{"id":10020280,"date":"2024-08-23T00:00:00","date_gmt":"2024-08-23T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020280"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020280","title":{"rendered":"7000\u5b57\u8be6\u89e3\uff01\u5e7c\u513f\u56ed\u90fd\u80fd\u770b\u61c2\u7684Stable Diffusion\u5de5\u4f5c\u539f\u7406"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2023\/08\/11\/038990a6-380f-11ee-8f7d-00163e0b5ff3.jpg\" \/><\/p>\n<p>\u4e8b\u5148\u58f0\u660e\uff01\u672c\u6587\u6ca1\u6709\u82e6\u6da9\u96be\u61c2\u7684\u5404\u79cd\u4e13\u4e1a\u672f\u8bed\u548c\u4ee3\u7801\u516c\u5f0f\uff0c\u8bf7\u5927\u5bb6\u653e\u5fc3\u98df\u7528\uff01\uff01<\/p>\n<p>\u5728\u8fc7\u53bb\u7684\u4e00\u5e74\u91cc\uff0cAIGC\u5728\u7ed8\u753b\u9886\u57df\u7684\u84ec\u52c3\u53d1\u5c55\u5bf9\u8bbe\u8ba1\u884c\u4e1a\u7684\u51b2\u51fb\u76f8\u4fe1\u5927\u5bb6\u90fd\u6709\u76ee\u5171\u7779\u3002\u5404\u4e2a\u516c\u53f8\u90fd\u5728\u8981\u6c42\u8bbe\u8ba1\u5e08\u5fc5\u987b\u4f1a\u4f7f\u7528 AIGC \u7684\u76f8\u5173\u5de5\u5177\uff0c\u5176\u4e2d\u4ee5 Stable Diffusion \u4e3a\u57fa\u7840\u7684\u7cfb\u5217\u5de5\u5177\u548c Midjourney \u5e94\u7528\u8303\u56f4\u6700\u5e7f\u3002<\/p>\n<p>AI\u7ed8\u753b\u9886\u57df\u80fd\u591f\u53d6\u5f97\u5982\u6b64\u5de8\u5927\u7684\u8fdb\u5c55\uff0c\u5f88\u5927\u7684\u529f\u52b3\u8981\u5f52\u5c5e\u4e8eStability AI\u53d1\u5e03\u4e86\u5f00\u6e90\u7684Stable Diffusion\u3002<\/p>\n<p>\u5b83\u9664\u4e86\u964d\u4f4e\u786c\u4ef6\u8981\u6c42\uff0c\u4f7f\u5176\u53ef\u4ee5\u5728\u76f8\u5bf9\u666e\u901a\u7684\u786c\u4ef6\u4e0a\u8fd0\u884c\u5916\u3002\u4e5f\u6b63\u662f\u56e0\u4e3a\u5b83\u7684\u5f00\u6e90\u6027\uff0c\u5e94\u8fd0\u800c\u751f\u7684\u76f8\u5173\u7814\u7a76\u548c\u4e3a\u4e86\u66f4\u597d\u63a7\u5236\u6a21\u578b\u7684\u5404\u79cd\u63d2\u4ef6\u624d\u53d1\u5c55\u7684\u5c24\u4e3a\u7e41\u8363\u3002<\/p>\n<p>\u672c\u6587\u4e5f\u5c06\u4ece Stable Diffusion \u4ece\u53d1\uff0c\u804a\u4e00\u804a\u5b83\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5e0c\u671b\u80fd\u591f\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u7684\u7406\u89e3\u548c\u4f7f\u7528\u5b83\u3002<\/p>\n<p><strong>\u4e3a\u4ec0\u4e48\u9700\u8981\u4e86\u89e3 SD \u7684\u5de5\u4f5c\u539f\u7406<\/strong><\/p>\n<p>\u5728\u4f7f\u7528 Stable Diffusion\u76f8\u5173\u5de5\u5177\u65f6\uff0c\u5e76\u975e\u4e00\u5b9a\u9700\u8981\u4e86\u89e3\u5b83\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u4f46\u4e86\u89e3\u5b83\u5bf9\u540e\u7eed\u7684\u4f7f\u7528\u4f1a\u5f88\u6709\u5e2e\u52a9\u3002\u5f53\u9047\u5230\u751f\u6210\u56fe\u7247\u8d28\u91cf\u4f4e\uff0c\u5404\u79cd\u53c2\u6570\u4e0d\u77e5\u9053\u600e\u4e48\u8c03\u6574\u65f6\uff0c\u4e0d\u4f1a\u4e3e\u624b\u65e0\u63aa\u3002\u56e0\u4e3a\u4f60\u4f1a\u77e5\u9053\u5b83\u7684\u914d\u7f6e\u53c2\u6570\u6bd4\u5982\uff1a\u79cd\u5b50\u3001\u91c7\u6837\u5668\u3001\u6b65\u6570\u3001CFG \u6bd4\u4f8b\u6216\u53bb\u566a\u5f3a\u5ea6\u7b49\u662f\u5982\u4f55\u53bb\u5f71\u54cd\u6700\u7ec8\u751f\u6210\u56fe\u7247\u7684\uff0c\u80fd\u591f\u5e2e\u52a9\u6211\u4eec\u81ea\u5b9a\u4e49\u8c03\u6574\u7b97\u6cd5\u4ee5\u9002\u5e94\u7279\u5b9a\u7684\u8bbe\u8ba1\u9700\u6c42\u548c\u504f\u597d\uff0c\u4ece\u800c\u751f\u6210\u66f4\u7b26\u5408\u9884\u671f\u7684\u89c6\u89c9\u5185\u5bb9\u3002<\/p>\n<div class=\"js-star yyp--fancyPost\" data-id=\"45\"><\/div>\n<p>\u5728\u63a5\u4e0b\u6765\u7684\u5185\u5bb9\u4e2d\uff0c\u6211\u4f1a\u901a\u8fc7\u7c7b\u6bd4\u7684\u65b9\u5f0f\u8ba9\u5927\u5bb6\u4e86\u89e3 Stable Diffusion\u7684\u5185\u90e8\u5de5\u4f5c\u539f\u7406\uff0c\u4ee5\u53ca\u5b83\u662f\u5982\u4f55\u80fd\u591f\u901a\u8fc7\u63d0\u793a\u8bcd\u3001\u56fe\u50cf\u53c2\u8003\u7b49\u8f93\u5165\u6761\u4ef6\u6765\u751f\u6210\u5404\u79cd\u521b\u610f\u56fe\u50cf\u7684\uff0c\u518d\u6b21\u5f3a\u8c03\u672c\u6587\u6ca1\u6709\u82e6\u6da9\u96be\u61c2\u7684\u5404\u79cd\u4e13\u4e1a\u672f\u8bed\u548c\u4ee3\u7801\u516c\u5f0f\uff0c\u51e0\u4e4e\u9002\u5408\u6240\u6709\u4eba\u3002\u5982\u679c\u4f60\u5728\u4f7f\u7528 Stable Diffusion \u751f\u56fe\u5f97\u65f6\u5019\uff0c\u51fa\u56fe\u603b\u662f\u5dee\u5f3a\u4eba\u610f\uff0c\u76f8\u4fe1\u770b\u5b8c\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u5bf9\u4f60\u6709\u5f88\u5927\u7684\u5e2e\u52a9\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/39910a60-6033-11ef-bc67-00163e0b5ff3.png\" \/><\/p>\n<h2  id=\"toc-1\" class=\"jltoc--item\">\u4e00\u3001\u751f\u6210\u5f0f\u6a21\u578b\u7684\u53d1\u5c55<\/h2>\n<p>\u751f\u6210\u6a21\u578b\u53d1\u5c55\u521d\u671f\u4e3b\u8981\u662f\u57fa\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc(GAN)\uff0c\u4f46\u57282021\u5e74\u968f\u7740\u6269\u6563\u6a21\u578b\u6027\u80fd\u7684\u663e\u8457\u63d0\u5347\u548c\u751f\u6210\u8d28\u91cf\u7684\u5927\u5e45\u5ea6\u6539\u8fdb\u9010\u6e10\u6210\u4e3a\u4e3b\u6d41\u3002<\/p>\n<p>\u56e0\u4e3a\u5b83\u66f4\u63a5\u8fd1\u4eba\u7684\u601d\u7ef4\u6a21\u5f0f\uff0c\u80fd\u591f\u5b9e\u73b0\u66f4\u81ea\u7136\u548c\u591a\u6837\u5316\u7684\u751f\u6210\u5185\u5bb9\u3002<\/p>\n<p>\u4e0e\u4f20\u7edf\u7684GAN\u76f8\u6bd4\uff0c\u6269\u6563\u6a21\u578b\u5728\u751f\u6210\u6837\u672c\u7684\u8d28\u91cf\u3001\u591a\u6837\u6027\u548c\u7a33\u5b9a\u6027\u4e0a\u5177\u6709\u4e00\u5b9a\u7684\u4f18\u52bf\u3002\u5e76\u4e14\u5728\u8de8\u6a21\u6001\u5e94\u7528\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f8b\u5982OpenAI\u7684GLIDE\u548cDALL\u00b7E 