Gfpgan codeformer. " GitHub is where people build software.

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Gfpgan codeformer. 2, CodeFormer*0. 0-RC build when IPEX support is active and Intel Arc GPU is in use And ReActor has nothing to do with this. resize down to what you want. Diffusion Stash by PromptHero is a curated directory of handpicked resources and tools to help you create AI generated images with diffusion models like Stable Diffusion. 🤗 Try CodeFormer for improved stable-diffusion generation! Input. Batch processing of images/videos. 1. Nov 27, 2023 · GFPGANでは、RetinaFaceで顔を検出した後、顔の領域を補正する処理を行います。具体的に、RetinaFaceの5点のランドマークを使用し、cv2 We’re on a journey to advance and democratize artificial intelligence through open source and open science. To associate your repository with the gfpgan topic, visit your repo's landing page and select "manage topics. Two options are available: (1) GFPGAN, and (2) CodeFormer. Hi, this is the author of Codeformer. It proposes to restore a degraded face image with both fidelity and realness by using the powerful fully-spacial attention mechanisms to model the abundant Oct 7, 2023 · 草凡博客：https://caovan. , StyleGAN2) to restore realistic faces while precerving fidelity. Mar 3, 2024 · Another, less drastic, option is to use the CPU for functions that use CodeFormer and GFPGAN, by adding the command '--use-cpu gfpgan codeformer' to your 'webui-user. by mikelabs 11 months ago. Apr 15, 2023 · CodeFormer weight indicates how much you want the CodeFormer effect to be visible on your image. GFP-GAN is an AI for restoring images of human faces that may be useful for DALL-E 2 human face images. 👍 11. Apr 9, 2023 · SD必备应用,高速稳定的加速器:https://lanxingyun. 5」と「1」で生成した比較画像になります。 この例では GFPGANよりもCodeFormer weight「1」の方が両目のハイライト(白い光)部分の位置が整っていてクオリティーが高い 結果になっていると感じます。 Apr 12, 2023 · CodeFormer, created by sczhou, is a robust face restoration algorithm designed to work with both old photos and AI-generated faces. Choose something like x1_ITF_SkinDiffDetail_Lite_v1. GFPGAN's use cases GFPGAN is an advanced AI model that aims to tackle real-world blind face restoration challenges by leveraging the rich and diverse priors encapsulated in a pre-trained face GAN. Aug 2, 2023 · 写在前面. While ESRGAN and Real-ESRGAN use GAN-based approaches, Swinir's primary focus is on leveraging transformer architecture for image enhancement. Codeformer or GFPan Select GPU to use for your instance on a system with multiple GPUs. The underlying technology of CodeFormer is based on a Transformer-based prediction network Oct 11, 2023 · Tried to allocate 400. You may also want to check our new updates on the tiny models for anime images and videos in Real-ESRGAN:blush: GFPGAN aims at developing a Practical Algorithm for Real-world Face Restoration. This file is stored with Git LFS . Selection of multiple input/output faces in one go. 76 GiB is allocated by PyTorch, and 56. Linux and mac users can run install. When comparing GFPGAN and CodeFormer you can also consider the following projects: Real-ESRGAN - Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration. 然后输入 F:\aii\ stable-diffusion-webui\venv\Scripts\python. 11 people reacted. For example, if you want to use secondary GPU, put "1". If reserved but unallocated memory is large try setting max_split_size_mb to avoid fragmentation. com Nov 2, 2023 · Extract the zip and put the facerestore directory inside the ComfyUI custom_nodes directory. As my processor is a Ryzen gen1, using CodeFormer (my favorite) on the CPU was very slow, which is why I personally chose to revert to 1. It’s an Image-to-Image model that costs $0. RestoreFormer++ is an extension of our RestoreFormer. 0055 per run, with Dec 7, 2023 · Both CodeFormer and GFPGAN just don't work in 1. • discuss. Add film grain, skin pores to the prompt as well. They are both fast and can be run in the cloud with an API. Nov 30, 2023 · GFPGAN, standing for Generative Facial Prior-Generative Adversarial Network, is a specialized tool for digital image processing. SD_WEBUI_LOG_LEVEL. Aug 6, 2023 · GFPGAN. Links in a comment. It's still not always perfect, might have to mess a bit but can help. 7. It's sharper and better then GFP-GAN (CVPR 2021): https://github Jan 3, 2024 · 以下では「元画像」「GFPGAN」CodeFormer weightを「0. Optional Face Upscaler/Restoration using different enhancers. Dec 26, 2022 · 🔥 CodeFormer is a robust face restoration algorithm for old photos or AI-generated faces. 