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If you want recommendations for any Paper on Hugging Face checkout this Space

\n","updatedAt":"2023-11-14T15:31:32.602Z","author":{"_id":"63d3e0e8ff1384ce6c5dd17d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg","fullname":"Librarian Bot (Bot)","name":"librarian-bot","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":318,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.6989957690238953},"editors":["librarian-bot"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg"],"reactions":[{"reaction":"🤝","users":["victor","YYYY2023"],"count":2}],"isReport":false}},{"id":"657b763637d20b27ef4d6b2a","author":{"_id":"63dec19d10678851bb0a18eb","avatarUrl":"/avatars/668cd2c7d8fa3c3b1a3bf8ad761ab2fa.svg","fullname":"J Blu","name":"jujutechnology","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":15,"isUserFollowing":false},"createdAt":"2023-12-14T21:40:06.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"Great work! How do do keep a random seed? In the huggingface Space it stays on the last generated seed unless you manually change it. I tried -1, but that doesn't work.","html":"

Great work! How do do keep a random seed? In the huggingface Space it stays on the last generated seed unless you manually change it. I tried -1, but that doesn't work.

\n","updatedAt":"2023-12-14T21:40:06.021Z","author":{"_id":"63dec19d10678851bb0a18eb","avatarUrl":"/avatars/668cd2c7d8fa3c3b1a3bf8ad761ab2fa.svg","fullname":"J Blu","name":"jujutechnology","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":15,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9670772552490234},"editors":["jujutechnology"],"editorAvatarUrls":["/avatars/668cd2c7d8fa3c3b1a3bf8ad761ab2fa.svg"],"reactions":[],"isReport":false}},{"id":"65b39ca82be9660f0b6577c8","createdAt":"2024-01-26T11:51:04.000Z","type":"comment","data":{"edited":true,"hidden":true,"hiddenBy":"","latest":{"raw":"This comment has been hidden","html":"This comment has been hidden","updatedAt":"2024-01-26T23:53:27.734Z"},"numEdits":0,"editors":[],"editorAvatarUrls":[],"reactions":[]}},{"id":"663dcf4b7d3a8436b9116886","createdAt":"2024-05-10T07:39:55.000Z","type":"comment","data":{"edited":true,"hidden":true,"hiddenBy":"","latest":{"raw":"This comment has been hidden","html":"This comment has been hidden","updatedAt":"2024-08-09T06:00:11.998Z"},"numEdits":0,"editors":[],"editorAvatarUrls":[],"reactions":[]}},{"id":"66656738628a6ad02e0c69b6","author":{"_id":"6186ddf6a7717cb375090c01","avatarUrl":"/avatars/716b6a7d1094c8036b2a8a7b9063e8aa.svg","fullname":"Julien BLANCHON","name":"blanchon","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":176,"isUserFollowing":false},"createdAt":"2024-06-09T08:26:32.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"# LCM-LoRA: Boosting Text-to-Image Generation Efficiency!\n\nhttps://cdn-uploads.huggingface.co/production/uploads/6186ddf6a7717cb375090c01/7-2Hi4qhDdR8fNPEuO7mW.mp4 \n\n## Links 🔗:\n👉 Subscribe: https://www.youtube.com/@Arxflix\n👉 Twitter: https://x.com/arxflix\n👉 LMNT (Partner): https://lmnt.com/\n\n\nBy Arxflix\n","html":"

\n\t\n\t\t\n\t\n\t\n\t\tLCM-LoRA: Boosting Text-to-Image Generation Efficiency!\n\t\n

\n

\n\n

\n\t\n\t\t\n\t\n\t\n\t\tLinks 🔗:\n\t\n

\n

👉 Subscribe: https://www.youtube.com/@Arxflix
👉 Twitter: https://x.com/arxflix
👉 LMNT (Partner): https://lmnt.com/

