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\n\u501f\u52a9\u6211\u4eec\u7684 Diffusion Transformer \u67b6\u6784\uff0cFree Stable Diffusion 3 Online \u5728\u751f\u6210\u6587\u672c\u65f6\u8fbe\u5230\u4e86\u524d\u6240\u672a\u6709\u7684\u6548\u679c\uff0c\u6ca1\u6709\u4f2a\u5f71\u548c\u62fc\u5199\u9519\u8bef\u3002
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\nGithub Repo | \u7b80\u4f53\u4e2d\u6587
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\n\u6211\u5176\u5b9e\u5f88\u597d\u5947\u56fd\u5185\u7684\u6b63\u7ecf Stable Diffusion \u793e\u533a\u7a76\u7adf\u5728\u54ea\u513f\uff0c\u611f\u89c9\u6211\u80fd\u627e\u5230\u7684\u90a3\u4e9b\u5168\u90fd\u975e\u5e38\u5c01\u95ed\uff0c\u66f4\u65b0\u4e5f\u4e0d\u592a\u53ca\u65f6\u3002\u57fa\u672c\u5c31\u662f\u628a\u5916\u9762\u4e1c\u897f\u642c\u8fd0\u4e00\u4e0b\u505a\u4e2a\u6574\u5408\u5305\u5199\u4e2a\u6559\u7a0b\u4e4b\u7c7b\u7684\u3002\u800c\u4e14\u6750\u6599\u4e5f\u90fd\u662f A1111 \u76f8\u5173\u7684\uff0c\u5f88\u5c11\u6709 ComfyUI \u8fd9\u4e9b\u7684\u76f8\u5173\u7684\u4e1c\u897f\u3002\u5982\u679c\u6709\u7fa4\u6216\u8005\u793e\u533a\u5e73\u53f0\u8bf7\u52a1\u5fc5\u544a\u8bc9\u6211\uff0c\u975e\u5e38\u611f\u8c22\u3002
\n\u524d\u51e0\u4e2a\u7248\u672c\u90fd\u6ca1\u6709\u5728 V2EX \u53d1\u4e3b\u8981\u662f\u56e0\u4e3a\u4e2d\u6587\u7528\u6237\u6bd4\u8f83\u5c11\uff0c\u52a0\u4e0a\u6ca1\u6709\u6dfb\u52a0\u7279\u522b\u91cd\u8981\u7684\u65b0\u529f\u80fd\u3002\u5177\u4f53\u7684 changelog \u53ef\u4ee5\u770brelease \uff08\u867d\u7136\u6ca1\u5199\u4e2d\u6587\u7248\uff09
\u53e6\u5916\uff0c\u5927\u5bb6\u53ef\u80fd\u4e0d\u592a\u76f8\u4fe1\uff0c\u4f46\u8fd9\u4e2a GUI \u786e\u5b9e\u662f Tkinter \u5199\u7684\uff0c\u4e3a\u4e86\u80fd\u505a\u5230\u8fd9\u4e2a\u7f8e\u89c2\u5ea6\u6211\u771f\u7684\u5e9f\u4e86\u597d\u5927\u7684\u52b2\u3002\u4e3b\u8981\u7528\u4e86 CustomTkinter \uff0c\u90e8\u5206\u6a21\u5757\u81ea\u5df1\u9b54\u6539\u4e86\u4e00\u4e0b\u3002\u914d\u8272\u7528\u7684\u662f\u82f9\u679c\u7684 guideline \uff0c\u529f\u80fd\u56fe\u6807\u662f\u8c37\u6b4c\u7684 Material Symbols \uff0capp \u56fe\u6807\u662f\u7528 SD \u751f\u6210\u7684\u3002\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u4e0d\u7528 Qt \u5199\uff0cqml \u5728\u6211\u7684 Mac \u4e0a\u4f1a\u6709\u8ff7\u4e4b bug \uff0c\u800c\u4e14\u51e0\u4e2a\u6253\u5305\u5de5\u5177\u4f5c\u8005\u5bf9 PySide \u7684\u652f\u6301\u6bd4\u8f83\u8fdf\u7f13 \uff08\u63d0\u7684 issue \u7b49\u6211\u7528 Tkinter \u5199\u5b8c\u4e4b\u540e\u5168\u4fee\u590d\u4e86..