1 project | /r/dalle2 | 21 Jun 2022. GFPGAN is a great AI tool which gives you High Quality Images on Output and develops Real-world Face Restoration. ☕️ CodeFormer is a robust face restoration algorithm for old photos or AI-generated faces. txt This Generative Facial Prior (GFP) is incorporated into the face restoration process via novel channel-split spatial feature transform layers, which allow our method to achieve a good balance of realness and fidelity. Of the allocated memory 22. 🚀 Try CodeFormer for improved stable-diffusion generation! If CodeFormer is helpful, please help to ⭐ the [Github Repo]. chat草凡语音大师：https://gen. CodeFormer 是一个很棒的开源 Aug 15, 2023 · I know 2 forks which did this partially (by converting to onnx) but they only use GFPGAN which I find lacking (rather prefer codeformer). 并且眼珠中的细节包括光源在眼球中形成的白色光点，GFPGAN也进行了 When comparing CodeFormer and GFPGAN you can also consider the following projects: stable-diffusion-webui - Stable Diffusion web UI. 5 CodeFormer weight: . Also in the settings you can set it for Codeformer or GFPGAN as the default when using it during image generation. On the other hand, GFPGAN is a notable face restoration technique, conceived by the AI researchers at Tencent. stable-diffusion-webui - Stable Diffusion web UI. 0055 per run, with an average run time of 10 seconds on Nvidia T4 GPU hardware. Send it to extras, upscale it and set the visibility to GFPGAN or Codeformer to max and tick the box at the bottom that says upscale before restoring faces. Swinir by Jingyunliang: This model provides image restoration capabilities using the Swin Transformer. pickle. If running the portable windows version of ComfyUI, run embedded_install. It includes over 100 resources in 8 categories, including: Upscalers, Fine-Tuned Models Sep 16, 2022 · 14e04ea. GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration. Sep 16, 2022 · In short : Keep codeformer,gfpgan v3 model and add support for gfpgan v4 model. (add a new line to webui-user. What I mean is they both have pros and cons, strengths and weaknesses. Whatever those were supposed to do, they don't do anything. 0055 per restoration operation, making it an affordable choice for a wide range of users. X/Y/Z Script support (up to 3 axes: CodeFormer Weight, Restorer Visibility, Face Mask Correction) Full size demo image: xyz_demo. Speed and Efficiency: On Nvidia T4 GPU hardware, CodeFormer exhibits an impressive processing speed, taking an average of 10 seconds per restoration operation. Doing chained processing (reusing data from the previous plugin) is a huge advantage over the original roop. There are Features. Sep 2, 2021 · AI face restoration and image upscaling that looks better than waifu2x? Is this even possible? Judge for yourself with these two packages that work as one - Codeformer about 0-0. Alternatively, just use --device-id flag in COMMANDLINE_ARGS. I use both and mix them personally. The current state-of-the-art on CelebA-Test is CodeFormer. An example of the photo restoration in practice. I've seen the GPEN-BFR-512 works well in facewap for video. In terms of run times, GFPGAN is slightly faster, averaging 6 seconds for completion, while Codeformer takes around 10 seconds on average. The first image was generated by GFP-GAN, using as input the 2nd image, which was generated by another person using DALL-E 2. com. melMass mentioned this issue on Aug 可以在设置界面选择：CodeFormer和GFPGAN都是面部修复的AI模型，可以修改权重值。 CodeFormer细节参考. Their performance depends on the hardware capabilities of the system running them. Compare. 0作为服务器名称启动gradio，允许响应网络请求: launch gradio with 0. It's an Image-to-Image model that costs $0. - Releases · TencentARC/GFPGAN. We scale up and down to handle demand, and you only pay for the compute that you use. These ComfyUI nodes can be used to restore faces in images similar to the face restore option in AUTOMATIC1111 webui. webui\webui\repositories\CodeFormer\weights\facelib. 