\n

By Arxflix

\n","updatedAt":"2024-06-09T08:26:32.791Z","author":{"_id":"6186ddf6a7717cb375090c01","avatarUrl":"/avatars/716b6a7d1094c8036b2a8a7b9063e8aa.svg","fullname":"Julien BLANCHON","name":"blanchon","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":176,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.4848284423351288},"editors":["blanchon"],"editorAvatarUrls":["/avatars/716b6a7d1094c8036b2a8a7b9063e8aa.svg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2311.05556","authors":[{"_id":"654d9b69f714720ae27e332e","user":{"_id":"652a4f174d0eef4a2bf85096","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/ofYN04WWtD60oeDP45pQN.jpeg","isPro":false,"fullname":"Simian Luo","user":"SimianLuo","type":"user"},"name":"Simian Luo","status":"admin_assigned","statusLastChangedAt":"2023-11-10T08:55:54.016Z","hidden":false},{"_id":"654d9b69f714720ae27e332f","user":{"_id":"65237947706c755148c2678b","avatarUrl":"/avatars/b7ba5dbf6286e8fa8f4f4999a473bd94.svg","isPro":true,"fullname":"Yiqin Tan","user":"tyq1024","type":"user"},"name":"Yiqin Tan","status":"admin_assigned","statusLastChangedAt":"2023-11-10T08:56:02.144Z","hidden":false},{"_id":"654d9b69f714720ae27e3330","user":{"_id":"5ec0135ded25d76864d553f1","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1600014820272-5ec0135ded25d76864d553f1.jpeg","isPro":false,"fullname":"Suraj Patil","user":"valhalla","type":"user"},"name":"Suraj Patil","status":"admin_assigned","statusLastChangedAt":"2023-11-10T09:02:32.127Z","hidden":false},{"_id":"654d9b69f714720ae27e3331","user":{"_id":"64433881f99d6629a71d39ed","avatarUrl":"/avatars/35e7257e357064e77cfdcae384afe36f.svg","isPro":false,"fullname":"Daniel Gu","user":"dg845","type":"user"},"name":"Daniel Gu","status":"admin_assigned","statusLastChangedAt":"2023-11-10T09:03:10.095Z","hidden":false},{"_id":"654d9b69f714720ae27e3332","user":{"_id":"5dfcb1aada6d0311fd3d5448","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1584435275418-5dfcb1aada6d0311fd3d5448.jpeg","isPro":false,"fullname":"Patrick von Platen","user":"patrickvonplaten","type":"user"},"name":"Patrick von Platen","status":"admin_assigned","statusLastChangedAt":"2023-11-10T08:57:29.064Z","hidden":false},{"_id":"654d9b69f714720ae27e3333","user":{"_id":"624bebf604abc7ebb01789af","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649143001781-624bebf604abc7ebb01789af.jpeg","isPro":true,"fullname":"Apolinário from multimodal AI art","user":"multimodalart","type":"user"},"name":"Apolinário Passos","status":"admin_assigned","statusLastChangedAt":"2023-11-10T09:01:55.660Z","hidden":false},{"_id":"654d9b69f714720ae27e3334","name":"Longbo Huang","hidden":false},{"_id":"654d9b69f714720ae27e3335","user":{"_id":"63b5c13a889aa6707f0e8548","avatarUrl":"/avatars/a475b141fdc859967a9b63252620be05.svg","isPro":false,"fullname":"Jian Li","user":"jianl","type":"user"},"name":"Jian Li","status":"admin_assigned","statusLastChangedAt":"2023-11-10T09:00:08.819Z","hidden":false},{"_id":"654d9b69f714720ae27e3336","user":{"_id":"63bc8467b8c61b8aa49c3e11","avatarUrl":"/avatars/f75a33b6bba1bb6aecbe018dcef39131.svg","isPro":false,"fullname":"Hang Zhao","user":"sgzhaohang","type":"user"},"name":"Hang Zhao","status":"admin_assigned","statusLastChangedAt":"2023-11-10T09:00:17.152Z","hidden":false}],"publishedAt":"2023-11-09T18:04:15.000Z","submittedOnDailyAt":"2023-11-10T02:27:29.726Z","title":"LCM-LoRA: A Universal Stable-Diffusion Acceleration Module","submittedOnDailyBy":{"_id":"60f1abe7544c2adfd699860c","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674929746905-60f1abe7544c2adfd699860c.jpeg","isPro":false,"fullname":"AK","user":"akhaliq","type":"user"},"summary":"Latent Consistency Models (LCMs) have achieved impressive performance in\naccelerating text-to-image generative tasks, producing high-quality images with\nminimal inference