\u611f\u89c9\u81ea\u5df1\u50cf\u4e2a\u6028\u79cd\uff09\u3002\u6709\u5174\u8da3\u7684\u8bdd\u53ef\u4ee5\u770b\u4e00\u4e0b\u4ee3\u7801\uff0c\u4f46\u662f\u4e2a\u4eba\u5f3a\u70c8\u5efa\u8bae\u5343\u4e07\u522b\u7528 Tkinter \u5199\u4efb\u4f55\u4e1c\u897f\uff0c\u91cc\u9762\u5168\u662f\u5751\u3002
![\"Stable](\"https://github.com/receyuki/stable-diffusion-prompt-reader/raw/master/images/screenshot_v134.png\"/)
| \u683c\u5f0f | \nPNG | \nJPEG | \nWEBP | \nTXT* | \n
|---|---|---|---|---|
| A1111's webUI | \n\u2705 | \n\u2705 | \n\u2705 | \n\u2705 | \n
| Easy Diffusion | \n\u2705 | \n\u2705 | \n\u2705 | \n\n |
| StableSwarmUI* | \n\u2705 | \n\u2705 | \n\n | \n |
| StableSwarmUI (0.5.8-alpha \u4e4b\u524d\u7684\u7248\u672c)* | \n\u2705 | \n\u2705 | \n\n | \n |
| Fooocus-MRE* | \n\u2705 | \n\u2705 | \n\n | \n |
| NovelAI (stealth pnginfo) | \n\u2705 | \n\n | \u2705 | \n\n |
| NovelAI (\u65e7\u7248) | \n\u2705 | \n\n | \n | \n |
| InvokeAI | \n\u2705 | \n\n | \n | \n |
| InvokeAI (2.3.5-post.2 \u4e4b\u524d\u7684\u7248\u672c) | \n\u2705 | \n\n | \n | \n |
| InvokeAI (1.15 \u4e4b\u524d\u7684\u7248\u672c) | \n\u2705 | \n\n | \n | \n |
| ComfyUI* | \n\u2705 | \n\n | \n | \n |
| Draw Things | \n\u2705 | \n\n | \n | \n |
| Naifu(4chan) | \n\u2705 | \n\n | \n | \n |
* \u89c1\u683c\u5f0f\u9650\u5236.
\n\n\n\u5982\u679c\u4f60\u4f7f\u7528\u7684\u5de5\u5177\u6216\u683c\u5f0f\u4e0d\u5728\u8fd9\u4e2a\u5217\u8868\u4e2d, \u8bf7\u5e2e\u52a9\u6211\u652f\u6301\u4f60\u7684\u683c\u5f0f: \u5c06\u4f60\u7684\u5de5\u5177\u751f\u6210\u7684\u539f\u59cb\u56fe\u7247\u6587\u4ef6\u4e0a\u4f20\u5230 issues, \u8c22\u8c22.
\n
\n\n\u5bf9\u4e8e ComfyUI \u7528\u6237\uff0cSD Prompt Reader \u73b0\u5728\u53ef\u4f5c\u4e3a ComfyUI \u8282\u70b9\u4f7f\u7528\u3002\nComfyUI Prompt Reader Node \u662f\u672c\u9879\u76ee\u7684\u4e00\u4e2a\u5b50\u9879\u76ee\uff0c\u5efa\u8bae\u5728\u4f60\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5d4c\u5165\u5176\u4e2d\u7684 Prompt Saver node \u4ee5\u786e\u4fdd\u6700\u5927\u7684\u517c\u5bb9\u6027\u3002
\n
\u4ece GitHub Releases \u4e0b\u8f7d\u53ef\u6267\u884c\u6587\u4ef6
\n\u4ece GitHub Releases \u4e0b\u8f7d\u53ef\u6267\u884c\u6587\u4ef6
\n\u4f60\u4e5f\u53ef\u4ee5\u901a\u8fc7 Homebrew cask \u5b89\u88c5 SD Prompt Reader.
