is particularly suited for scenarios requiring lossless upscaling of images, such as image editing, game development, and virtual reality. To train the upscaler, the ImageNet dataset is downsampled to 4 times smaller. The Stable Diffusion upscaler diffusion model was created by the researchers and engineers from CompVis, Stability AI, and LAION. I would try to upscale using im2img with a higher resolution. dev/ Tile-Upscaler. download Copy download link. vadim71/upscalers. like 113. Model card Files Files and versions Community 4 main upscaler / GFPGAN. This model was trained on a high-resolution subset of the LAION-2B dataset. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 4x_Nickelback_70000G. initial commit. clementchadebec Update README. In addition to the textual input, it receives upscaler. 1-dev ControlNet for low resolution images developed by Jasper research team. Upload 3 files about 2 months ago; Face_Restore. Start by launching the ComfyUI application on MimicPC. like 99. Running 2x esrgan universal upscaler, pair trained with jpg degradation (down to 40) and multiscale (down_up, bicubic, bilinear, box, nearest, lanczos). Use this dataset Edit dataset card Size of the auto-converted Parquet files (First 5GB): 5. onnx with huggingface_hub. 1. The original codebase can be found here: Pre-trained models are available at various scales and hosted at the awesome huggingface_hub. gitattributes. Scratched_Photo_Fixer_upscaler_AI_Restoration. a44206c almost 2 years ago. cddfe4f about 1 year ago. radames Update README. 🤗. like 546. Model card Files Files and versions Community main upscaler. Detected Pickle imports (3) upscaler. Flux. util import HWC3, upscale_image, fix_resize, convert_dtype, create_SUPIR_model, load_QF_ckpt: from Thank you for trying out my workflows! Yes, Flux smooths things out too much - I think a lora needs to used to add skin texture back in. Legacy. 3) and the images do not come noisy or badly rendered, but in diffusers, when i do TXT2IMG + UPSCALE + IMG2IMG (hi-res), no matter what upscaler I use, and i’m using the same as automatic, if i pass a value lower than 0. 0. 6 contributors; History: 20 commits. zip. The original codebase can be found here: :boom: Updated online demo: . history blame contribute delete Safe. Learn how to use stable diffusion 4x upscaler to upscale your low-resolution images into high quality images with Huggingface transformers and diffusers libraries in Python. safetensors. License: flux-1-dev-non-commercial-license. b8ed1be. 1 contributor; History: 13 commits. gokaygokay / Tile-Upscaler. Stable Diffusion x4 upscaler model card This model card focuses on the model associated with the Stable Diffusion Upscaler, available here. Updated Aug 25. stable-diffusion-x4-upscaler. io, you can also do this by going to the Settings tab and hitting the I’m trying to understand why in Automatic1111, i can use a very low denoise factor (0. ffxvs Upload Nomos8kSC_4x. like 459. Updated Jan 12 • 3 upscaler. Running on Zero To use it with Stable Diffusion, You can take the generated latent from Stable Diffusion and pass it into the upscaler before decoding with your standard VAE. If you use the neutral upscaler it adds nothing to your The right upscaler will always depend on the model and style of image you are generating; Ultrasharp works well for a lot of things, but sometimes has artifacts for me with very upscaler. raw sd-x2-latent-upscaler. 3. App Files Files Community . It is used to enhance the output image resolution by a factor of 2 (see this demo notebook for a demonstration of the original implementation). like 110. Contributions and PRs are always welcome! Downloads last month. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 4x_RealisticRescaler_100000_G. Commit History Upload 33 files. a9571a7 over 1 year ago. These downsampled images are then given as input and the upscaler is forced to construct the original bigger images. gokaygokay Update README. 