如果还不行的话，需要检查你是否有这三个文件，文件路径sd. 4. Jul 11, 2023 · Codeformer: It's better at masking minor tone/color imperfections (such as eye bags), but jitters are noticeable. May 1, 2023 · Run Times, Performance, and Popularity. Jul 28, 2022 · Jul 28, 2022. These settings also seem to work well: Upscaler 1: None Upscaler 2: None GFPGAN visibility: 0 CodeFormer visibility: . GPU 0 has a total capacty of 11. exe -m pip install -r requirements. CodeFormer: Robust Face Restoration and Enhancement Network. The way GFPGAN works is pretty smart. It’s great for face and photo restoration and upscaling images for old or damaged photos. arXiv. The goal of GFPGAN is to enhance the quality and Aug 10, 2022 · 👍 57 Zeushua, Maukemana, kesangmantan, FernandoJoseAA, zhuangsuph, thinh-cao, ZEGEIZI, Leo9348, liubing19860405, meliy-meyada, and 47 more reacted with thumbs up emoji 😄 5 ZEGEIZI, wizaaaard, zhouxinghong, miabahi78, and Just-A-Freshman reacted with laugh emoji 🎉 6 kesangmantan, asamirid, Pranto-mondal, wizaaaard, zhouxinghong, and Just-A-Freshman reacted with hooray emoji ️ 8 This repo is a official implementation of "RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value Paris". David Crewe. 等待安装完成后输入 F:\aii\ stable-diffusion-webui\venv\Scripts\python. GPEN其次，清晰，但会增加一种油腻感，会平白增加一些雀斑一样的东西，原人物的身份特征保留完好. I put all outputs in layers in gimp, and switched back and forth, the are all pixel perfect exactly identical. , StyleGAN2) for blind face restoration. The Generative Facial Prior (GFP) is incorporated into the face restoration process through novel channel-split spatial feature transform layers. Also, what they didn't do is reusing the face landmarks/cropped faces from the swapping process. 再测试小侧面情况 python run. caovan. Now you can start the notebook. Aug 31, 2023 · Wondering if anyone can tell me what settings for Face Restoration in the new version will result in the same output as previous versions simply having 'Restore Faces' enabled. x doesn't work. 图像恢复与增强：这三个模型都致力于改善图像的质量，无论是去除噪声、恢复细节、提升分辨率还是修复损坏部分，都是为了提升 Oct 11, 2023 · I don't think it can produce better results than GFPGAN or Codeformer can. Or try GFPGAN, it's more appropriate for art images. PromptHero is built remotely by , and an amazing community of worldwide prompters. 需要在设置---面部修复这里勾选一项，任选一种都可以. You want to use a photorealistic model like Absolutereality , also you need to click the Upscale tab next to Main on ReActor. Codeformer and GFPGAN are both AI image-to-image restoration models. Both models' run time average was calculated on the Nvidia T4 GPU by Replicate. webui\webui\models\Codeformer. Reply reply Dec 9, 2023 · root cause is that basicsr package used by codeformer is not compatible with latest version of transformers package. com/#/register?code=XC0eSgN5商务,远程协助(报错,插件),一对一课程,ksk9599相关资源放到 The final step is to toggle the advanced options at the bottom of the page. png. 这三个文件路径下载地址： You can use CodeFormer in the extras tab of Automatic1111. (a) We first learn a discrete codebook and a decoder to store high-quality visual parts of face images via self-reconstruction learning. What’s interesting is that you can also use it for fixing AI art Colab Demo for GFPGAN ; (Another Colab Demo for the original paper model):rocket: Thanks for your interest in our work. This Generative Facial Prior (GFP) is incorporated into the face restoration process via channel-split spatial feature transform layers, which allow for a good balance between realness and fidelity. GFPGAN细节参考. Thanks to the powerful generative facial prior and delicate designs, our GFP-GAN could jointly restore facial details and CodeFormer和GFPGAN对比，30S修复老照片，codeformer高效处理图片视频！ ，史上最强AI去码神器！ 视频去码、图片修复必备，傻瓜式操作、简单实用效果好，【8K画质修复】不必再为高清素材而烦恼了！ Nov 15, 2022 · --use-cpu {all, sd, interrogate, gfpgan, bsrgan, esrgan, scunet, codeformer} 将CPU作为指定模块的火炬设备: use CPU as torch device for specified modules: 41--listen: 用0. ago. Windows users not running the portable version can run install. 