\n![\"GitHub](\"https://img.shields.io/github/downloads/receyuki/stable-diffusion-prompt-reader/total\"/)
![\"GitHub\"](\"https://img.shields.io/github/license/receyuki/stable-diffusion-prompt-reader\"/)
![\"GitHub](\"https://img.shields.io/github/v/release/receyuki/stable-diffusion-prompt-reader\"/)
![\"PyPI\"](\"https://img.shields.io/pypi/v/sd-prompt-reader\"/)
![\"platform\"](\"https://img.shields.io/badge/platform-windows%20%7C%20macos%20%7C%20linux-lightgrey\"/){kind=icon}
\n![\"GitHub](\"https://img.shields.io/github/stars/receyuki/stable-diffusion-prompt-reader\"/)
brew install --no-quarantine receyuki/sd-prompt-reader/sd-prompt-reader\n\u4f7f\u7528 --no-quarantine \u53c2\u6570\u662f\u56e0\u4e3a\u76ee\u524d SD Prompt Reader \u5e76\u672a\u7b7e\u540d, \u5177\u4f53\u539f\u56e0\u8bf7\u67e5\u770b\u8fd9\u91cc
\u8fd9\u662f SD Prompt Reader \u7684\u4e00\u4e2a\u5b50\u9879\u76ee\u3002\u5b83\u5e2e\u52a9\u4f60\u4ece SD Prompt Reader \u652f\u6301\u7684\u4efb\u4f55\u683c\u5f0f\u7684\u56fe\u50cf\u4e2d\u63d0\u53d6\u5143\u6570\u636e\uff0c\u5e76\u4fdd\u5b58\u5e26\u6709\u989d\u5916\u5143\u6570\u636e\u7684\u56fe\u50cf\uff0c\u4ee5\u786e\u4fdd\u4e0e Civitai \u7b49\u7f51\u7ad9\u4e0a\u7684\u5143\u6570\u636e\u68c0\u6d4b\u517c\u5bb9\u3002
\n\n![\"Prompt](\"https://github.com/receyuki/comfyui-prompt-reader-node/raw/main/images/screenshot_v130.png\"/)
\u5728 ComfyUI Manager \u4e2d\u641c\u7d22 SD Prompt Reader \u5e76\u5b89\u88c5\u3002
\u8bf7\u786e\u4fdd\u5728\u5b89\u88c5\u4e3b\u5e93\u7684\u540c\u65f6\u5b89\u88c5\u5b50\u6a21\u5757\u3002
\n![\"GitHub\"](\"https://img.shields.io/github/license/receyuki/comfyui-prompt-reader-node\"/)
![\"GitHub](\"https://img.shields.io/github/v/tag/receyuki/comfyui-prompt-reader-node?label=node\"/)
\n![\"GitHub](\"https://img.shields.io/github/v/tag/receyuki/stable-diffusion-prompt-reader?label=core\"/)
![\"Code](\"https://img.shields.io/badge/code%20style-black-000000.svg\"/){kind=icon}
![\"GitHub\"](\"https://img.shields.io/github/stars/receyuki/comfyui-prompt-reader-node\"/)
cd \u5230 custom_node \u6587\u4ef6\u5939git clone --recursive https://github.com/receyuki/comfyui-prompt-reader-node.git\ncd comfyui-prompt-reader-node\npip install -r requirements.txt\n![](/html/tag/index.php/\"https://i.imgur.com/NHgdy9Q.png\")