2\u3001\u8c37\u6b4c\u7684Imagen\u3001\u4ee5\u53caStability AI\u7684Stable Diffusion\u7b49\u90fd\u662f\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u5e94\u7528\uff0c\u51f8\u663e\u4e86\u5b83\u5728\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u4e2d\u7684\u5f3a\u5927\u80fd\u529b\u3002<\/p>\n<p>\u4e0b\u9762\u6211\u4eec\u5148\u6765\u4ecb\u7ecd\u4e00\u4e0b\u4e24\u8005\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u653e\u5fc3\u4f60\u4e00\u5b9a\u80fd\u770b\u61c2\uff01<\/p>\n<h3>1. \u751f\u6210\u5bf9\u6297\u7f51\u7edc(GAN)\u7684\u5de5\u4f5c\u539f\u7406<\/h3>\n<p>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u662f\u7531\u4e24\u90e8\u5206\u7ec4\u6210\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\u8ba9\u4e24\u4e2a\u7f51\u7edc\u4e00\u4e2a\u751f\u6210\u5668\uff08Generator\uff09\u548c\u4e00\u4e2a\u5224\u522b\u5668\uff08Discriminator\uff09\u76f8\u4e92\u5bf9\u6297\uff0c\u4ee5\u6b64\u6765\u63d0\u9ad8\u751f\u6210\u6570\u636e\u7684\u8d28\u91cf\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/533be714-6033-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<p>\u63a5\u4e0b\u6765\u6211\u4eec\u7528\u8bbe\u8ba1\u5e08\u505a\u6bd4\u55bb\u6765\u89e3\u91ca\u4e00\u4e0b\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u60f3\u8c61\u4e00\u4e2a\u7531\u4e24\u4f4d\u8bbe\u8ba1\u5e08\u7ec4\u6210\u7684\u56e2\u961f\uff1a\u4e00\u4f4d\u662f\u8bbe\u8ba1\u5b9e\u4e60\u751f\uff08\u751f\u6210\u5668\uff09\uff0c\u53e6\u4e00\u4f4d\u662f\u8bbe\u8ba1\u603b\u76d1\uff08\u5224\u522b\u5668\uff09\u3002\u4ed6\u4eec\u76f8\u4e92\u914d\u5408\u5b8c\u6210\u5ba2\u6237\u6240\u8981\u6c42\u7684\u89c6\u89c9\u4f5c\u54c1\u3002<\/p>\n<p><strong>\u8bbe\u8ba1\u5b9e\u4e60\u751f\uff08\u751f\u6210\u5668\uff09:<\/strong><\/p>\n<p>\u5b9e\u4e60\u751f\u7684\u804c\u8d23\u662f\u521b\u9020\u51fa\u65b0\u7684\u89c6\u89c9\u4f5c\u54c1\uff0c\u6bd4\u5982\u6d77\u62a5\u3001\u5e7f\u544a\u7b49\u3002\u4ed6\u7684\u8981\u6c42\u662f\u5236\u4f5c\u51fa\u8ba9\u5ba2\u6237\u6ee1\u610f\u6f02\u4eae\u7684\u4f5c\u54c1\uff0c\u4ee5\u81f3\u4e8e\u8ba9\u5ba2\u6237\u76f8\u4fe1\u662f\u51fa\u81ea\u4e00\u4f4d\u8bbe\u8ba1\u5927\u5e08\u4e4b\u624b\u3002<\/p>\n<p>\u5728\u521d\u59cb\u9636\u6bb5\u4ed6\u7684\u4f5c\u54c1\u53ef\u80fd\u770b\u8d77\u6765\u6bd4\u8f83\u751f\u786c\u548c\u4e0d\u81ea\u7136\uff0c\u5f88\u5bb9\u6613\u88ab\u8bc6\u522b\u51fa\u662f\u65b0\u624b\u505a\u7684\u3002<\/p>\n<p><strong>\u8bbe\u8ba1\u603b\u76d1\uff08\u5224\u522b\u5668\uff09:<\/strong><\/p>\n<p>\u603b\u76d1\u4e3b\u8981\u662f\u8bc4\u4ef7\u5b9e\u4e60\u751f\u7684\u4f5c\u54c1\uff0c\u5e76\u5224\u65ad\u5b83\u753b\u9762\u662f\u5426\u548c\u8c10\uff0c\u5b57\u4f53\u3001\u989c\u8272\u7b49\u8bbe\u8ba1\u662f\u5426\u5408\u7406\u3002\u603b\u76d1\u5177\u5907\u89c6\u89c9\u9274\u8d4f\u7684\u654f\u611f\u773c\u5149\uff0c\u80fd\u591f\u8bc6\u522b\u51fa\u753b\u9762\u4e2d\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4ed6\u7684\u76ee\u6807\u662f\u786e\u4fdd\u63d0\u4ea4\u7684\u65b9\u6848\u5728\u89c6\u89c9\u4e0a\u6ca1\u6709\u95ee\u9898\uff0c\u753b\u9762\u8868\u8fbe\u7b26\u5408\u5ba2\u670d\u8981\u6c42\uff0c\u4fdd\u6301\u9ad8\u8d28\u91cf\u7684\u65b9\u6848\u4ea7\u51fa\u3002<\/p>\n<p><strong>\u5de5\u4f5c\u6d41\u7a0b:<\/strong><\/p>\n<p>\u7b2c\u4e00\u6b65: \u8bbe\u8ba1\u5b9e\u4e60\u751f\u63d0\u4ea4\u4ed6\u7684\u521d\u6b65\u8bbe\u8ba1\u7ed9\u8bbe\u8ba1\u603b\u76d1\u3002\u65e9\u671f\u7684\u8bbe\u8ba1\u53ef\u80fd\u5f88\u5bb9\u6613\u51fa\u73b0\u89c6\u89c9\u4e0a\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u7f3a\u4e4f\u5de5\u4f5c\u7ecf\u9a8c\u548c\u8bbe\u8ba1\u6280\u6cd5\uff0c\u9700\u8981\u4e0d\u65ad\u5730\u5b66\u4e60\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65: \u8bbe\u8ba1\u603b\u76d1\u5ba1\u6838\u8fd9\u4e9b\u8bbe\u8ba1\uff0c\u5e76\u63d0\u4f9b\u53cd\u9988\uff0c\u6307\u51fa\u753b\u9762\u54ea\u4e9b\u90e8\u5206\u6709\u95ee\u9898\u6216\u8005\u6ca1\u6709\u5f88\u597d\u7684\u8868\u8fbe\u5ba2\u6237\u7684\u9700\u6c42\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4f1a\u9010\u6e10\u63d0\u9ad8\u5bf9\u5b9e\u4e60\u751f\u7684\u8981\u6c42\u3002<\/p>\n<p>\u7b2c\u4e09\u6b65: \u8bbe\u8ba1\u5b9e\u4e60\u751f\u6839\u636e\u8fd9\u4e9b\u53cd\u9988\u8c03\u6574\u4ed6\u7684\u521b\u4f5c\u65b9\u6cd5\uff0c\u5b66\u4e60\u65b0\u7684\u6280\u672f\uff0c\u5c1d\u8bd5\u6539\u8fdb\u4ed6\u7684\u753b\u9762\uff0c\u8ba9\u5b83\u4eec\u66f4\u52a0\u7cbe\u7ec6\u7f8e\u89c2\uff0c\u80fd\u591f\u66f4\u597d\u7684\u8868\u8fbe\u5ba2\u6237\u7684\u9700\u6c42\u3002<\/p>\n<p>\u91cd\u590d: \u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u65ad\u91cd\u590d\uff0c\u5b9e\u4e60\u751f\u4e0d\u65ad\u6539\u8fdb\u4ed6\u7684\u4f5c\u54c1\uff0c\u800c\u603b\u76d1\u4e5f\u5728\u4e0d\u65ad\u63d0\u9ad8\u5bf9\u5b9e\u4e60\u751f\u7684\u4f5c\u54c1\u7684\u89c6\u89c9\u8981\u6c42\u3002<\/p>\n<p>\u7ed3\u679c:<\/p>\n<p>\u7ecf\u8fc7\u591a\u6b21\u8fed\u4ee3\u540e\uff0c\u5982\u679c\u5b9e\u4e60\u751f\u80fd\u591f\u521b\u9020\u51fa\uff0c\u5373\u4f7f\u662f\u975e\u5e38\u6709\u7ecf\u9a8c\u7684\u8bbe\u8ba1\u603b\u76d1\u90fd\u96be\u4ee5\u6311\u51fa\u95ee\u9898\u7684\u4f5c\u54c1\u3002\u5230\u8fd9\u4e00\u6b65\u5c31\u53ef\u4ee5\u8bf4\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u5df2\u7ecf\u8bad\u7ec3\u5b8c\u6210\u4e86\uff0c\u751f\u6210\u5668\uff08\u8bbe\u8ba1\u5b9e\u4e60\u751f\uff09\u5df2\u7ecf\u80fd\u591f\u5236\u4f5c\u51fa\u8db3\u591f\u4f18\u79c0\u7684\u89c6\u89c9\u4f5c\u54c1\uff0c\u5224\u522b\u5668\uff08\u8bbe\u8ba1\u603b\u76d1\uff09\u7684\u5ba1\u7f8e\u548c\u89c6\u89c9\u8bc4\u5224\u80fd\u529b\u4e5f\u5f97\u5230\u4e86\u63d0\u5347\u3002\u901a\u8fc7\u4e24\u8005\u4e0d\u65ad\u5730\u63d0\u9ad8\u8981\u6c42\uff0cGAN\u7528\u4e8e\u89c6\u89c9\u751f\u6210\uff0c\u80fd\u591f\u4ea7\u751f\u8d28\u91cf\u975e\u5e38\u9ad8\u7684\u56fe\u50cf\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/5ccc8c2a-6033-11ef-a08b-00163e0b5ff3.png\" \/><\/p>\n<h3>2. \u751f\u6210\u5bf9\u6297\u7f51\u7edc(GAN)\u88ab\u9010\u6e10\u653e\u5f03\u7684\u539f\u56e0<\/h3>\n<p><strong>GAN\u7684\u8bad\u7ec3\u4e0d\u7a33\u5b9a\uff1a<\/strong><\/p>\n<p>\u8bbe\u8ba1\u603b\u76d1\u8fc7\u4e8e\u6311\u5254\uff1a\u5bf9\u8bbe\u8ba1\u5e08\u7684\u6bcf\u4e00\u9879\u4f5c\u54c1\u90fd\u6301\u6000\u7591\u6001\u5ea6\uff0c\u5e76\u62d2\u7edd\u63a5\u53d7\u5927\u90e8\u5206\u8bbe\u8ba1\u65b9\u6848\u3002<\/p>\n<p>\u8bbe\u8ba1\u5e08\u8d70\u6377\u5f84\uff1a\u4e3a\u4e86\u901a\u8fc7\u5ba1\u67e5\uff0c\u8bbe\u8ba1\u5e08\u5f00\u59cb\u4e0d\u65ad\u91cd\u590d\u76f8\u4f3c\u7684\u8bbe\u8ba1\u4f5c\u54c1\uff08\u6a21\u5f0f\u5d29\u6e83\uff09\uff0c\u6700\u7ec8\u4e27\u5931\u4e86\u521b\u9020\u529b\u548c\u591a\u6837\u6027\u3002<\/p>\n<p><strong>\u96be\u4ee5\u8bc4\u4f30\u8bbe\u8ba1\u8d28\u91cf\uff1a<\/strong><\/p>\n<p>\u7f3a\u4e4f\u660e\u786e\u6807\u51c6\uff1a\u6ca1\u6709\u6e05\u6670\u7684\u8bbe\u8ba1\u5ba1\u7f8e\u6807\u51c6\uff0c\u5f88\u96be\u5224\u65ad\u8bbe\u8ba1\u5e08\u7684\u4f5c\u54c1\u662f\u5426\u7b26\u5408\u671f\u671b\u3002<\/p>\n<p>\u8bbe\u8ba1\u603b\u76d1\u7684\u4e2a\u4eba\u559c\u597d\uff1a\u6709\u65f6\u4f1a\u56e0\u4e3a\u81ea\u8eab\u7684\u5ba1\u7f8e\u504f\u597d\u5bf9\u8bbe\u8ba1\u5e08\u7684\u4f5c\u54c1\u4ea7\u751f\u504f\u89c1\uff0c\u4ece\u800c\u5f71\u54cd\u4f5c\u54c1\u8d28\u91cf\u7684\u8bc4\u4f30\u3002<\/p>\n<p><strong>\u5bf9\u8d44\u6e90\u8981\u6c42\u9ad8\uff1a<\/strong><\/p>\n<p>\u8bbe\u8ba1\u5e08\u4e0e\u8bbe\u8ba1\u603b\u76d1\u7684\u6301\u7eed\u5bf9\u6297\u9700\u8981\u5927\u91cf\u7684\u7cbe\u529b\u548c\u65f6\u95f4\uff0c\u4f7f\u5f97\u6574\u4e2a\u8bbe\u8ba1\u8fc7\u7a0b\u6f2b\u957f\u800c\u8017\u8d39\u8d44\u6e90\u3002<\/p>\n<p>\u8bbe\u8ba1\u5e08\u9700\u8981\u53cd\u590d\u4e0e\u603b\u76d1\u6c9f\u901a\u8c03\u6574\uff0c\u6c9f\u901a\u6210\u672c\u8f83\u9ad8\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/6a0c974a-6033-11ef-a08b-00163e0b5ff3.png\" \/><\/p>\n<p>\u4e0eGAN\u4e0d\u540c\uff0c\u6269\u6563\u6a21\u578b\u5c31\u50cf\u662f\u62e5\u6709\u660e\u786e\u65b9\u5411\u4e14\u7a33\u5b9a\u7684\u8bbe\u8ba1\u56e2\u961f\uff0c\u901a\u8fc7\u6e10\u8fdb\u5f0f\u7684\u4f18\u5316\u9010\u6b65\u8fbe\u6210\u9ad8\u8d28\u91cf\u7684\u8bbe\u8ba1\u6548\u679c\u3002\u4e0b\u9762\u6211\u4eec\u7ee7\u7eed\u6765\u770b\u4e00\u4e0b\u6269\u6563\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u3002<\/p>\n<h2  id=\"toc-2\" class=\"jltoc--item\">\u4e8c\u3001\u6269\u6563\u6a21\u578b\uff08Diffusion Models\uff09 \u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u6269\u6563\u6a21\u578b\u4e4b\u6240\u4ee5\u8fd9\u6837\u547d\u540d\uff0c\u662f\u56e0\u4e3a\u5b83\u7684\u751f\u6210\u8fc7\u7a0b\u548c\u7269\u7406\u5b66\u4e0a\u7684\u5206\u5b50\u6269\u6563\u8fc7\u7a0b\u975e\u5e38\u76f8\u4f3c\uff0c\u5c31\u50cf\u628a\u51b0\u878d\u5316\u4e3a\u6c34\u518d\u628a\u6c34\u51bb\u7ed3\u6210\u51b0\uff0c\u6c34\u4f1a\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u9010\u6e10\u79fb\u52a8\u548c\u6269\u6563\u3002<\/p>\n<p>\u6269\u6563\u6a21\u578b\u4e5f\u662f\u7531\u4e3b\u8981\u7684\u4e24\u4e2a\u6b65\u9aa4\u7ec4\u6210\uff0c\u6b63\u5411\u6269\u6563\u548c\u53cd\u5411\u6269\u6563\uff0c\u6b63\u5411\u6269\u6563\u662f\u9010\u6b65\u589e\u52a0\u566a\u58f0\u76f4\u81f3\u539f\u59cb\u56fe\u50cf\u6ca1\u6709\u4efb\u4f55\u53ef\u4ee5\u8fa8\u522b\u7684\u7279\u5f81\uff0c\u53cd\u5411\u6269\u6563\u662f\u9010\u6b65\u53bb\u9664\u566a\u58f0\u76f4\u81f3\u6062\u590d\u539f\u59cb\u7684\u6570\u636e\u8ba9\u753b\u9762\u53ef\u8fa8\u8ba4\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/a6c07a9e-6033-11ef-a08b-00163e0b5ff3.png\" \/><\/p>\n<p>\u770b\u4e0d\u61c2\u6ca1\u6709\u5173\u7cfb\uff0c\u540c\u6837\u6211\u4eec\u505a\u4e2a\u6bd4\u55bb\uff0c\u6bd4\u5982\u7528\u6587\u7269\u4fee\u590d\u5e08\u7684\u89d2\u8272\u6765\u5f62\u5bb9\u6269\u6563\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