00 MiB. Running on T4. GFPGAN. DMDNet: Jitters are less noticeable compared to Codeformer, but it doesn't hide tone/color defects as well. I am testing expecially the newly released gfpgan v3 model here. 🤗 Try CodeFormer for improved stable-diffusion generation!Whether Comparing GFPGAN and Codeformer: A Deep Dive. Official Gradio demo for. python linux api ai reactjs pytorch artificial-intelligence nvidia openai artificial-intelligence-algorithms nvidia-gpu replicate high-quality-images images-generator python-ai dall-e face-restoration images-generated-by-ai Actually what you’re looking for isn’t the detailer but the face restoration node that you can connect to Codeformer or GFPGAN (whichever you prefer). 4) Then you can cut out face and redo-it with IP Adapter. CodeFormer is a cost-effective solution, with an estimated operational expense of approximately $0. Note that the first time you run CodeFormer, it will take some CodeFormer. Don't forget to enable ReActor and set any source (to prevent "no source" error) Overview of CodeFormer. GFPGAN最垃圾，人物的身份特征会受影响，都看不出这是新垣结衣了. This is the first step in restoration. 在还原度上面，似乎GFPGAN更胜一筹，我们可以看修复之后的镜框，CodeFormer修复的照片左右两个镜框的上边都出现了不同程度的变形，而GFPGAN左右两边的镜框线条形状都还原得相当完美！. Occasionally, I notice some over-sharpening in the output video, especially on bright areas like eye glares. Aug 28, 2022 · GFPGAN is a tool that allows you to easily fix or restore faces in photos, as well as upscaling ( increasing the resolution of) the entire image. They are particularly useful as models to run against images generated by other AI models, especially older ones. Lets you improve faces in pictures using either GFPGAN or CodeFormer. 在 Stable Diffusion WebUI 项目中，源码 modules 目录中，有一个有趣的目录叫做 CodeFormer，它就是本文的主角啦。. gfpgan_v14 / GFPGANv1. Also you can try to reduce the "Restore Face Visibility" parameter a little. 5. Be sure to paste the url for the pre-made fork of the GFP-GAN repo here in the 'Workspace URL' box. Check out this post. GFPGAN aims at developing a Practical Algorithm for Real-world Face Restoration. sh. Notice how the effect is more pronounced on faces. There is a checkbox in every tab to use face restoration, and also a separate tab that just allows you to use face restoration on any picture, with a slider that controls how visible the effect is. GFPGAN - GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration. Nov 8, 2023 · So, CodeFormer tries to make a face as more realistic as it can, restoring a lot of details, try to play with the "CodeFormer Weight" parameter to change its affection to the face. The previous code integration in the GFPGAN repo (under the Tencent account) that regards CodeFormer as a version of GFPGAN for potential commercial publicity is not allowed by the S-Lab license of CodeFormer. Unfortunately, CodeFormer seems to change the line of sight of the created "person" quite often. exe -m pip install basicsr facexlib 8. Cog takes care of generating an API server and deploying it on a big cluster in the cloud. bat'. It leverages the generative face prior in a pre-trained GAN ( e. Assets 6. Mar 9, 2023 · GFPGAN visibility: . In most cases just slightly (one eye correct, the other just a little bit off), in some cases unacceptable, like in the example picture here. CodeFormer 的底层技术基于基于 Transformer 的预测网络，该网络对代码 Mar 8, 2023 · CodeFormer和GFPGAN任选其一. No virus. 还有一个文件，路径为：sd. Set the visibility of either one of them to apply the correction. 2, CodeFormer_weight=0） 上記のように、BSRGANをベースに、「ほどほどに」修正処理を施すことにより、現代の技術で侍を蘇らせることに成功しました。どうしても現代化してしまうようで、やりすぎない方がよいでしょう。 