", "date_published": "2024-05-14T03:37:37+00:00", "title": "\u8bf7\u6559\u4e00\u4e0b Stable Diffusion \u7684\u95ee\u9898", "id": "t/1040573" }, { "author": { "url": "member/zhousir5071", "name": "zhousir5071", "avatar": "https://cdn.v2ex.com/avatar/a76c/3636/625525_large.png?m=1707103954" }, "url": "t/1035945", "date_modified": "2025-01-02T05:52:42+00:00", "content_html": "\u6211\u4eec\u505a\u7535\u5546\u7684\uff0c\u9700\u8981\u6a21\u7279\u56fe\uff0c\u573a\u666f\u56fe\uff0c\u542c\u8bf4 Stable Diffusion \u5f88\u597d\uff0c\u4f46\u662f\u81ea\u5df1\u642d\u5efa\u548c\u5b66\u4e60\u6210\u672c\u90fd\u975e\u5e38\u9ad8\u3002
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\n", "date_published": "2024-04-26T08:07:30+00:00", "title": "\u5c0f\u767d\u90fd\u80fd\u4e0a\u624b\u7684 Stable Diffusion \u5728\u7ebf\u751f\u6210\u5668\uff0c\u6709\u6ca1\u6709\uff1f", "id": "t/1035945" }, { "author": { "url": "member/chavin", "name": "chavin", "avatar": "https://cdn.v2ex.com/gravatar/8992524ba777508ffb367e2d26f06f07?s=73&d=retro" }, "url": "t/1030888", "date_modified": "2025-01-02T06:49:12+00:00", "content_html": "\u624b\u4e0a\u7684 m1 MacBook Air \u73a9\u7740\u592a\u7d2f\u4e86\uff0c\u60f3\u6536\u4e2a\u6574\u673a\u73a9\u4e0b stable diffusion \u3002// \u987a\u4fbf\u73a9\u73a9\u6e38\u620f\ud83d\ude0f\uff1b
\n\u5750\u6807\u6df1\u5733\u5b9d\u5b89\uff0c\u9884\u7b97 6.5K \uff0c\u4e0d\u5e26\u663e\u793a\u5668\uff1b\u53ef\u4ee5\u81ea\u63d0\uff0c\u6709\u5144\u5f1f\u53ea\u6709\u677f U \uff0c\u663e\u5361\uff08\u663e\u5b58\u8d8a\u5927\u8d8a\u597d\uff09\u5355\u51fa\u7684\u8bdd\uff0c\u4e5f\u53ef\u4ee5\u8ddf\u6211\u8054\u7cfb\uff1b
\n\u5f20\u5c0f\u9f99\uff1aY2hhdmluMTk5Mg==
\n", "date_published": "2024-04-09T02:51:50+00:00", "title": "\u60f3\u7814\u7a76\u4e0b stable diffusion\uff0c\u6536\u4e00\u53f0 Windows \u6574\u673a", "id": "t/1030888" }, { "author": { "url": "member/llsongll", "name": "llsongll", "avatar": "https://cdn.v2ex.com/gravatar/00ec791472713a1e289dbb35fc27dd4f?s=73&d=retro" }, "url": "t/1027443", "date_modified": "2025-01-02T07:01:30+00:00", "content_html": "\u516c\u53f8\u7684\u7535\u8111\uff0c1 \u4e07\u4ee5\u5185\u3002
\n\u4e3b\u8981\u662f\u8bbe\u8ba1\uff0cps \uff0cai \uff0c\u548c stable diffusion
\n\u8981\u6c42:
\n\u663e\u5361\uff1a\u4e0d\u77e5\u9053\uff0c\u60f3\u5c3d\u91cf\u591a\u70b9\u9884\u7b97\u7ed9\u663e\u5361
\n\u5185\u5b58:32g
\n\u786c\u76d8:1t
\n\u5176\u4ed6\u7684\u90fd\u4e0d\u61c2\u3002\u3002\u3002