u6587\u7269\u4fee\u590d\u5e08\u7684\u5de5\u4f5c\u662f\u4fee\u590d\u4e00\u4ef6\u7ecf\u5386\u4e86\u4e25\u91cd\u635f\u574f\u7684\u53e4\u8001\u73cd\u8d35\u6587\u7269\u3002<\/p>\n<h3>1. \u635f\u574f\u6a21\u62df\uff08\u6b63\u5411\u6269\u6563\u7684\u52a0\u566a\u8fc7\u7a0b\uff09<\/h3>\n<ul>\n<li>\u4fee\u590d\u5e08\u4fee\u590d\u6587\u7269\u7684\u65f6\u5019\uff0c\u9996\u5148\u9700\u8981\u5b8c\u5168\u4e86\u89e3\u635f\u574f\u7684\u8fc7\u7a0b\u3002\u56e0\u6b64\u4ed6\u91c7\u53d6\u4e86\u4e00\u4e2a\u770b\u4f3c\u9006\u5411\u7684\u65b9\u6cd5\uff1a\u4ed6\u5148\u5bf9\u4e00\u4e2a\u5b8c\u597d\u65e0\u635f\u7684\u76f8\u4f3c\u6587\u7269\u8fdb\u884c\u4eba\u5de5\u8001\u5316\u548c\u635f\u574f\u5904\u7406\uff0c\u9010\u6b65\u65bd\u52a0\u5404\u79cd\u635f\u5bb3\uff0c\u6bd4\u5982\u88c2\u7eb9\u3001\u6389\u6f06\u3001\u892a\u8272\u7b49\uff0c\u6a21\u62df\u591a\u5e74\u6765\u53ef\u80fd\u53d1\u751f\u7684\u81ea\u7136\u78e8\u635f\u3002<\/li>\n<li>\u8fd9\u4e2a\u8fc7\u7a0b\u76f8\u5f53\u4e8e\u6269\u6563\u6a21\u578b\u4e2d\u7684\u6b63\u5411\u8fc7\u7a0b\uff0c\u5373\u9010\u6b65\u589e\u52a0\u566a\u58f0\u3002\u8fd9\u91cc\u7684\u201c\u566a\u58f0\u201d\u4e0d\u662f\u5b57\u9762\u610f\u4e49\u4e0a\u7684\u58f0\u97f3\uff0c\u800c\u662f\u6307\u5bf9\u6587\u7269\u4e2d\u7684\u5404\u79cd\u635f\u574f\u56e0\u7d20\uff08\u88c2\u7eb9\u3001\u6389\u6f06\u3001\u892a\u8272\u7b49\uff09\uff0c\u8ba9\u5b83\u4ece\u5b8c\u597d\u7684\u72b6\u6001\u9010\u6e10\u53d8\u4e3a\u5b8c\u5168\u635f\u574f\u7684\u72b6\u6001\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/b8dc32c2-6033-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<h3>2. \u6587\u7269\u4fee\u590d\uff08\u53cd\u5411\u6269\u6492\u7684\u53bb\u566a\u8fc7\u7a0b\uff09<\/h3>\n<ul>\n<li>\u63a5\u4e0b\u6765\u5c31\u5230\u4e86\u4fee\u590d\u5e08\u628a\u8001\u5316\u7684\u6587\u7269\u6062\u590d\u5230\u5b83\u539f\u59cb\u672a\u53d7\u635f\u7684\u72b6\u6001\u3002\u8fd9\u9700\u8981\u975e\u5e38\u9ad8\u8d85\u7684\u6280\u672f\u548c\u5bf9\u6587\u7269\u539f\u59cb\u72b6\u6001\u7684\u6df1\u523b\u7406\u89e3\u3002\u4fee\u590d\u5e08\u4f1a\u4f7f\u7528\u5404\u79cd\u5de5\u5177\u548c\u5316\u5b66\u7269\u8d28\uff0c\u4ed4\u7ec6\u5730\u53bb\u9664\u6bcf\u4e00\u5904\u4eba\u4e3a\u7684\u635f\u574f\uff0c\u5305\u62ec\u586b\u8865\u88c2\u7f1d\u3001\u91cd\u65b0\u4e0a\u8272\u3001\u5e76\u4fee\u590d\u892a\u8272\u548c\u78e8\u635f\u7684\u90e8\u5206\u3002<\/li>\n<li>\u8fd9\u4e00\u8fc7\u7a0b\u5bf9\u5e94\u6269\u6563\u6a21\u578b\u4e2d\u7684\u9006\u5411\u8fc7\u7a0b\uff0c\u5373\u9010\u6b65\u53bb\u9664\u566a\u58f0\u3002\u5728\u8fd9\u91cc\uff0c\u201c\u53bb\u9664\u566a\u58f0\u201d\u610f\u5473\u7740\u4fee\u590d\u5e08\u5728\u6d88\u9664\u4e4b\u524d\u523b\u610f\u6dfb\u52a0\u7684\u6240\u6709\u635f\u574f\u7684\u540c\u65f6\uff0c\u9010\u6b65\u8fd8\u539f\u6587\u7269\u7684\u539f\u59cb\u72b6\u6001\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/c668daf8-6033-11ef-bc67-00163e0b5ff3.png\" \/><\/p>\n<h3>3. \u566a\u58f0<\/h3>\n<p>\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c&#8221;\u566a\u58f0&#8221;\u6307\u7684\u662f\u523b\u610f\u65bd\u52a0\u5230\u6587\u7269\u4e0a\u7684\u5404\u79cd\u635f\u574f\u56e0\u7d20\u3002<\/p>\n<p>\u8fd9\u4e9b\u201c\u566a\u58f0\u201d\u88ab\u6709\u8ba1\u5212\u5730\u9010\u6b65\u52a0\u5165\u5230\u6587\u7269\u7684\u7834\u574f\u4e2d\uff0c\u6765\u6a21\u62df\u6587\u7269\u88ab\u968f\u673a\u7834\u574f\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u7684\u76ee\u7684\u662f\uff0c\u5728\u4fee\u590d\u8bad\u7ec3\u4e2d\u521b\u5efa\u4e00\u4e2a\u4ece\u5b8c\u5168\u6709\u5e8f\u5230\u5b8c\u5168\u65e0\u5e8f\u7684\u8fde\u7eed\u8fc7\u7a0b\uff0c\u4ee5\u4fbf\u6587\u7269\u4fee\u590d\u5e08\u5b66\u4e60\u5982\u4f55\u628a\u968f\u673a\u7834\u574f\u7684\u6587\u7269\u91cd\u65b0\u6062\u590d\u51fa\u5b8c\u597d\u7684\u3001\u7cbe\u7f8e\u7684\u539f\u59cb\u72b6\u6001\u3002<\/p>\n<h3>4. \u566a\u58f0\u9884\u6d4b\u5668\u548c\u91c7\u6837<\/h3>\n<p>\u566a\u58f0\u9884\u6d4b\u5668\u548c\u91c7\u6837\u5728\u53cd\u5411\u6269\u6563\u4e2d\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u5173\u952e\u6280\u672f\u3002<\/p>\n<p>\u566a\u58f0\u9884\u6d4b\u5668\u53ef\u4ee5\u60f3\u8c61\u6210\u4e00\u4e2a\u9ad8\u7ea7\u7684\u8bca\u65ad\u5de5\u5177\uff0c\u6587\u7269\u4fee\u590d\u5e08\u4f7f\u7528\u5b83\u6765\u5206\u6790\u827a\u672f\u54c1\u7684\u635f\u574f\u7a0b\u5ea6\u548c\u7c7b\u578b\u3002\u8fd9\u4e2a\u5de5\u5177\u80fd\u591f\u7cbe\u786e\u5730\u786e\u5b9a\u6bcf\u4e00\u5904\u635f\u4f24\u7684\u4f4d\u7f6e\u3001\u6df1\u5ea6\u548c\u5f71\u54cd\uff0c\u4e3a\u4fee\u590d\u5de5\u4f5c\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n<p>\u91c7\u6837\u8fc7\u7a0b\u53ef\u4ee5\u89c6\u4e3a\u4fee\u590d\u8fc7\u7a0b\u4e2d\u7684\u5b9e\u9645\u64cd\u4f5c\u6b65\u9aa4\uff0c\u6bcf\u4e00\u6b65\u64cd\u4f5c\u90fd\u57fa\u4e8e\u566a\u58f0\u9884\u6d4b\u5668\u63d0\u4f9b\u7684\u6570\u636e\u3002\u7531\u4e8e\u89e3\u51b3\u67d0\u4e00\u4e2a\u7834\u635f\u7684\u95ee\u9898\u6709\u5f88\u591a\u79cd\u65b9\u6cd5\uff0c\u6240\u4ee5\u91c7\u6837\u7684\u5b9e\u9645\u64cd\u4f5c\u6b65\u9aa4\u4e5f\u53ef\u4ee5\u5206\u4e3a\u5f88\u591a\u79cd\u3002\u5bf9\u5e94\u5230\u6a21\u578b\u4e2d\u5c31\u662f\u5404\u79cd\u91c7\u6837\u5668\uff0c\u6bd4\u5982\uff1aEuler\uff0c