Aug 5, 2023 · 有趣的是，上一篇文章中的 CodeFormer 在实现过程中，有非常多的项目代码有借鉴和使用 GFPGAN 主力维护者 xintao 的项目，某种程度上来说，两个项目 [Note] If you want to compare CodeFormer in your paper, please run the following command indicating --has_aligned (for cropped and aligned face), as the command for the whole image will involve a process of face-background fusion that may damage hair texture on the boundary, which leads to unfair comparison. download history blame contribute delete. g. Recent commits have higher weight than older ones. 0055 美元，在 Nvidia T4 GPU 硬件上的平均运行时间为 10 秒。. ️ HandyView: A PyQt5-based image viewer that is handy for view and comparison ️ HandyFigure: Open source of paper figures Jul 25, 2023 · You can check out this guide to compare GFPGAN and Codeformer. Activity is a relative number indicating how actively a project is being developed. Add this topic to your repo. As a rule of thumbnail, you should set the lowest value you can get away with so that the style of the image is not affected. Best of all options. I prefer to do it after in the extras tab so I can see what works best for a particular image (sometimes a blend of the two works well, also). It is designed to restore old photos or AI-generated faces. I'm not sure why. Masking of face occluders using text prompts or automatically. See a full comparison of 14 papers with code. Codeformer exhibits an average run time of approximately 10 seconds on Nvidia T4 GPUs and has garnered popularity with 9,585,877 runs and a model rank of 6 on Replicate Codex. This release is mainly for storing pre-trained models, etc. It gives me good results. Discover amazing ML apps made by the community Spaces. 0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking. 当下热门的模糊人脸修复模型的部署，分别是：Codeformer，GFPGAN，GPEN，Restoreformer - hpc203/Face-restoration-models GFP-GAN is a generative adversarial network for blind face restoration that leverages a generative facial prior (GFP). • 3 mo. 1. Use IP Adapter for face. If you have an old, worn-out photo, GFPGAN can make the faces in that photo look fresh, sharp, and new again. It operates on the Replicate platform Apr 12, 2023 · CodeFormer，创建者 苏州 ，是一种强大的面部修复算法，旨在处理旧照片和 AI 生成的面部。. A similar one is GPEN. It’s also completely free to use. 基于深度学习：GPEN、GFPGAN 和 CodeFormer 都是基于深度神经网络的模型，利用神经网络的强大表征学习能力来处理图像任务。. Dec 22, 2022 · GFPGAN is a blind face restoration algorithm towards real-world face images. Yes! One is better than the other, and the other is better than that one. org e-Print archive Jan 23, 2024 · GFPGAN’s architecture includes a pre-trained face GAN and GFP, integrated via channel-split spatial feature transform layers. Order of op in settings, I think, is gfpan/code before upscale, but test for your best results. Author of Unprompted compares his Facelift with Roop, but I think he just uses different facerestore settings (e. sharpen (radius 1 sigma 0. Feb 18, 2024 · You can optionally restore faces in the upscaling process. For general upscaling of photos go: remacri 4x upscale. The issue with using both at once, which I This is a copy of facerestore custom node with a bit of a change to support CodeFormer Fidelity parameter. GFPGAN, neural network that fixes faces; CodeFormer, face restoration tool as an alternative to GFPGAN; RealESRGAN, neural network upscaler; ESRGAN, neural network upscaler with a lot of third party models; SwinIR and Swin2SR , neural network upscalers; LDSR, Latent diffusion super resolution upscaling; Resizing aspect ratio options Mar 8, 2022 · 3 state of art models for face restoration are going to race for the quatity. 2. For example, an activity of 9. 5 CodeFormer visibility: . Sep 16, 2022 · Take this with a grain of salt because I was super lazy and ran this test using the images provided by RestoreFormer and an utility meant for Stable Diffusion but I just wanted some quick idea of how CodeFormer did against RestoreFormer (even if probably these are cherry picked to favor RestoreFormer) 👍 1. But there is GPEN-BFR-2048 now! I think it's much better! I apologize for posting here, but there is also RestoreFormer for face restoration. 0 as server name, allowing to respond to network requests: 42--port 7860 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 Overview of CodeFormer. com艾达智能助手：https://aidoes. This becomes obvious when the look is directed at the viewer. More than 100 million people use GitHub to discover, fork, and contribute to over 420 million projects. Oct 30, 2023 · you need to use torch 1. App Files Files Community 60 Refreshing. 👍 2 Carathon and tornado73 reacted with thumbs up emoji All reactions Oct 6, 2023 · GFPGAN. 