\n", "date_published": "2024-03-27T06:13:48+00:00", "title": "\u6c42\u5404\u4f4d\u5927\u4f6c\uff0c\u63a8\u8350\u4e2a ai \u7ed8\u753b\u7684\u7535\u8111\u914d\u7f6e", "id": "t/1027443" }, { "author": { "url": "member/abcbuzhiming", "name": "abcbuzhiming", "avatar": "https://cdn.v2ex.com/avatar/eced/0c34/112484_large.png?m=1673873219" }, "url": "t/1026855", "date_modified": "2025-01-02T07:00:57+00:00", "content_html": "\u6700\u8fd1\u6298\u817e SD \uff0c\u53d1\u73b0\u4e00\u4e2a\u73b0\u8c61\uff0c\u4ece civitai \u7ad9\u770b\u4eba\u5bb6\u7684\u56fe\u7247\u7ed9\u51fa\u7684\u751f\u6210\u4fe1\u606f\uff0c\u628a\u6240\u6709\u53c2\u6570\uff0c\u4ece\u6a21\u578b\u5230\u5173\u952e\u8bcd\u5230 lora \u5168\u90e8\u5bf9\u8fdb\u53bb\u540e\uff0c\u751f\u6210\u7684\u56fe\uff0c99%\u76f8\u4f3c\uff0c\u4f46\u662f\u4ecd\u7136\u4f1a\u6709\u4e00\u4e9b\u7ec6\u5fae\u7684\u533a\u522b\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u6709\u5149\u7167\u7684\u90e8\u5206\uff0c\u5149\u7167\u90e8\u5206\u7684\u989c\u8272\u548c\u8f6e\u5ed3\uff0c\u4f1a\u6709\u7ec6\u5fae\u7684\u53d8\u5316\uff0c\u8fd9\u5230\u5e95\u662f\u6b63\u5e38\u7684\u8fd8\u662f\u4e0d\u6b63\u5e38\uff1f\u539f\u56e0\u5230\u5e95\u662f\u4ec0\u4e48\u5462\uff1f", "date_published": "2024-03-25T09:17:11+00:00", "title": "stable diffusion \u4f7f\u7528\u540c\u6837\u7684\u53c2\u6570\uff0c\u4f3c\u4e4e\u4e0d\u80fd\u767e\u5206\u767e\u590d\u73b0\u522b\u4eba\u7684\u56fe\u7247\uff1f", "id": "t/1026855" }, { "author": { "url": "member/surunzi", "name": "surunzi", "avatar": "https://cdn.v2ex.com/gravatar/ac5fd770329721a7f5f89b79a1c480fd?s=73&d=retro" }, "url": "t/1025527", "date_modified": "2025-01-02T06:10:42+00:00", "content_html": "\u76ee\u524d\u4e0d\u5b9a\u671f\u6162\u901f\u66f4\u65b0\u4e2d\uff0c\u4e0d\u8fc7\u76f8\u6bd4\u534a\u5e74\u524d\u8fd8\u662f\u5b8c\u5584\u4e86\u4e0d\u5c11\uff0c\u6709\u5174\u8da3\u7684\u53ef\u4ee5\u8bd5\u7528\u770b\u770b\u3002https://vivy.liriliri.io/zh/
\n![\"\"](\"https://i.imgur.com/M9PLJfI.jpeg\"/)
\u521d\u671f\u6211\u4f53\u9a8c\u5404\u79cd lora \u753b\u4e86\u5f88\u591a\u56fe\uff0c\u540e\u9762\u770b\u591a\u4e86 ai \u7f8e\u5973\u5c31\u6ca1\u6709\u6fc0\u60c5\u4e86\u3002
\n", "date_published": "2024-02-23T03:53:10+00:00", "title": "\u5404\u4f4d\u90fd\u7528 stable diffusion \u505a\u8fc7\u5565\u6709\u610f\u601d\u7684\u4e8b\u60c5", "id": "t/1017813" }, { "author": { "url": "member/RobinWM", "name": "RobinWM", "avatar": "https://cdn.v2ex.com/avatar/bb47/864c/645595_large.png?m=1768456962" }, "url": "t/1017421", "date_modified": "2025-01-02T06:58:16+00:00", "content_html": "\u636e\u5b98\u65b9\u79f0\uff0cStableCascade \u5bf9\u6bd4 Stable Diffusion \uff0c\u53ef\u4ee5\u51cf\u5c11\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u566a\u58f0\u3002\u4f53\u9a8c\u4e0b\u6765\uff0c\u901f\u5ea6\u786e\u5b9e\u5feb\u4e86\u5f88\u591a\u3002