Euler Ancestral\uff0c DDIM\uff0c DPM++ 2M Karras\u7b49\u3002\u518d\u7b80\u5355\u70b9\u6765\u8bf4\uff0c\u6bd4\u5982\u540c\u4e00\u9053\u6570\u5b66\u9898\u6709\u591a\u79cd\u89e3\u6cd5\uff0c\u6bcf\u4e00\u79cd\u89e3\u6cd5\u5c31\u662f\u4e00\u4e2a\u4e2a\u7684\u91c7\u6837\u5668\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/d4a307ba-6033-11ef-9f36-00163e0b5ff3.png\" \/><\/p>\n<p>\u901a\u8fc7\u4e0a\u9762\u7684\u5f62\u5bb9\uff0c\u628a\u6269\u6563\u6a21\u578b\u7684\u201c\u52a0\u566a\u201d\u548c\u201c\u53bb\u566a\u201d\u7528\u6587\u7269\u4fee\u590d\u7684\u8fc7\u7a0b\u6765\u63cf\u8ff0\uff0c\u76f8\u4fe1\u5927\u5bb6\u5e94\u8be5\u90fd\u61c2\u4e86\uff0c\u5176\u4e2d\u6587\u7269\u4fee\u590d\u5e08\u4e0d\u4ec5\u8981\u7406\u89e3\u6587\u7269\u4eba\u4e3a\u52a0\u901f\u8001\u5316\u8fc7\u7a0b\uff0c\u8fd8\u8981\u638c\u63e1\u5982\u4f55\u4ece\u6781\u7aef\u635f\u574f\u4e2d\u6062\u590d\u51fa\u6587\u7269\u7684\u539f\u59cb\u72b6\u6001\u3002\u7ecf\u8fc7\u8fd9\u6837\u4e0d\u65ad\u7684\u53cc\u91cd\u8fc7\u7a0b\uff0c\u52a0\u4e0a\u4fee\u590d\u5de5\u5177\uff08\u566a\u58f0\u9884\u6d4b\u5668\u548c\u91c7\u6837\u7b49\uff09\u7684\u4f7f\u7528\uff0c\u5148\u7834\u574f\u518d\u4fee\u590d\u7684\u65b9\u5f0f\uff0c\u80fd\u591f\u8ba9\u6587\u7269\u4fee\u590d\u5e08\u7684\u80fd\u529b\u9010\u6e10\u63d0\u5347\uff0c\u8fbe\u5230\u9ad8\u8d28\u91cf\u8fd8\u539f\u6587\u7269\u7684\u76ee\u7684\u3002\u56de\u5230\u6269\u6563\u6a21\u578b\uff0c\u5c31\u662f\u8ba9\u6269\u6563\u6a21\u578b\u5728\u4e0d\u65ad\u7684\u52a0\u566a\u548c\u53bb\u566a\u4e2d\u4e0d\u65ad\u8bad\u7ec3\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u80fd\u529b\uff0c\u8ba9\u5176\u80fd\u591f\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\u7684\u56fe\u7247\u6216\u5176\u5b83\u903c\u771f\u6570\u636e\u7684\u76ee\u7684\u3002<\/p>\n<p>\u6211\u4eec\u7ecf\u5e38\u542c\u5230\u7684Stable Diffusion\uff0c\u4e0e\u6269\u6563\u6a21\u578b\uff08Diffusion Models\uff09\u5e76\u4e0d\u76f8\u7b49\uff0c\u6269\u6563\u6a21\u578b\u662f\u901a\u7528\u7684\u5e95\u5c42\u6280\u672f\u3002\u800cStable Diffusion\u662f\u4e00\u79cd\u5b9e\u73b0\u4e86\u7279\u5b9a\u6280\u672f\u5e94\u7528\u7684\u6269\u6563\u6a21\u578b\uff0cOK\uff0c\u4e0b\u9762\u6211\u4eec\u7ee7\u7eed\u6765\u770b\u4e00\u4e0bStable Diffusion \u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<h2  id=\"toc-3\" class=\"jltoc--item\">\u4e09\u3001Stable Diffusion \u7684\u5de5\u4f5c\u6d41\u7a0b<\/h2>\n<p>Stable Diffusion\u867d\u7136\u4e0e\u6269\u6563\u6a21\u578b\u7684\u57fa\u672c\u539f\u7406\u76f8\u540c\uff0c\u4f46\u5b83\u66f4\u6ce8\u91cd\u6761\u4ef6\u751f\u6210\uff0c\u540d\u79f0\u4e2d\u7684Stable\uff08\u7a33\u5b9a\u7684\uff09\u4e5f\u5f3a\u8c03\u4e86\u8fd9\u4e00\u70b9\uff0c\u4e5f\u6b63\u662f\u56e0\u4e3a\u6761\u4ef6\u751f\u6210\u7684\u5404\u9879\u6280\u672f\uff0c\u624d\u80fd\u8ba9\u6a21\u578b\u66f4\u63a5\u8fd1\u6211\u4eec\u7684\u60f3\u6cd5\u6765\u751f\u6210\u56fe\u7247\uff0c\u6240\u4ee5\u6761\u4ef6\u751f\u6210\u4e5f\u662fStable Diffusion\u7684\u6838\u5fc3\u529f\u80fd\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/df3310f8-6033-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<p><strong>\u6761\u4ef6\u751f\u6210<\/strong><\/p>\n<p>\u6761\u4ef6\u751f\u6210\u6280\u672f\u5728\u89c6\u89c9\u9886\u57df\u626e\u6f14\u7740\u6838\u5fc3\u89d2\u8272\uff0c\u6211\u4eec\u6700\u5e38\u4f7f\u7528\u7684\u6587\u751f\u56fe\uff08Text-to-Image\uff09\u5c31\u662f\u5176\u6700\u57fa\u7840\u7684\u529f\u80fd\u4e4b\u4e00\uff0c \u9664\u4e86\u6587\u672c\u5230\u56fe\u50cf\u7684\u8f6c\u6362\u3002\u5982\u56fe\u50cf\u5230\u56fe\u50cf\uff08Image-to-Image\uff09\u3001\u56fe\u50cf\u4fee\u590d\uff08Inpainting\uff09\u3001\u56fe\u50cf\u6269\u5c55\uff08Outpainting\uff09\u4ee5\u53ca\u6df1\u5ea6\u5230\u56fe\u50cf\uff08Depth-to-Image\uff09\u7b49\u3002\u8fd9\u4e9b\u6280\u672f\u90fd\u5728\u5404\u4e2a\u4e0d\u540c\u7684\u65b9\u5411\u89e3\u51b3\u63a7\u5236\u89c6\u89c9\u548c\u56fe\u5f62\u7684\u4efb\u52a1\uff0c\u4e0b\u9762\u6765\u770b\u4e00\u4e0b\u5b83\u4eec\u5177\u4f53\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u3002<\/p>\n<p><strong>\u6587\u751f\u56fe\uff08Text-to-Image\uff09\uff1a\u6587\u672c\u5230\u56fe\u50cf\u7684\u8f6c\u6362<\/strong><\/p>\n<p>\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u80fd\u591f\u7406\u89e3\u7684\u5185\u5bb9\u662fStable