steps. LCMs are distilled from pre-trained latent diffusion\nmodels (LDMs), requiring only ~32 A100 GPU training hours. This report further\nextends LCMs' potential in two aspects: First, by applying LoRA distillation to\nStable-Diffusion models including SD-V1.5, SSD-1B, and SDXL, we have expanded\nLCM's scope to larger models with significantly less memory consumption,\nachieving superior image generation quality. Second, we identify the LoRA\nparameters obtained through LCM distillation as a universal Stable-Diffusion\nacceleration module, named LCM-LoRA. LCM-LoRA can be directly plugged into\nvarious Stable-Diffusion fine-tuned models or LoRAs without training, thus\nrepresenting a universally applicable accelerator for diverse image generation\ntasks. Compared with previous numerical PF-ODE solvers such as DDIM,\nDPM-Solver, LCM-LoRA can be viewed as a plug-in neural PF-ODE solver that\npossesses strong generalization abilities. Project page:\nhttps://github.com/luosiallen/latent-consistency-model.","upvotes":87,"discussionId":"654d9b6af714720ae27e335f","githubRepo":"https://github.com/luosiallen/latent-consistency-model","githubRepoAddedBy":"auto","ai_summary":"LCMs enhance text-to-image generation by distilling from LDMs using LoRA for reduced memory and superior quality, and introduce LCM-LoRA as a plug-in accelerator for various tasks.","ai_keywords":["Latent Consistency Models","LCMs","latent diffusion models","LDMs","LoRA","Stable-Diffusion","SD-V1.5","SSD-1B","SDXL","LCM-LoRA","DDIM","DPM-Solver","plug-in neural PF-ODE solver"],"githubStars":4615},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"652a4f174d0eef4a2bf85096","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/ofYN04WWtD60oeDP45pQN.jpeg","isPro":false,"fullname":"Simian Luo","user":"SimianLuo","type":"user"},{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","isPro":true,"fullname":"taesiri","user":"taesiri","type":"user"},{"_id":"620783f24e28382272337ba4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/620783f24e28382272337ba4/zkUveQPNiDfYjgGhuFErj.jpeg","isPro":false,"fullname":"GuoLiangTang","user":"Tommy930","type":"user"},{"_id":"62aaaaf55a99fb2669bcd0e3","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1655352046059-noauth.jpeg","isPro":false,"fullname":"GaggiX","user":"GaggiX","type":"user"},{"_id":"6317016f7b0ee0136e5f567d","avatarUrl":"/avatars/fe848d448318fdc17d42967b01101fea.svg","isPro":false,"fullname":"Jan Metzen","user":"jmetzen","type":"user"},{"_id":"630412d57373aacccd88af95","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1670594087059-630412d57373aacccd88af95.jpeg","isPro":true,"fullname":"Yasunori Ozaki","user":"alfredplpl","type":"user"},{"_id":"64e2d1b93e2e103504857a98","avatarUrl":"/avatars/6ed097d51aec9692972e537956e1a91a.svg","isPro":false,"fullname":"wwnz","user":"patrolli","type":"user"},{"_id":"64747f7e33192631bacd8831","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/64747f7e33192631bacd8831/dstkZJ4sHJSeqLesV5cOC.jpeg","isPro":false,"fullname":"Taufiq Dwi Purnomo","user":"taufiqdp","type":"user"},{"_id":"62664b374e996ebbb6d5fef6","avatarUrl":"/avatars/8503573fb2e790b03a74d3e732442009.svg","isPro":false,"fullname":"Adel","user":"adelka","type":"user"},{"_id":"63a369d98c0c89dcae3b8329","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63a369d98c0c89dcae3b8329/AiH2zjy1cnt9OADAAZMLD.jpeg","isPro":false,"fullname":"Adina Yakefu","user":"AdinaY","type":"user"},{"_id":"64b183300a54158d66dd3587","avatarUrl":"/avatars/55ee1f1a0bf57a9d045e739f6dbbaeed.svg","isPro":false,"fullname":"Rocl Jamez","user":"James62","type":"user"},{"_id":"6427b68c682e4152bbdfba62","avatarUrl":"/avatars/d6af5f422685e0521b3a3a6030d86102.svg","isPro":false,"fullname":"Patrick Victor Gould","user":"patrickvgould","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":1}">