1 contributor; History: 2 commits. utils Upload folder using huggingface_hub stable-diffusion-latent-upscaler. However, as far as we know, the generation of depth maps jointly with RGB is still limited. It is used to enhance the resolution of input images by a factor of 4. Image or torch. 914. Use it with 🧨 diffusers; Model Details Developed by: Katherine Crowson Model type: Diffusion-based latent upscaler Language(s): English License: CreativeML Open RAIL++-M License Examples Using the 🤗's Diffusers library to run latent upscaler on top of any StableDiffusionUpscalePipeline checkpoint to enhance its output image resolution by a factor SUPIR: New SOTA Open Source Image Upscaler & Enhancer Model Better Than Magnific & Topaz AI Tutorial. like 539. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 8x_NMKD-Superscale_150000_G. GFPGAN aims at developing a Practical Algorithm for Real upscaler. 27 kB initial commit about 1 year ago; 4x-UltraMix_Balanced. Image-to-Image. pth. Detected Pickle imports (4) Duplicated from Fabrice-TIERCELIN/Image-to-Image Fabrice-TIERCELIN / SUPIR huggingface 中文文档 peft peft Get started Get started 🤗 PEFT Quicktour Installation Tutorial Tutorial Configurations and models Integrations PEFT method guides PEFT method guides Prompt-based methods LoRA methods Latent upscaler. like 146. This is a temporary model repository that I created for convenience. Duplicated from groqcin/Qoc-Photo-Upscaler-Restoration-Enhancer-Ai. uwg Upload 1x-ITF-SkinDiffDetail-Lite-v1. Refreshing stable-diffusion-latent-upscaler. We’re on a journey to advance and democratize artificial intelligence through open source and open science. Text-to-Image Diffusers stable-diffusion. 5bf7230 verified 3 months ago. Which upscalers do you guys recommend for photo realistic images? Here are some universal upscalers (neutral, sharp and sharper). 010b889 verified 4 Check out the configuration reference at Tile Upscaler V2. My 4K advanced and 8k advanced versions (which uses SDXL) is more mature and retains skin texture much better. How to test demo here? The Clarity AI Upscaler on Hugging Face is a trending image enhancement tool focused on fine-grain detail. Image_Face_Upscale_Restoration-GFPGAN Latent upscaler. Test base image (512x512): Test steps: Upscale image to (2048x2048) using R-ESRGANx4 Split image into tiles with size of 512x512, each tile overlaps Upscaler_for_ComfyUI. b8ed1be over 1 year ago. 3. 4x_foolhardy_Remacri is now available in the Extras tab and for the SD Upscale script. uwg Upload 22 files. LDM3D-VR is an extended version of LDM3D. like 452 The model is intended for research purposes only. 1_SDxl-x2. history blame Flux. Image-to-Image • Updated May 16, 2023 • 84 • 18 asoderznik/sdx4-upscaler. stable-diffusion-x4-upscaler / x4-upscaler-ema. pipelines import FluxControlNetPipeline # Load pipeline Duplicated from SjoerdTeunisse/upscaler hesha / upscaler Explore the Kernel/sd-nsfw project on Hugging Face, advancing AI through open source and open science. Model card Files Files and versions Community 8 Use in Diffusers. 48 kB Upscaler. Step 1: Open ComfyUI on MimicPC. 1-dev-Controlnet-Upscaler File size: 450 Bytes e0895cb 1abaadd e0895cb da042e9 e0895cb b6d5e1a aa6d53b 9c9e298 b6d5e1a e0895cb 9c9e298 FLUX. 77eee0f 4 months ago. ; image (PIL. To conserve costs, select the Mini configuration with a 4-core CPU clarity-upscaler. Detected Pickle imports (3) 4x real web photo upscaler, meant for upscaling photos downloaded from the web. In this tutorial video, I introduce SUPIR (Scaling-UP Image Restoration), a state-of-the-art image enhancing and upscaling model presented in the paper "Scaling Up to upscaler. like 552. Or you can take any image, encode it into the latent space, use the upscaler, and decode it. Parameters . Model card Files Files and versions Community 4 main upscaler / ESRGAN / UniversalUpscaler. Could you please share the information about how to use this mode in comfyui. import torch from diffusers. Torch