12c5df7 about 1 year ago. GFPGAN is a practical algorithm developed for real-world face restoration. Initial commit. GFPGAN and Codeformer are two models that can fix faces in images. GPEN. It leverages rich and diverse priors encapsulated in a pretrained face GAN ( e. A newly-released artificial intelligence (AI) model called the “Generative Facial Prior” (GFP-GAN) can repair most old photographs in mere seconds, and it can do it If you want to use our CodeFormer for permanent free, you can run the [Github Code] locally or try out [Colab Demo] instead. 99 GiB of which 0 bytes is free. codeFormer（以下简称CF）效果最好，清晰又清爽，原人物的身份特征保留完好. In this case, the lower, the better. Forget face swap. What does everyone else use? When I only used codeformer, I didn't get good results. the_angry_squirrel. (b) With fixed codebook and decoder, we then introduce a Transformer module for code sequence prediction, modeling the global face composition of low- quality inputs. 🔥 CodeFormer is a robust face restoration algorithm for old photos or AI-generated faces. May 12, 2023 · CodeFormer, created by sczhou, is a robust face restoration algorithm designed to work with both old photos and AI-generated faces. 29k. 4 alpha 0. notes. bat. pth. From there you can proceed to detailing to add some more texture. sczhou / Nov 30, 2022 · GFPGAN visibility and CodeFormer visibility have zero effect on the output, min, max, one min other max, etc. Case by case basis. 1x , Torch 2. Log verbosity. Mar 23, 2023 · 5. " GitHub is where people build software. . 安装完成后输入 cd GFPGAN 6. Roop has no option to change Codeformer weight) and that's why the results are slightly different You aren’t limited to the models on Replicate: you can deploy your own custom models using Cog, our open-source tool for packaging machine learning models. 这是一种图像到图像模型，每次运行成本为 0. Real-ESRGAN - Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration. Platform-independant Browser GUI. 8 CodeFormer weight: . GFPGAN V0. Real-ESRGAN-ncnn-vulkan - NCNN implementation of Real-ESRGAN. Oct 10, 2022 · 処理前 処理後（BSRGAN*1, GFPGAN*0. As a whole, the GFP-GAN consists of a degradation removal module (U-Net) and a This repo includes the source code of the paper: "RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value Pairs" (CVPR 2022) by Zhouxia Wang, Jiawei Zhang, Runjian Chen, Wenping Wang, and Ping Luo. Many different swapping modes, first detected, face selections, by gender. com/文章地址：https://caovan. Sort by: Add a Comment. 1 and GGPGAN to . Run Times, Performance, and Popularity. Ganntak. 0. replicatecodex. 这两个目前是风格有细微的区别，根据个人喜好选择。区别参考下图，来源： ️ GFPGAN: A practical algorithm for real-world face restoration ️ BasicSR: An open-source image and video restoration toolbox ️ facexlib: A collection that provides useful face-relation functions. 46 MiB is reserved by PyTorch but unallocated. Aug 22, 2023 · This method leverages a discrete representation space, focusing on enhancing degraded inputs by modeling the global composition of natural faces using a Transformer module. bat not in COMMANDLINE_ARGS): set CUDA_VISIBLE_DEVICES=0. 525, and I get generally decent consistency. 0 Release Note. tortoise-tts - A multi-voice TTS system trained with an emphasis on quality stable-diffusion-webui - Stable Diffusion web UI MidJourney-Styles-and-Keywords-Reference - A reference containing Styles and Keywords that you can use with MidJourney AI. nlightcho. 349 MB. If the install fails for whatever reason, you'll need to work out Apr 6, 2024 · 1. Restore faces isn't really needed now with the new VAE and Stable Diffusion 1. Its main job is to make faces and pictures in general look clearer. You can choose between the two methods in settings. 3. like 1. py [options] options: -h, --help show this help message and exit -s SOURCE_PATHS, --source SOURCE_PATHS choose single or multiple source images or audios -t TARGET_PATH, --target TARGET_PATH choose single target image or video -o OUTPUT_PATH, --output OUTPUT_PATH specify the output file or directory -v, --version show program's version number and exit misc: --force-download force Growth - month over month growth in stars. yv nf ya ul ek fo ye js kl du