Diffusion\u6700\u57fa\u672c\u7684\u529f\u80fd\uff0c\u4e5f\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684\u6587\u751f\u56fe\u529f\u80fd\u3002\u5b83\u7531\u4ee5\u4e0b\u51e0\u90e8\u5206\u7ec4\u6210\u3002<\/p>\n<p><strong>\u5206\u8bcd\u5668\uff08Embedding\uff09\uff1a<\/strong><\/p>\n<p>\u7531\u4e8e\u8ba1\u7b97\u673a\u4e0d\u80fd\u76f4\u63a5\u7406\u89e3\u4eba\u7c7b\u7684\u8bed\u8a00\uff0c\u53ea\u80fd\u5904\u7406\u6570\u5b57\u548c\u7b26\u53f7\u3002\u5206\u8bcd\u5668\u7684\u4efb\u52a1\u662f\u628a\u6211\u4eec\u4eba\u7c7b\u7684\u8bed\u8a00\u8f6c\u6362\u6210\u8ba1\u7b97\u673a\u53ef\u4ee5\u7406\u89e3\u7684\u6570\u5b57\u8868\u793a\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u5982\uff1a\u201c\u4e00\u53ea\u5728\u8349\u5730\u4e0a\u8df3\u821e\u7684\u732b\u201d\uff0c\u7ecf\u8fc7\u5206\u8bcd\u5668\u5904\u7406\u540e\u53ef\u80fd\u662f\uff1a\u2018\u4e00\u53ea\u2019\uff0c\u2018\u5728\u2019\uff0c\u2018\u8349\u5730\u4e0a\u2019\uff0c\u2018\u8df3\u821e\u2019\uff0c\u2018\u7684\u2019\uff0c\u2018\u732b\u2019\u3002\u901a\u8fc7\u9884\u5148\u5b9a\u4e49\u7684\u8bcd\u6c47\u8868\uff0c\u5c06\u6bcf\u4e2a\u8bcd\u8bed\u6620\u5c04\u6210\u4e00\u4e2a\u552f\u4e00\u7684\u6570\u5b57\u7f16\u53f7\u3002\u6bd4\u5982\uff1a{\u2018\u4e00\u53ea\u2019\uff1a 1\uff0c\u2018\u5728\u2019\uff1a 2\uff0c \u2018\u8349\u5730\u4e0a\u2019\uff1a 3\uff0c\u2018\u8df3\u821e\u2019\uff1a 4\uff0c\u2018\u7684\u2019\uff1a5\uff0c\u2018\u732b\u2019\uff1a 6}\u3002<\/p>\n<p><strong>\u5d4c\u5165\uff08Embedding\uff09\uff1a<\/strong><\/p>\n<p>\u5206\u8bcd\u5668\u628a\u6587\u672c\u5904\u7406\u597d\u4ee5\u540e\uff0c\u5d4c\u5165\u5c06\u6570\u5b57\u7f16\u53f7\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u53ef\u4ee5\u5904\u7406\u7684\u6570\u5b57\u5411\u91cf\u3002\u5d4c\u5165\u5411\u91cf\u53ef\u4ee5\u8ba9\u6a21\u578b\u7406\u89e3\u6587\u672c\u7684\u542b\u4e49\uff0c\u5e76\u8fdb\u884c\u540e\u7eed\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u6587\u672c\u5206\u7c7b\u3001\u7ffb\u8bd1\u6216\u56fe\u50cf\u751f\u6210\uff0c\u4e5f\u5c31\u662f\u8d4b\u4e88\u8bcd\u6c47\u610f\u4e49\u3002<\/p>\n<p><strong>\u8bed\u8a00-\u56fe\u50cf\u5bf9\u6bd4\u9884\u8bad\u7ec3\u6a21\u578b-CLIP\uff08Contrastive Language-Image Pre-training\uff09\uff1a<\/strong><\/p>\n<p>\u901a\u8fc7\u5b66\u4e60\u5927\u91cf\u7684\u56fe\u50cf\u548c\u5bf9\u5e94\u7684\u6587\u672c\u63cf\u8ff0\uff0cCLIP\u53ef\u4ee5\u5c06\u4e24\u8005\u8054\u7cfb\u5728\u4e00\u8d77\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u6839\u636e\u56fe\u50cf\u627e\u5230\u76f8\u5173\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u6839\u636e\u6587\u672c\u63cf\u8ff0\u627e\u5230\u76f8\u5173\u7684\u56fe\u50cf\u3002\u4e3a\u8ba1\u7b97\u673a\u63d0\u4f9b\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u548c\u89c6\u89c9\u5185\u5bb9\u4e4b\u95f4\u5173\u8054\u7684\u80fd\u529b\uff0c\u6765\u6307\u5bfc\u56fe\u50cf\u7684\u751f\u6210\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/ef710538-6033-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<p><strong>\u7c7b\u6807\u7b7e\uff08Class Labels\uff09<\/strong><\/p>\n<p>\u7c7b\u6807\u7b7e\u4f5c\u4e3a\u6761\u4ef6\u4fe1\u606f\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u751f\u6210\u7279\u5b9a\u7c7b\u522b\u7684\u56fe\u50cf\u3002\u5b83\u4f5c\u4e3a\u4e00\u79cd\u8865\u5145\u4fe1\u606f\u80fd\u591f\u63d0\u9ad8\u751f\u6210\u56fe\u50cf\u7684\u51c6\u786e\u6027\u3002\u6bd4\u5982\uff1a\u201c\u4e00\u652f\u9c9c\u82b1\u63d2\u5728\u725b\u7caa\u4e0a\u201d\uff0c\u53ef\u4ee5\u4f7f\u7528\u201c\u82b1\u201d\u8fd9\u4e2a\u6807\u7b7e\u6765\u786e\u4fdd\u751f\u6210\u56fe\u50cf\u4e2d\u5305\u542b\u82b1\u7684\u5143\u7d20\u3002\u8fd8\u53ef\u4ee5\u4e0e\u7279\u5b9a\u7684\u98ce\u683c\u76f8\u5173\u8054\uff0c\u6bd4\u5982\u201c\u6f2b\u753b\u98ce\u683c\u201d\u201c\u8d5b\u535a\u670b\u514b\u201d\u7b49\uff0c\u6216\u8005\u4e0e\u5176\u4ed6\u7c7b\u522b\u6807\u7b7e\u7ed3\u5408\uff0c\u6bd4\u5982\uff1a\u201c\u8d5b\u535a\u670b\u514b\u98ce\u683c\u7684\u82b1\u63d2\u5728\u725b\u7caa\u4e0a\u201d\uff0c\u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u5230\u6bcf\u4e2a\u7c7b\u6807\u7b7e\u4e0e\u7279\u5b9a\u56fe\u50cf\u98ce\u683c\u7684\u5173\u8054\u6027\uff0c\u4ece\u800c\u751f\u6210\u7b26\u5408\u6807\u7b7e\u63cf\u8ff0\u7684\u98ce\u683c\u56fe\u50cf\u3002<\/p>\n<p>\u867d\u7136\u5728Stable Diffusion\u4e2d\u4e3b\u8981\u4f9d\u8d56\u4e8e\u6587\u672c\u63d0\u793a\uff08prompt\uff09\u6765\u6307\u5bfc\u56fe\u50cf\u751f\u6210\uff0c\u4f46\u7c7b\u6807\u7b7e\u5728\u67d0\u4e9b\u5e94\u7528\u573a\u666f\u4e2d\u53ef\u4ee5\u8fdb\u4e00\u6b65\u52a0\u5f3a\u751f\u6210\u56fe\u50cf\u7684\u51c6\u786e\u6027\u548c\u591a\u6837\u6027\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/f7618f4c-6033-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<p><strong>CFG Scale\u503c\uff08Classification Free Guidance Scale\uff09<\/strong><\/p>\n<p>CFG Scale\u503c\u662f\u4e00\u79cd\u8c03\u8282\u53c2\u6570\uff0c\u5b83\u53ef\u4ee5\u63a7\u5236\u751f\u6210\u56fe\u50cf\u591a\u5927\u7a0b\u5ea6\u4e0a\u7b26\u5408\u6211\u4eec\u7ed9\u7684\u6587\u672c\u63cf\u8ff0\u6216\u5176\u4ed6\u6761\u4ef6\uff0c\u6570\u503c\u8d8a\u5927\u4e0e\u63d0\u793a\u8bcd\u7684\u5339\u914d\u5ea6\u8d8a\u9ad8\uff0c\u53cd\u4e4b\u8d8a\u5c0f\u3002CFG Scale\u503c\u7684\u8303\u56f4\u4e00\u822c\u57285\u523015\u4e4b\u95f4\uff0c\u8f83\u9ad8\u503c\u901a\u5e38\u57287-12\u53ef\u4ee5\u751f\u6210\u66f4\u7b26\u5408\u63cf\u8ff0\u7684\u56fe\u50cf\uff0c\u8f83\u4f4e\u57285\u4ee5\u4e0b\uff0c\u53ef\u4ee5\u751f\u6210\u66f4\u5177\u521b\u610f\u7684\u591a\u6837\u5316\u56fe\u50cf\u3002\u5728WebUI\u4e2dCFG