implementation is based on the unofficial lucidrains/gigagan-pytorch repository. pipelines import FluxControlNetPipeline # Load pipeline Stable Diffusion x4 upscaler model card This model card focuses on the model associated with the Stable Diffusion Upscaler, available here. Running on t4 radames/stable-diffusion-x4-upscaler-img2img • Updated 18 days ago • 689 • 4 Updated 18 days ago • 689 • 4 radames/sd-x2-latent-upscaler-img2img • Updated 18 days ago • 249 • 1 Use it with 🧨 diffusers; Model Details Developed by: Katherine Crowson Model type: Diffusion-based latent upscaler Language(s): English License: CreativeML Open RAIL++-M License Examples Using the 🤗's Diffusers library to run latent upscaler on top of any StableDiffusionUpscalePipeline checkpoint to enhance its output image resolution by a factor If you would like to see your most beloved upscaler here, contact me. patrickvonplaten Fix deprecated float16/fp16 variant loading through new `version` API. Image. The model was Super-resolution. 210 MB. yuvraj108c Upload 4x-WTP-UDS-Esrgan. low_res_scheduler. like 108. taesd-x4-upscaler is useful for real-time previewing of the upsampling We’re on a journey to advance and democratize artificial intelligence through open source and open science. import logging: import random: import warnings: import os: import gradio as gr: import numpy as np: import spaces: import torch: from diffusers import FluxControlNetModel: from diffusers. Detected Pickle imports (3) Discover amazing ML apps made by the community We’re on a journey to advance and democratize artificial intelligence through open source and open science. patrickvonplaten HF staff Update README. The model was trained on crops of size 512x512 and is a text-guided latent upscaling diffusion model. history blame contribute delete No virus pickle. Try it out in this huggingface space I made (since the spaces uses cpu, testing locally on your gpu would be faster) Slow Pics crops examples: ani face dof_wheat. If you’re using a template in a web service like Runpod. License: mit. To verify that the models and packages are successfully installed, run the imports. App Files Files Community main clarity-upscaler / README. 25M steps on a 10M subset of LAION containing images >2048x2048. Show files. You may also want to check our new updates on the tiny models for anime images and videos in Real-ESRGAN:blush:. Detected Pickle imports (3) 🎉 Welcome to Ilaria Upscaler! 🎉. Updated Aug 19 • 1 dinhvanvu94/upscaler. How to track . ONNX. 1-dev Controlnet Upscaler is an image upscaling model hosted on the Hugging Face platform, utilizing advanced deep learning techniques to enhance image resolution while maintaining quality. ESRGAN. Upload 4x_NMKD-Siax_200k. Running on Zero licyk/sd-upscaler-models. 🤗 Ilaria Upscaler is part of the Ilaria AI Suite wich includes various easy and powerful tools. 328b796 about 1 year ago. Key Features Cutting-edge output quality, second only to our state Stable Diffusion x4 upscaler model card This model card focuses on the model associated with the Stable Diffusion Upscaler, available here. By default the models were pretrained on DIV2K, a dataset of 800 high-quality (2K resolution) images for training, augmented to 4000 images and uses a dev set of 100 validation images (images numbered 801 to 900). like 0. This project leverages various libraries and modules to create a Graphical User Interface (GUI) for upscaling images. patrickvonplaten Adding `safetensors` variant of this model . radames/stable-diffusion-x4-upscaler-img2img. Make sure you restart it import os: import gradio as gr: import argparse: import numpy as np: import torch: import einops: import copy: import math: import time: import random: import spaces: import re: import uuid: from gradio_imageslider import ImageSlider: from PIL import Image: from SUPIR. 