\n\u524d\u7aef\uff1aNextJS 14 App Router + Tailwind CSS\n\u90e8\u7f72\uff1aVercel
\n\u6ce8\uff1a\u672c\u6765\u7528 clerk \u505a\u4e86\u767b\u5f55\u529f\u80fd\uff0c\u7ed3\u679c\u4e0a\u7ebf\u540e\u63d0\u4ea4\u5230 Google search console \u4e00\u76f4\u63d0\u793a 401 \uff0c\u8fd8\u6ca1\u627e\u5230\u539f\u56e0
\n\u7b2c\u4e00\u6b21\u5728 V \u7ad9\u53d1\u5e16\uff0c\u73af\u5883\u5927\u5bb6\u4f53\u9a8c\u7f51\u7ad9\u548c\u63d0\u610f\u89c1\u3002\u5173\u4e8e cleark \u7684 401 \u95ee\u9898\u3002\u5982\u679c\u6709\u7528\u8fc7\u7684\u5927\u4f6c\u8bf7\u7559\u8a00\uff0c\u865a\u5fc3\u8bf7\u6559\uff0c\u8c22\u8c22\uff01
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\n\u6c42\u52a9\u5404\u4f4d\u5927\u4f6c
\n", "date_published": "2023-12-02T16:31:59+00:00", "title": "\u4f7f\u7528\u5f00\u6e90\u7684 stable diffusion \u672c\u5730\u79bb\u7ebf\u751f\u6210 ai \u56fe\u7247\u53ef\u4ee5\u62ff\u53bb\u5356\u5417\uff1f", "id": "t/997188" }, { "author": { "url": "member/xingfukuaile", "name": "xingfukuaile", "avatar": "https://cdn.v2ex.com/avatar/df65/b959/476931_large.png?m=1752411449" }, "url": "t/995450", "date_modified": "2025-01-02T07:01:00+00:00", "content_html": "| img | \nvideos | \n
URL: stable-video-diffusion-webui
\n", "date_published": "2023-11-27T02:04:24+00:00", "title": "Stable-Video-Diffusion Img to Videos", "id": "t/995450" }, { "author": { "url": "member/piaoyu", "name": "piaoyu", "avatar": "https://cdn.v2ex.com/gravatar/8aecac6ed57b551d4603a56cf332b10d?s=73&d=retro" }, "url": "t/995291", "date_modified": "2025-01-02T07:26:58+00:00", "content_html": "Stable Video Diffusion Tweets Explore ( https://www.stablevideodiffusion.online/explore) \ud83d\ude80
\n\u53ef\u4ee5\u76f4\u63a5\u5728 PlayGround \u4e0a\u73a9\u4e0b \ud83d\udd25 \uff0c\u4e0d\u8fc7\u5e94\u8be5\u6bd4\u8f83\u6162\u3002
https://stablediffusionweb.com/Realtime-Scribble-Diffusion#ai-art-generator
\n", "date_published": "2023-11-25T14:41:07+00:00", "title": "\u8fd9\u4e2a\u597d\u73a9\uff0c\u57fa\u4e8e stable diffusion \u7684\u6d82\u9e26\u8f6c\u5927\u4f5c", "id": "t/995199" }, { "author": { "url": "member/apppa", "name": "apppa", "avatar": "https://cdn.v2ex.com/gravatar/fb2a7de5c24ef20add485f322c865243?s=73&d=retro" }, "url": "t/994712", "date_modified": "2025-01-02T05:52:02+00:00", "content_html": "https://github.com/apple/ml-stable-diffusionStable Video Diffusion can playing the new ai video generator online. Try it ouout!