Scale\u503c\u8fc7\u9ad8\u51fa\u73b0\u7684\u8fc7\u62df\u5408\u73b0\u8c61\uff0c\u5c31\u662f\u6a21\u578b\u5728\u5c3d\u53ef\u80fd\u7684\u628a\u63d0\u793a\u8bcd\u4e2d\u7684\u5143\u7d20\u5168\u90e8\u753b\u51fa\u6765\uff0c\u5448\u73b0\u7684\u6548\u679c\u7ec6\u8282\u4f1a\u975e\u5e38\u591a\u6548\u679c\u5f88\u5dee\uff0c\u8fd9\u79cd\u60c5\u51b5\u662f\u56e0\u4e3a\u91c7\u6837\u7684\u8fed\u4ee3\u6b65\u6570\u4e0d\u591f\uff0c\u4e0d\u80fd\u591f\u753b\u51fa\u6240\u6709\u7684\u7ec6\u8282\uff0c\u63d0\u9ad8\u8fed\u4ee3\u6b65\u6570\u4f60\u4f1a\u53d1\u73b0\u753b\u9762\u4f1a\u6bd4\u4f4eCFG Scale\u503c\u66f4\u52a0\u7cbe\u7ec6\uff0c\u753b\u9762\u4e5f\u4e0d\u4f1a\u51fa\u73b0\u5d29\u574f\uff0c\u4f46\u51fa\u56fe\u5360\u7528\u66f4\u591a\u7684\u7b97\u529b\uff0c\u51fa\u56fe\u65f6\u95f4\u5f88\u957f\u3002<\/p>\n<p><strong>\u56fe\u751f\u56fe\uff08Image-to-Image\uff09<\/strong><\/p>\n<p>\u56fe\u751f\u56fe\u5728Stable Diffusion\u4e2d\u53ef\u4ee5\u5b9e\u73b0\u56fe\u50cf\u98ce\u683c\u8f6c\u6362\u3001\u56fe\u50cf\u4fee\u590d\u3001\u56fe\u50cf\u6269\u5c55\u3001\u56fe\u50cf\u7f16\u8f91\u4e0e\u53d8\u5316\u3001\u8349\u56fe\u5230\u5b8c\u6574\u56fe\u50cf\u7b49\u5de5\u4f5c\uff0c\u5b83\u662f\u4ee5\u7528\u6237\u63d0\u4f9b\u521d\u59cb\u56fe\u50cf\u4f5c\u4e3a\u751f\u6210\u7684\u57fa\u7840\uff0c\u6a21\u578b\u4ece\u521d\u59cb\u56fe\u50cf\u5f00\u59cb\uff0c\u9010\u6b65\u589e\u52a0\u6216\u53bb\u9664\u566a\u58f0\uff0c\u7ed3\u5408\u6587\u672c\u63cf\u8ff0\u7b49\u5176\u5b83\u6761\u4ef6\u9010\u6e10\u4ece\u521d\u59cb\u56fe\u50cf\u53d8\u4e3a\u7b26\u5408\u76ee\u6807\u6761\u4ef6\u7684\u6700\u7ec8\u56fe\u50cf\u3002<\/p>\n<p><strong>\u56fe\u50cf\u6df1\u5ea6\uff08Depth-to-Image\uff09<\/strong><\/p>\n<p>\u5229\u7528\u6df1\u5ea6\u4f20\u611f\u5668\u6216\u8005\u6df1\u5ea6\u4f30\u8ba1\u6a21\u578b\u6765\u751f\u6210\u56fe\u50cf\u6df1\u5ea6\u56fe\uff0c\u628a\u56fe\u50cf\u7684\u6df1\u5ea6\u4fe1\u606f\u4f5c\u4e3a\u6761\u4ef6\u5f15\u5bfc\uff0c\u53ef\u4ee5\u8ba9\u6a21\u578b\u7406\u89e3\u56fe\u50cf\u4e2d\u5404\u4e2a\u7269\u4f53\u5230\u6444\u50cf\u673a\u7684\u8ddd\u79bb\uff0c\u80fd\u591f\u66f4\u597d\u5730\u628a\u63e1\u6574\u4e2a\u573a\u666f\u7684\u51e0\u4f55\u7ed3\u6784\uff0c\u63d0\u9ad8\u56fe\u50cf\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p><strong>ControlNet <\/strong><\/p>\n<p>ControlNet \u662f\u4e00\u79cd\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u4ee5Stable Diffusion\u7684U-Net\u67b6\u6784\u4f5c\u4e3a\u57fa\u7840\uff0c\u52a0\u5165\u989d\u5916\u7684\u7f51\u7edc\u5206\u652f\uff0c\u7528\u4e8e\u5904\u7406\u7279\u5b9a\u7684\u6761\u4ef6\u8f93\u5165\u3002\u53ef\u4ee5\u7406\u89e3\u4e3a\u5728Stable Diffusion\u672c\u8eab\u7684\u6761\u4ef6\u8f93\u5165\u5916\u52a0\u5165\u989d\u5916\u7684\u9650\u5236\u6761\u4ef6\uff0cControlNet\u901a\u8fc7\u989d\u5916\u7684\u63a7\u5236\u8f93\u5165\uff08\u5982\u6df1\u5ea6\u56fe\u3001\u59ff\u6001\u56fe\u3001\u8349\u56fe\u7b49\uff09\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\u7684\u7cbe\u786e\u63a7\u5236\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/0895fb90-6034-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<p><strong>\u6f5c\u5728\u7a7a\u95f4\uff08Latent Space\uff09<\/strong><\/p>\n<p>\u6f5c\u5728\u7a7a\u95f4\u5728Stable Diffusion\u4e2d\u8d77\u7740\u8fde\u63a5\u9ad8\u7ef4\u56fe\u50cf\u7a7a\u95f4\u4e0e\u6761\u4ef6\u4fe1\u606f\u7684\u6865\u6881\u4f5c\u7528\u3002<\/p>\n<p>\u5c31\u50cf\u662fPS\uff0c\u6587\u672c\u63cf\u8ff0\u3001\u7c7b\u6807\u7b7e\u3001ControlNet\u7b49\u5c31\u50cf\u662fps\u91cc\u7684\u5404\u4e2a\u529f\u80fd\uff0c\u5e76\u4e14\u8bbe\u7f6e\u597d\u4e86\u52a8\u4f5c\uff0c\u7136\u540e\u70b9\u4e00\u4e0b\u5c31\u751f\u6210\u56fe\u50cf<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u628a\u5b83\u770b\u505a\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u5b58\u6ee1\u5404\u79cd\u5404\u6837\u753b\u4f5c\u7684\u6536\u85cf\u9986\uff0c\u8fd9\u91cc\u7684\u753b\u4e0d\u662f\u771f\u6b63\u7684\u753b\uff0c\u800c\u662f\u5305\u542b\u56fe\u50cf\u4e3b\u8981\u7279\u5f81\u7684\u5404\u79cd\u5143\u7d20\uff0c\u5c31\u50cf\u4e00\u5e45\u6ca1\u6709\u62fc\u8d77\u6765\u7684\u62fc\u56fe\u3002Stable Diffusion\u662f\u8fd9\u4e2a\u6536\u85cf\u9986\u7684\u7ba1\u7406\u5458\uff0c\u6587\u672c\u63cf\u8ff0\u3001\u7c7b\u6807\u7b7e\u3001ControlNet \u7b49\u5c31\u50cf\u662f\u5bfb\u627e\u6307\u5357\uff0c\u544a\u8bc9\u7ba1\u7406\u5458\uff08Stable Diffusion\uff09\u8981\u5bfb\u627e\u90a3\u4e00\u5e45\u753b\u4f5c\uff0c\u6700\u7ec8\u6839\u636e\u5404\u79cd\u8981\u6c42\u5feb\u901f\u7684\u627e\u5230\u7b26\u5408\u63cf\u8ff0\u7684\u753b\u4f5c\u3002<\/p>\n<p><strong>\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08Variational Autoencoder\uff0c\u7b80\u79f0VAE\uff09<\/strong><\/p>\n<p>VAE\u662f\u4e00\u79cd\u751f\u6210\u6a21\u578b\uff0c\u7528\u4e8e\u5b66\u4e60\u6570\u636e\u7684\u6f5c\u5728\u8868\u793a\u5e76\u751f\u6210\u7c7b\u4f3c\u7684\u6837\u672c\u3002\u6211\u4eec\u540c\u6837\u4ee5\u753b\u4f5c\u6536\u85cf\u9986\u505a\u6bd4\u55bb\u6765\u7406\u89e3\u4e00\u4e0b\u5b83\uff0cVAE\u662f\u6536\u85cf\u9986\u7684\u7406\u8d27\u5458\uff0c\u8d1f\u8d23\u85cf\u9986\u7684\u753b\u4f5c\u7684\u6446\u653e\u548c\u76ee\u5f55\u7684\u6574\u7406\uff0c\u5b83\u80fd\u591f\u5e2e\u52a9\u7ba1\u7406\u5458\uff08Stable