4 to the strength attribute of the latent-upscaler-v2. Running upscaler. Image or ListPIL. jbilcke-hf HF staff. The abstract from the paper is: Latent diffusion models have proven to be state-of-the-art in the creation and manipulation of visual outputs. After that, to run the 🎉 Welcome to Ilaria Upscaler! 🎉 This project leverages various libraries and modules to create a Graphical User Interface (GUI) for upscaling images. uwg Upload 2 files. kbekkevnsi Upload 3 files. danidarko/upscalers. For more information, please read our blog post. pipelines import FluxControlNetPipeline # Load pipeline We’re on a journey to advance and democratize artificial intelligence through open source and open science. Unstoppable0/upscaler. 1 [dev] is a 12 billion parameter rectified flow transformer capable of generating images from text descriptions. This model has 1 file scanned as suspicious. Possible research areas and tasks include 1. 4x_UniversalUpscaler-Detailed_155000_G. It's primarily designed for use with Through careful reproduction, we've created a standalone Python version of the Clarity AI Upscaler using the Refiners library that offers high-quality results and greater flexibility for integration in various projects. onnx with huggingface_hub 3 months ago; 4x_RealisticRescaler_100000_G. like 475. preview code | Check out the configuration reference at Flux. Currently, we will utilize real-world data Discover amazing ML apps made by the community Upscaler. history We’re on a journey to advance and democratize artificial intelligence through open source and open science. Probing and understanding the limitations and biases of generative models. 25M steps on a 10M subset of LAION containing images Stable Diffusion x4 ONNX This model card focuses on the model associated with the Stable Diffusion Upscaler, available here. Updated Aug 27. b8ed1be almost 2 years ago. Tile-Upscaler. App Files Files Community 7 main Tile-Upscaler / README. like 626. city96/SD-Latent-Upscaler. Image-Upscaling-Playground. :boom: Updated online demo: Colab Demo for GFPGAN ; (Another Colab Demo for the original paper model):rocket: Thanks for your interest in our work. Model card Files Files and versions Community main Upscaler_for_ComfyUI / 4x-UltraSharp. Why Does this Upscaler Outperform A website (built with Flask) that upscales given images using Hugging Face transformer models - EgeEken/Image-Upscaler Image Upscaler with Tile Controlnet Fully Integrated in Huggingface Diffusers Topics super-resolution upscaling high-definition upscaler diffusion-models diffusers We’re on a journey to advance and democratize artificial intelligence through open source and open science. Model card Files Files and versions Community 4 main upscaler / ESRGAN / 4x_NMKD-Siax_200k. a6ad053 verified about 2 months ago. This file is stored with Explore Tile Upscaler V2, a Hugging Face Space by gokaygokay, showcasing amazing ML apps created by the community. 0a4b1cc verified 6 months ago. 1 contributor; History: 21 commits. abhi67 / ai-upscaler. 7d95c83 verified 3 months ago. rivershavewings. py script. 1 Upload images, audio, and videos by dragging in the text input, pasting, or clicking here. 7 9:57am 8. Runtime error Qoc-Photo-Upscaler-Restoration-Enhancer-Ai. uwg Upload 33 files. ComfyUI-Upscaler-Onnx. Discover amazing ML apps made by the community. 39 MB LFS Upload v2. Downloads last month-Downloads are not tracked for this model. Refreshing ssube/stable-diffusion-x4-upscaler-onnx. 8a94dbf verified 11 months ago Upload Valar_4x. Build error How to Use Flux-dev-Upscaler on MimicPC. If it’s a tensor, it can be either a latent output from a stable diffusion model, or an image tensor in the range [-1, 1]. prompt (str or List[str]) — The prompt or prompts to guide the image upscaling. This model is trained for 1. pickle. 1 contributor; History: 3 commits. This section discusses how to use the Diffusers library to achieve image super-resolution. like 4. Eata Upload 4x-UltraSharp. also you can use Clarity upscaler (Clarity AI | #1 AI Image Upscaler & Enhancer) for free in automatic 1111 (sorry not diffusers) : x.