\n", "date_published": "2023-11-24T00:00:19+00:00", "title": "AI Tool: One Image to Generate a Video", "id": "t/994692" }, { "author": { "url": "member/linxiao23", "name": "linxiao23", "avatar": "https://cdn.v2ex.com/gravatar/93fd136ff45f51b1ef09a1a07756bf32?s=73&d=retro" }, "url": "t/994385", "date_modified": "2025-01-02T07:04:11+00:00", "content_html": "\u5177\u4f53\u8be6\u8c08
\n\u8054\u7cfb V:bHZsaW54aWFvMjAyMw==
\n", "date_published": "2023-11-23T01:35:59+00:00", "title": "Stable Diffusion \u4e8c\u6b21\u5f00\u53d1 OR AI \u6d4b\u80a4", "id": "t/994385" }, { "author": { "url": "member/dongxiaozhe", "name": "dongxiaozhe", "avatar": "https://cdn.v2ex.com/gravatar/b85fbf9b8b42dacb67f2fec343c43ede?s=73&d=retro" }, "url": "t/994277", "date_modified": "2025-01-02T07:05:35+00:00", "content_html": "\u53ea\u505a\u4e86\u5355\u9875\u9762\nhttps://www.stable-video-diffusion.net
\n\u8bf7\u5404\u4f4d\u5927\u4f6c\u591a\u63d0\u63d0\u610f\u89c1
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\n\u8be6\u7ec6\u5185\u5bb9\u53c2\u770b\uff1a https://zhuanlan.zhihu.com/p/663179436
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stable-fast \u4e3a\u5404\u79cd\u7ec4\u5408\u7684 Conv + Bias + Add + Act \u8ba1\u7b97\u6a21\u5f0f\u5b9e\u73b0\u4e86\u4e00\u7cfb\u5217\u529f\u80fd\u9f50\u5168\u4e14\u5b8c\u5168\u517c\u5bb9\u7684 CUDNN \u5377\u79ef\u878d\u5408\u8fd0\u7b97\u7b26\u3002stable-fast \u5b9e\u73b0\u4e86\u4e00\u7cfb\u5217\u4f7f\u7528 fp16 \u7cbe\u5ea6\u7684\u878d\u5408 GEMM \u8fd0\u7b97\u7b26\uff0c\u8fd9\u6bd4 PyTorch \u7684\u9ed8\u8ba4\u8bbe\u7f6e\u66f4\u5feb\uff08\u4ee5 fp16 \u8bfb\u53d6\u548c\u5199\u5165\uff0c\u4ee5 fp32 \u8ba1\u7b97\uff09\u3002stable-fast \u4f7f\u7528 OpenAI \u7684triton\u5b9e\u73b0\u4e86\u9ad8\u5ea6\u4f18\u5316\u7684\u878d\u5408\u7684 NHWC GroupNorm + GELU \u8fd0\u7b97\u7b26\uff0c\u6d88\u9664\u4e86\u5185\u5b58\u683c\u5f0f\u6392\u5217\u8fd0\u7b97\u7b26\u7684\u9700\u8981\u3002stable-fast \u6539\u8fdb\u4e86 torch.jit.trace \u63a5\u53e3\uff0c\u4f7f\u5176\u66f4\u9002\u5408\u8ffd\u8e2a\u590d\u6742\u6a21\u578b\u3002\u51e0\u4e4e\u6bcf\u4e00\u90e8\u5206\u7684 StableDiffusionPipeline \u90fd\u53ef\u4ee5\u88ab\u8ffd\u8e2a\u5e76\u8f6c\u6362\u4e3a __TorchScript__\u3002\u5b83\u6bd4 torch.compile \u66f4\u7a33\u5b9a\uff0c\u5e76\u4e14\u6bd4 torch.compile \u7684 CPU \u5f00\u9500\u660e\u663e\u5c0f\uff0c\u5e76\u652f\u6301 ControlNet \u548c __LoRA__\u3002stable-fast \u53ef\u4ee5\u5c06 UNet \u7ed3\u6784\u6355\u83b7\u5230 CUDA Graph \u683c\u5f0f\uff0c\u5f53\u6279\u91cf\u5927\u5c0f\u5c0f\u65f6\u53ef\u4ee5\u51cf\u5c11 CPU \u5f00\u9500\u3002stable-fast \u4ec5\u4ec5\u76f4\u63a5\u4f7f\u7528 xformers \u5e76\u4f7f\u5176\u4e0e TorchScript \u517c\u5bb9\u3002stable-fast \u662f\u4e13\u95e8\u4e3a HuggingFace Diffusers \u4f18\u5316\u7684\u3002\u5b83\u5728\u6240\u6709\u5e93\u4e2d\u90fd\u5b9e\u73b0\u4e86\u6700\u4f73\u6027\u80fd\u3002stable-fast \u4f5c\u4e3a PyTorch \u7684\u4e00\u4e2a\u63d2\u4ef6\u6846\u67b6\u5de5\u4f5c\u3002\u5b83\u5229\u7528\u73b0\u6709\u7684 PyTorch \u529f\u80fd\u548c\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u4e0e\u5176\u4ed6\u52a0\u901f\u6280\u672f\u517c\u5bb9\uff0c\u4ee5\u53ca\u6d41\u884c\u7684\u5fae\u8c03\u6280\u672f\u548c\u90e8\u7f72\u89e3\u51b3\u65b9\u6848\u3002| \u6846\u67b6 | \n\u6027\u80fd | \n
|---|---|
| Vanilla PyTorch | \n23 it/s | \n
| AITemplate | \n44 it/s | \n
| TensorRT | \n52 it/s | \n
| OneFlow | \n55 it/s | \n
| Stable Fast (\u4e0e xformers & triton \u5171\u540c\u5de5\u4f5c) | \n60 it/s | \n
| \u6846\u67b6 | \n\u6027\u80fd | \n
|---|---|
| Vanilla PyTorch | \n16 it/s | \n
| AITemplate | \n31 it/s | \n
| TensorRT | \n33 it/s | \n
| OneFlow | \n39 it/s | \n
| Stable Fast (\u4e0e xformers & triton \u5171\u540c\u5de5\u4f5c) | \n38 it/s | \n
\u524d\u6bb5\u65f6\u95f4\u73a9\u4e86\u4e0b Stable Diffusion web UI \uff0c\u5176\u751f\u6210\u6548\u679c\u5bf9\u6211\u8fd9\u79cd\u6ca1\u63a5\u89e6\u8fc7 AI \u7684\u5c0f\u767d\u5341\u5206\u9707\u64bc\u3002\u53ef\u60dc UI \u4f7f\u7528\u8d77\u6765\u4e0d\u592a\u65b9\u4fbf\uff0c\u5bf9\u65b0\u624b\u6765\u8bf4\u4e5f\u5f88\u96be\u4e0a\u624b\uff0c\u770b\u5230\u5b83\u6709\u63d0\u4f9b API \u63a5\u53e3\u5c31\u60f3\u7740\u91cd\u65b0\u5199\u4e2a\u597d\u7528\u70b9\u7684\u7528\u6237\u754c\u9762\u3002
\n\u76ee\u524d\u53ea\u652f\u6301\u6587\u751f\u56fe\uff0c\u529f\u80fd\u8fd8\u6bd4\u8f83\u57fa\u7840\uff0c\u6709\u5174\u8da3\u7684\u53ef\u4ee5\u4e0b\u8f7d\u8bd5\u7528\u770b\u770b\uff0c\u652f\u6301 mac arm \u548c windows x64 \uff0c\u5982\u679c\u6709\u4efb\u4f55\u5efa\u8bae\u6216\u8005\u4f7f\u7528\u95ee\u9898\u53ef\u4ee5\u76f4\u63a5\u5728\u4ed3\u5e93\u4e2d\u53cd\u9988\u3002
\nhttps://github.com/liriliri/vivy-docs
\n\u7279\u6027\uff1a
\n\u5e94\u7528\u754c\u9762\uff1a
\n![\"VIVY\"](\"https://res.liriliri.io/other/vivy.png\"/)