Diffusion\uff09\u5feb\u901f\u627e\u5230\u76ee\u6807\u753b\u4f5c\uff0c\u7531\u4e8e\u753b\u4f5c\u662f\u4e00\u4e2a\u4e2a\u62fc\u56fe\u5757\uff0c\u5b83\u8fd8\u9700\u8981\u5c06\u5176\u62fc\u6210\u5b8c\u6574\u7684\u56fe\u50cf\u4ea4\u7ed9\u7ba1\u7406\u5458\u3002\u5728Stable Diffusion\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0cVAE\u8d77\u7740\u6f5c\u5728\u7a7a\u95f4\u548c\u6269\u6563\u6a21\u578b\u4e4b\u95f4\u7684\u6865\u6881\u4f5c\u7528\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/154833b2-6034-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<p><strong>\u5de5\u4f5c\u6d41\u7a0b <\/strong><\/p>\n<p>\u6f5c\u5728\u566a\u58f0\u5f20\u91cf\u751f\u6210\uff1a\u57fa\u4e8e\u56fa\u5b9a\u6216\u968f\u673a\u79cd\u5b50\u751f\u6210\u5177\u6709\u6f5c\u5728\u566a\u58f0\u7684\u5f20\u91cf\uff1b\u6587\u7269\u4fee\u590d\u5e08\u62ff\u5230\u4e00\u4ef6\u88ab\u7834\u574f\u6389\u7684\u6587\u7269\uff0c\u8fd9\u662f\u4ed6\u5f00\u59cb\u5de5\u4f5c\u7684\u57fa\u7840\u3002<\/p>\n<p>\u6761\u4ef6\u5d4c\u5165\u751f\u6210\uff1a\u5c06\u6587\u672c\u63cf\u8ff0\u3001\u6df1\u5ea6\u56fe\u6216\u7c7b\u6807\u7b7e\u7b49\u6761\u4ef6\u4fe1\u606f\u8f6c\u6362\u4e3a\u5d4c\u5165\u5411\u91cf\uff0c\u4ee5\u591a\u4e2a\u7ef4\u5ea6\u5b58\u50a8\u7279\u5f81\u3002\u6587\u672c\u63cf\u8ff0\u3001\u6df1\u5ea6\u56fe\u3001\u7c7b\u6807\u7b7e\u7b49\u5c31\u50cf\u4fee\u590d\u5e08\u7684\u4fee\u590d\u6307\u5357\uff0c\u5e2e\u52a9\u4ed6\u77e5\u9053\u6587\u7269\u539f\u6765\u6837\u5b50\u3002<\/p>\n<p>CLIP Transformer\u5904\u7406\uff1a\u4f7f\u7528\u4ea4\u53c9\u6ce8\u610f\u529b\u6280\u672f\u8ba1\u7b97\u5d4c\u5165\u5411\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u63d0\u4f9b\u56fe\u50cf\u751f\u6210\u7684\u6307\u5bfc\u3002CLIP Transformer\u5c31\u50cf\u4fee\u590d\u5e08\u7684\u201c\u8be6\u60c5\u8bf4\u660e\u4e66\u201d\uff0c\u5c06\u4fee\u590d\u6307\u5357\u8f6c\u5316\u4e3a\u8be6\u7ec6\u7684\u4fee\u590d\u6b65\u9aa4\u3002<\/p>\n<p>U-Net\u53bb\u566a\u8fc7\u7a0b\uff1aU-Net\u6839\u636eCLIP Transformer\u7684\u7ed3\u679c\u5f15\u5bfc\u53bb\u566a\u8fc7\u7a0b\uff0c\u4ee5\u9010\u6b65\u751f\u6210\u7b26\u5408\u76ee\u6807\u63cf\u8ff0\u7684\u6f5c\u5728\u5411\u91cf\u3002U-Net\u5c31\u50cf\u4fee\u590d\u5e08\uff0c\u6839\u636e\u8f6c\u6362\u597d\u7684\u8be6\u60c5\u8bf4\u660e\u9010\u6b65\u8fd8\u539f\u88ab\u7834\u574f\u7684\u6587\u7269\uff0c\u8ba9\u5b83\u9010\u6e10\u663e\u9732\u51fa\u6587\u7269\u5b8c\u597d\u7684\u5f62\u8c61\u3002<\/p>\n<p>\u91c7\u6837\u4e0e\u566a\u58f0\u8c03\u5ea6\u5668\uff1a\u91c7\u6837\u7b97\u6cd5\u751f\u6210\u566a\u58f0\u5e76\u4ece\u521d\u59cb\u5f20\u91cf\u4e2d\u51cf\u53bb\uff0c\u566a\u58f0\u8c03\u5ea6\u5668\u63a7\u5236\u53bb\u566a\u7684\u975e\u7ebf\u6027\u8fdb\u5ea6\u3002\u91c7\u6837\u7b97\u6cd5\u548c\u566a\u58f0\u8c03\u5ea6\u5668\u5c31\u50cf\u4fee\u590d\u5e08\u7684\u201c\u5de5\u4f5c\u8ba1\u5212\u201d\uff0c\u51b3\u5b9a\u6bcf\u6b21\u4fee\u590d\u7684\u7ec6\u8282\u548c\u987a\u5e8f\u3002<\/p>\n<p>VAE\u4e0e\u6f5c\u5728\u7a7a\u95f4\uff1a<\/p>\n<ul>\n<li>\u7f16\u7801\u5668\uff1aVAE\u7f16\u7801\u5668\u5c06\u539f\u59cb\u56fe\u50cf\u538b\u7f29\u6210\u6f5c\u5728\u5411\u91cf\uff0c\u5f62\u6210\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u7d22\u5f15\u3002VAE\u7f16\u7801\u5668\u5c31\u50cf\u4fee\u590d\u5e08\u7684\u201c\u4fee\u590d\u6307\u5357\u76ee\u5f55\u201d\uff0c\u8d1f\u8d23\u5c06\u6587\u7269\u7684\u5f62\u8c61\u7279\u5f81\u8bb0\u5f55\u4e0b\u6765\u3002<\/li>\n<li>\u6f5c\u5728\u7a7a\u95f4\uff1a\u5b58\u50a8\u7531\u7f16\u7801\u5668\u751f\u6210\u7684\u6f5c\u5728\u5411\u91cf\uff0c\u662f\u56fe\u50cf\u7684\u4f4e\u7ef4\u7279\u5f81\u8868\u793a\u7a7a\u95f4\u3002\u6f5c\u5728\u7a7a\u95f4\u5c31\u50cf\u4fee\u590d\u5e08\u7684\u201c\u7279\u5f81\u5e93\u201d\uff0c\u5b58\u653e\u7740\u6240\u6709\u6587\u7269\u7684\u5f62\u8c61\u7279\u5f81\u3002<\/li>\n<li>\u89e3\u7801\u5668\uff1aVAE\u89e3\u7801\u5668\u5c06\u6f5c\u5728\u5411\u91cf\u89e3\u7801\u6210\u5b8c\u6574\u7684\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u3002VAE\u89e3\u7801\u5668\u5c31\u50cf\u201c\u6587\u7269\u7279\u5f81\u7ec4\u88c5\u5668\u201d\uff0c\u5c06\u6587\u7269\u7684\u7279\u5f81\u8f6c\u6362\u6210\u5b8c\u6574\u7684\u6587\u7269\u5f62\u8c61\u3002<\/li>\n<\/ul>\n<p>\u6700\u7ec8\u56fe\u50cf\u751f\u6210\uff1a\u53bb\u566a\u8fc7\u7a0b\u5b8c\u6210\u540e\uff0c\u5f20\u91cf\u901a\u8fc7VAE\u89e3\u7801\u5668\u79bb\u5f00\u6f5c\u5728\u7a7a\u95f4\uff0c\u6587\u7269\u4fee\u590d\u5e08\u901a\u8fc7\u6700\u7ec8\u7684\u4fee\u590d\u6b65\u9aa4\uff0c\u5448\u73b0\u51fa\u5b8c\u6574\u7684\u6587\u7269\u5f62\u8c61\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/08\/22\/21a7a25a-6034-11ef-b6b8-00163e0b5ff3.png\" \/><\/p>\n<h2  id=\"toc-4\" class=\"jltoc--item\">\u5199\u5728\u6700\u540e<\/h2>\n<p>\u4f5c\u4e3a\u4e00\u6b3e\u5f00\u6e90\u5de5\u5177\uff0cStable 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