{"id":399865,"date":"2023-10-25T07:50:34","date_gmt":"2023-10-25T06:50:34","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=blog&#038;p=399865"},"modified":"2023-10-25T07:50:40","modified_gmt":"2023-10-25T06:50:40","slug":"ai-graphics-at-jetbrains-story","status":"publish","type":"blog","link":"https:\/\/blog.jetbrains.com\/zh-hans\/blog\/2023\/10\/25\/ai-graphics-at-jetbrains-story\/","title":{"rendered":"JetBrains \u7684 AI \u56fe\u5f62\u53d1\u5c55\u5386\u7a0b"},"content":{"rendered":"<h1>\u5728 JetBrains \u751f\u6210\u56fe\u7a3f<\/h1>\n<p>JetBrains \u4e0d\u65ad\u5b8c\u5584\u7528\u4f5c\u7f51\u7ad9\u5143\u7d20\u548c\u53d1\u5e03\u56fe\u5f62\u7684\u56fe\u7a3f\u7684\u521b\u5efa\u65b9\u5f0f\u3002 \u6211\u4eec\u7684\u4f7f\u547d\u662f\u5c06\u5e73\u9762\u8bbe\u8ba1\u5e08\u4ece\u65e5\u5e38\u4efb\u52a1\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8ba9\u4ed6\u4eec\u80fd\u591f\u4e13\u6ce8\u4e8e\u81ea\u5df1\u7684\u6838\u5fc3\u80fd\u529b \u2013 \u521b\u9020\u529b\u3002 JetBrains \u7528\u4e8e\u751f\u6210\u56fe\u7a3f\u7684\u5185\u90e8\u5de5\u5177\u7684\u5386\u53f2\u5927\u7ea6\u5f00\u59cb\u4e8e\u5341\u5e74\u524d\u3002 \u8d77\u521d\uff0c\u6211\u4eec\u4e3b\u8981\u4f7f\u7528\u57fa\u4e8e WebGL \u7684\u5de5\u5177\uff0c\u8fd9\u4e9b\u5de5\u5177\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u4e2d\u5b9e\u65f6\u968f\u673a\u751f\u6210\u6240\u6709\u5185\u5bb9\uff08<strong><a href=\"https:\/\/cai.jetbrains.com\/\" target=\"_blank\" rel=\"noopener\">\u6b64\u5904<\/a><\/strong><span style=\"font-weight: 400;\">\u63d0\u4f9b\u4e86\u4ea4\u4e92\u5f0f\u5f52\u6863\uff09\u3002 \u4e0b\u9762\u7684\u56fe\u50cf\u5c31\u662f\u7528\u8fd9\u79cd\u65b9\u5f0f\u521b\u5efa\u7684\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/idea_2016-1.png\" alt=\"IDEA 2016.1 splash screen\" width=\"1200\" height=\"800\" \/><br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/pycharm_2019-1.png\" alt=\"PyCharm Professional 2019.3 splash screen\" width=\"1200\" height=\"800\" \/><\/span><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4f7f\u7528 WebGL \u521b\u5efa\u7684\u542f\u52a8\u753b\u9762\u3002<\/p>\n<p>2020 \u5e74\uff0c\u6211\u4eec\u53d1\u5e03\u4e86\u7b2c\u4e00\u6b3e<strong><a href=\"https:\/\/blog.jetbrains.com\/blog\/2020\/09\/29\/intelligent-code-art\/\" target=\"_blank\" rel=\"noopener\">\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u5177<\/a><\/strong><span style=\"font-weight: 400;\">\u3002 \u81ea\u90a3\u65f6\u8d77\uff0c\u6240\u6709\u5185\u5bb9\u90fd\u5728 K8s GPU \u96c6\u7fa4\u4e2d\u4f7f\u7528\u9002\u7528\u4e8e\u672c\u5730\u548c\u8fdc\u7a0b\u5f00\u53d1\u7684 PyCharm \u548c Datalore \u751f\u6210\u3002 \u6d4f\u89c8\u5668\u4ec5\u7528\u4e8e\u8f93\u5165\u8f93\u51fa\u3002 \u901a\u8fc7\u8fd9\u79cd\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u5f0f\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7a0b\u5ea6\u7684\u4e2a\u6027\u5316\uff0c\u8fd9\u8ba9\u6211\u4eec\u80fd\u591f\u8fce\u5408\u8bbe\u8ba1\u5e08\u7684\u9700\u6c42\uff0c\u5e76\u4e14\u6211\u4eec\u4e00\u76f4\u5728\u52aa\u529b\u6539\u8fdb\u3002<br \/>\u4ee5\u4e0b\u56fe\u7247\u4f7f\u7528\u7ec4\u5408\u56fe\u6848\u751f\u6210\u7f51\u7edc\uff08CPPN\uff0c\u4e0a\u56fe\uff09\u548c Stable Diffusion\uff08SD\uff0c\u4e0b\u56fe\uff09\u5236\u4f5c\u800c\u6210\u3002 \u672c\u6587\u5c06\u4ecb\u7ecd\u8fd9\u4e24\u79cd\u65b9\u5f0f\u7684\u6280\u672f\u7ec6\u8282\uff0c\u4ee5\u53ca\u6211\u4eec\u5982\u4f55\u7ed3\u5408\u8fd9\u4e24\u79cd\u65b9\u5f0f\u6765\u521b\u9020\u66f4\u7cbe\u5f69\u7684\u8bbe\u8ba1\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image5.png\" alt=\"PyCharm desktop art\" width=\"1200\" height=\"800\" \/><br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image18.png\" alt=\"RubyMine desktop art\" width=\"1200\" height=\"800\" \/><\/span><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u751f\u6210\u7684\u542f\u52a8\u753b\u9762\u3002<\/p>\n<h1>CPPN\uff1a\u6982\u8ff0<\/h1>\n<p>CPPN \u662f\u6700\u7b80\u5355\u7684\u751f\u6210\u7f51\u7edc\u4e4b\u4e00\u3002 \u5b83\u4eec\u53ea\u662f\u7b80\u5355\u5730\u5c06\u50cf\u7d20\u5750\u6807 (x, y) \u6620\u5c04\u5230\u56fe\u50cf\u989c\u8272 (r, g, b)\u3002 CPPN \u901a\u5e38\u4f7f\u7528\u7279\u5b9a\u7684\u56fe\u50cf\u6216\u56fe\u50cf\u96c6\u8fdb\u884c\u8bad\u7ec3\u3002 \u4e0d\u8fc7\uff0c\u6211\u4eec\u53d1\u73b0\uff0c\u5f53\u521d\u59cb\u5316\u6b63\u786e\u6267\u884c\u65f6\uff0c\u968f\u673a\u521d\u59cb\u5316\u7684 CPPN \u4f1a\u751f\u6210\u6f02\u4eae\u7684\u62bd\u8c61\u56fe\u6848\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image21.png\" alt=\"CPPN \u67b6\u6784\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">CPPN \u67b6\u6784\uff1a\u50cf\u7d20\u5750\u6807\u4e3a\u8f93\u5165\uff0cRGB \u503c\u4e3a\u8f93\u51fa\u3002<\/p>\n<p>\u5229\u7528\u65e9\u671f\u5185\u90e8\u7248\u672c\u751f\u6210\u5668\u7684\u4f7f\u7528\u6570\u636e\uff0c\u6211\u4eec\u6539\u8fdb\u4e86\u7b97\u6cd5\u4ee5\u63d0\u9ad8\u89c6\u89c9\u8d28\u91cf\u3002 \u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u901a\u8fc7\u5f15\u5165\u591a\u4e2a\u865a\u62df\u53c2\u6570\u7565\u5fae\u6269\u5c55\u4e86 CPPN \u7684\u7ecf\u5178\u67b6\u6784\u3002 \u56e0\u6b64\uff0c\u73b0\u5728\u6211\u4eec\u7684 CPPN \u4f1a\u5c06 (x, y, a, b, c, f) \u6620\u5c04\u5230 (r, g, b)\u3002 \u8fd9\u4e2a\u7b80\u5355\u7684\u66f4\u6539\u5141\u8bb8\u6211\u4eec\u5f15\u5165\u4e00\u79cd\u6613\u4e8e\u4f7f\u7528\uff08\u4f46\u6709\u4e9b\u4e0d\u53ef\u9884\u6d4b\uff09\u7684\u65b9\u6cd5\u6765\u66f4\u6539\u56fe\u50cf\uff0c\u5982\u4e0b\u6240\u793a\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image2.png\" alt=\"CPPN \u7684\u865a\u62df\u53c2\u6570\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u901a\u8fc7\u66f4\u65b0\u865a\u62df\u53c2\u6570 (a)\uff0c\u6211\u4eec\u5bf9\u56fe\u7247\u8fdb\u884c\u4e86\u7565\u5fae\u66f4\u6539\u3002<\/p>\n<p>\u8fd9\u4e9b\u865a\u62df\u53c2\u6570\u4e0d\u4e00\u5b9a\u662f\u5e38\u91cf\u3002 \u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u6bcf\u4e2a\u50cf\u7d20\u7684\u865a\u62df\u53c2\u6570 f \u7684\u503c\u6620\u5c04\u5230\u6b64\u50cf\u7d20\u5230\u56fe\u50cf\u4e2d\u5fc3\u7684\u8ddd\u79bb\u3002 \u8fd9\u4e00\u6280\u5de7\u4f7f\u6211\u4eec\u80fd\u591f\u786e\u4fdd\u56fe\u50cf\u5448\u73b0\u5706\u5f62\u3002 \u6216\u8005\u6211\u4eec\u53ef\u4ee5\u5c06 f \u6620\u5c04\u5230\u50cf\u7d20\u5750\u6807\u7684\u7edd\u5bf9\u503c\u4e4b\u548c\uff0c\u8fd9\u5c06\u4ea7\u751f\u83f1\u5f62\u56fe\u6848\u3002 \u8fd9\u5c31\u662f\u6570\u5b66\u4e0e\u827a\u672f\u7684\u771f\u6b63\u7ed3\u5408\uff01<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image27.png\" alt=\"CPPN \u7684\u865a\u62df\u53c2\u6570\uff0c\u7b2c\u4e8c\u4e2a\u793a\u4f8b\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4e0d\u540c\u7684\u51fd\u6570 f(x,y) \u4f1a\u4ea7\u751f\u4e0d\u540c\u7684\u56fe\u50cf\u56fe\u6848\u3002<\/p>\n<p>\u4e3a\u4e86\u786e\u4fdd\u6211\u4eec\u968f\u673a\u521d\u59cb\u5316\u7684 CPPN \u59cb\u7ec8\u4ea7\u751f\u6f02\u4eae\u7684\u8bbe\u8ba1\uff0c\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\u6765\u9884\u6d4b\u7ed9\u5b9a\u7684\u53c2\u6570\u96c6\u662f\u5426\u4f1a\u751f\u6210\u5177\u6709\u4e00\u5b9a\u7f8e\u611f\u7684\u56fe\u50cf\u3002 \u6211\u4eec\u6839\u636e\u5185\u90e8\u6d4b\u8bd5\u671f\u95f4\u6536\u5230\u7684\u7528\u6237\u53cd\u9988\u6765\u8bad\u7ec3\u6211\u4eec\u7684\u7b97\u6cd5\u3002 \u4e0b\u56fe\u663e\u793a\u4e86\u968f\u673a\u521d\u59cb\u5316\u7684 CPPN \u521b\u5efa\u7684\u4e24\u4e2a\u56fe\u50cf\u793a\u4f8b\u4ee5\u53ca\u5b83\u4eec\u5bf9\u5e94\u7684\u201c\u7f8e\u611f\u201d\u5206\u6570\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image14.png\" alt=\"\u9884\u6d4b CPPN \u56fe\u50cf\u7684\u201c\u7f8e\u611f\u201d\u5206\u6570\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u9884\u6d4b CPPN \u56fe\u50cf\u7684\u201c\u7f8e\u611f\u201d\u5206\u6570\u3002<\/p>\n<h1>CPPN\uff1a\u52a8\u753b<\/h1>\n<p>\u5f53\u6211\u4eec\u7684 CPPN \u751f\u6210\u7684\u56fe\u7a3f\u88ab\u8f6c\u6362\u6210\u89c6\u9891\u56fe\u5f62\u65f6\uff0c\u5b83\u4eec\u771f\u6b63\u53d8\u5f97\u6829\u6829\u5982\u751f\u3002 \u901a\u8fc7\u5c06\u865a\u62df\u53c2\u6570 (a, b, c) \u6620\u5c04\u5230\u4efb\u4f55\u95ed\u5408\u7684\u53c2\u6570\u66f2\u7ebf\uff08\u5728\u540c\u4e00\u70b9\u5f00\u59cb\u548c\u7ed3\u675f\u7684\u66f2\u7ebf\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u4efb\u4f55\u6240\u9700\u957f\u5ea6\u7684\u65e0\u7f1d\u5faa\u73af\u52a8\u753b\uff01<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image6.png\" alt=\"CPPN \u52a8\u753b\u89c6\u9891\u7684\u793a\u4f8b\u5e27\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">CPPN \u52a8\u753b\u89c6\u9891\u7684\u793a\u4f8b\u5e27\u3002<\/p>\n<p>\u66f2\u7ebf\u51fd\u6570\u7684\u9009\u62e9\u81f3\u5173\u91cd\u8981\u3002 \u5728\u5e73\u9762\u5706\u4e0a\u5bf9\u865a\u62df\u53c2\u6570\u6dfb\u52a0\u52a8\u753b\u662f\u6700\u7b80\u5355\u7684\u65b9\u5f0f\u3002 \u4e0d\u8fc7\uff0c\u5b83\u6709\u4e00\u4e2a\u7f3a\u70b9\uff1a\u5f53\u53c2\u6570\u7684\u7b26\u53f7\u53d1\u751f\u53d8\u5316\uff08\u4f8b\u5982\uff0c\u4ece 0.01 \u53d8\u6210 -0.01\uff09\uff0c\u800c\u5b83\u5177\u6709\u8f83\u4f4e\u7684\u4e00\u9636\u5bfc\u6570\u503c\uff08\u5728\u5706\u5f62\u8f68\u8ff9\u7684\u60c5\u51b5\u4e0b\u4e3a\u96f6\uff09\u65f6\uff0c\u751f\u6210\u7684\u52a8\u753b\u901a\u5e38\u4f1a\u6296\u52a8\u3002 \u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u4f7f\u7528<strong><a href=\"https:\/\/en.wikipedia.org\/wiki\/Lemniscate_of_Bernoulli\" target=\"_blank\" rel=\"noopener\">\u4f2f\u52aa\u5229\u53cc\u7ebd\u7ebf<\/a><\/strong><span style=\"font-weight: 400;\">\u6765\u786e\u4fdd\u865a\u62df\u53c2\u6570\u7684\u7b26\u53f7\u6c38\u8fdc\u4e0d\u4f1a\u6539\u53d8\uff08\u89c1\u4e0b\u56fe\uff09\u3002 \u8fd9\u89e3\u51b3\u4e86\u52a8\u753b\u6296\u52a8\u7684\u95ee\u9898\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u4e00\u4e2a\u65b0\u95ee\u9898\u3002 \u5bf9\u4e8e\u5927\u591a\u6570\u52a8\u753b\u5e27\uff0c\u5176\u4e2d\u4e00\u4e2a\u53c2\u6570\u4ec5\u4ee5\u589e\u91cf\u65b9\u5f0f\u66f4\u65b0\uff0c\u8fd9\u4f7f\u52a8\u753b\u770b\u8d77\u6765\u8fc7\u4e8e\u7b80\u5355\u3002 \u6211\u4eec\u901a\u8fc7\u5207\u6362\u5230\u968f\u673a\u6837\u6761\u51fd\u6570\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002 \u6211\u4eec\u4f7f\u7528\u7684\u8f68\u8ff9\u8d8a\u590d\u6742\uff0c\u52a8\u753b\u770b\u8d77\u6765\u5c31\u8d8a\u4e30\u5bcc\uff01<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image2-1.png\" alt=\"Examples of CPPN curve functions\" width=\"1200\" height=\"800\" \/><\/span><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">CPPN \u66f2\u7ebf\u51fd\u6570\u793a\u4f8b\u3002<\/p>\n<h1>CPPN\uff1a\u8272\u5f69\u6821\u6b63<\/h1>\n<p>\u8fd8\u6709\u4e00\u4e2a\u66f4\u91cd\u8981\u7684\u7ec6\u8282\uff1a\u8272\u5f69\u6821\u6b63\u3002 \u6211\u4eec\u7684 CPPN\uff08\u4ee5\u53ca\u7531\u6b64\u4ea7\u751f\u7684\u56fe\u50cf\uff09\u662f\u968f\u673a\u751f\u6210\u7684\uff0c\u4f46\u6211\u4eec\u9700\u8981\u786e\u4fdd\u6bcf\u4e2a\u56fe\u50cf\u90fd\u4f7f\u7528\u6211\u4eec\u7684\u54c1\u724c\u989c\u8272\u3002 \u6211\u4eec\u5c1d\u8bd5\u4e86\u51e0\u79cd\u4e0d\u540c\u7684\u65b9\u5f0f\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002 \u7b2c\u4e00\u6b21\u8fed\u4ee3\uff08<strong><a href=\"https:\/\/blog.jetbrains.com\/blog\/2020\/09\/29\/intelligent-code-art\/\" target=\"_blank\" rel=\"noopener\">\u5728 2020 \u7248\u672c\u4e2d\u4f7f\u7528<\/a><\/strong><span style=\"font-weight: 400;\">\uff09\u4f9d\u8d56\u4e8e\u6d4f\u89c8\u5668\u4e2d\u7684 SVG \u91cd\u65b0\u7740\u8272\uff08\u4f7f\u7528 feColorMatrix \u548c feComponentTransfer\uff09\u3002 \u8fd9\u79cd\u65b9\u5f0f\u901f\u5ea6\u5f88\u5feb\uff0c\u56e0\u4e3a\u91cd\u65b0\u7740\u8272\u5728\u6d4f\u89c8\u5668\u4e2d\u8fdb\u884c\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u65b0\u8c03\u8272\u677f\uff0c\u800c\u65e0\u9700\u5728\u670d\u52a1\u5668\u7aef\u91cd\u65b0\u5448\u73b0\u56fe\u50cf\u3002 \u4e0d\u8fc7\uff0c\u5b9e\u73b0\u8d77\u6765\u5374\u5f88\u68d8\u624b\uff0c\u56e0\u4e3a\u6709\u4e9b\u8c03\u8272\u677f\u5bf9\u4e8e feColorMatrix \u548c feComponentTransfer \u6765\u8bf4\u592a\u8fc7\u590d\u6742\uff0c\u800c\u4e14\u901a\u5e38\u4e0d\u53ef\u9760\u3002 \u7ecf\u8fc7\u5927\u91cf\u5b9e\u9a8c\u540e\uff0c\u6211\u4eec\u53d1\u73b0\u6700\u7ec8\u7684\u989c\u8272\u4f1a\u56e0\u6d4f\u89c8\u5668\u548c\u64cd\u4f5c\u7cfb\u7edf\u800c\u5f02\u3002 \u4ee5\u4e0b\u662f\u6211\u4eec\u5728 2020 \u5e74\u521d\u8fdb\u884c\u7684\u5b9e\u9a8c\u7684\u4e00\u4e2a\u793a\u4f8b\u3002 \u5de6\u8fb9\u662f\u5728 macOS \u4e0a\u901a\u8fc7\u4f7f\u7528 Safari \u7684\u8bbe\u7f6e\u7531\u65e9\u671f\u7248\u672c\u751f\u6210\u5668\u751f\u6210\u7684\u80cc\u666f\u7684\u5c4f\u5e55\u622a\u56fe\uff0c\u53f3\u8fb9\u662f\u5728 Ubuntu Linux \u4e0a\u901a\u8fc7\u4f7f\u7528 Google Chrome \u7684\u8bbe\u7f6e\u7531\u751f\u6210\u5668\u751f\u6210\u7684\u76f8\u540c\u80cc\u666f\u7684\u5c4f\u5e55\u622a\u56fe\u3002 \u8bf7\u6ce8\u610f\u7ec6\u5fae\u7684\u4eae\u5ea6\u5dee\u5f02\u3002 \u6211\u4eec\u5e94\u7528\u7684\u540e\u671f\u5904\u7406\u6548\u679c\u8d8a\u591a\uff0c\u4eae\u5ea6\u5dee\u5f02\u5c31\u8d8a\u660e\u663e\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image3.png\" alt=\"An example of brightness discrepancies\" width=\"1200\" height=\"800\" \/><\/span><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4eae\u5ea6\u5dee\u5f02\u793a\u4f8b\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u793a\u4f8b\u662f <strong><a href=\"https:\/\/developer.mozilla.org\/en-US\/docs\/Web\/SVG\/Element\/feComponentTransfer\" target=\"_blank\" rel=\"noopener\">MDN \u7684 feComponentTransfer \u793a\u4f8b<\/a><\/strong><span style=\"font-weight: 400;\">\u3002 \u8fd9\u4e00\u6b21\uff0c\u4e24\u4e2a\u56fe\u50cf\u90fd\u5728\u540c\u4e00\u53f0\u673a\u5668\u4e0a\u4f7f\u7528 Ubuntu Linux \u548c Google Chrome \u5236\u4f5c\uff0c\u4f46\u5728\u5de6\u4fa7\u7684\u5c4f\u5e55\u622a\u56fe\u4e2d\uff0c\u786c\u4ef6\u52a0\u901f\u88ab\u7981\u7528\u3002 \u5b58\u5728\u660e\u663e\u7684\u8272\u5f69\u5dee\u5f02\uff0c\u5c24\u5176\u662f\u5728\u8868\u67e5\u627e\u793a\u4f8b\u4e4b\u95f4\u3002 \u56e0\u6b64\uff0c\u5c3d\u7ba1\u901f\u5ea6\u975e\u5e38\u5feb\uff0c\u4f46\u8fd9\u79cd\u8272\u5f69\u6821\u6b63\u7684\u65b9\u5f0f\u975e\u5e38\u4e0d\u4e00\u81f4\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image11.png\" alt=\"An example of color discrepancies\" width=\"1200\" height=\"800\" \/><\/span><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u8272\u5f69\u5dee\u5f02\u7684\u793a\u4f8b\u3002<\/p>\n<p>\u6211\u4eec\u76ee\u524d\u7684\u65b9\u5f0f\uff08\u4ece 2021 \u5e74\u5f00\u59cb\u4f7f\u7528\uff09\u66f4\u76f4\u63a5\u3002 \u6211\u4eec\u4ee5 32 \u4f4d\u7070\u5ea6\u6765\u5448\u73b0\u6e90\u56fe\u50cf\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u7684 CPPN \u53ea\u8fd4\u56de\u5355\u4e2a\u660e\u4eae\u5ea6\u503c\uff0c\u800c\u4e0d\u662f RGB\u3002 \u7136\u540e\uff0c\u6211\u4eec\u5c06\u6bcf\u4e2a\u50cf\u7d20\u6620\u5c04\u5230\u5177\u6709\u9884\u8ba1\u7b97\u7406\u60f3 RGB \u503c\u7684\u67e5\u627e\u8868\u3002 \u8fd9\u79cd\u65b9\u5f0f\u901f\u5ea6\u8f83\u6162\uff0c\u4f46\u4f1a\u4ea7\u751f\u50cf\u7d20\u7ea7\u7cbe\u786e\u7684\u7ed3\u679c\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image7.png\" alt=\"\u4f7f\u7528\u7070\u5ea6\u56fe\u50cf\u8fdb\u884c\u8272\u5f69\u6821\u6b63\u7684\u793a\u4f8b\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4f7f\u7528\u7070\u5ea6\u56fe\u50cf\u8fdb\u884c\u8272\u5f69\u6821\u6b63\u7684\u793a\u4f8b\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image9.png\" alt=\"2020.1 \u542f\u52a8\u753b\u9762\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4f7f\u7528 SVG \u91cd\u65b0\u7740\u8272\u7684 2020.1 \u542f\u52a8\u753b\u9762\u3002<\/p>\n<p>\u5c06\u6211\u4eec\u76ee\u524d\u7684\u8272\u5f69\u6821\u6b63\u65b9\u5f0f\u4e0e\u5e26\u6709\u865a\u62df\u53c2\u6570\u548c\u6837\u6761\u52a8\u753b\u7684 CPPN \u4e00\u8d77\u4f7f\u7528\u65f6\uff0c\u5c31\u4f1a\u5f97\u5230\u7c7b\u4f3c\u4e0b\u9762\u7684\u89c6\u9891\uff01<\/p>\n<p>CPPN \u7684\u53e6\u4e00\u4e2a\u663e\u8457\u7279\u6027\u662f\uff0c\u5f97\u76ca\u4e8e\u5176\u7b80\u5355\u7684\u67b6\u6784\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u5176\u8ba1\u7b97\u56fe\u8f6c\u6362\u4e3a GLSL \u4ee3\u7801\u3002 \u5728\u52a8\u753b\u89c6\u9891\u5c31\u7eea\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u5bfc\u51fa\u4e3a WebGL \u7247\u6bb5\u7740\u8272\u5668\uff0c\u7136\u540e\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u3002 \u8fd9\u79cd\u65b9\u5f0f\u7684\u7ed3\u679c\u7684\u4e00\u4e2a\u793a\u4f8b\u662f <strong><a href=\"https:\/\/www.jetbrains.com.cn\/qodana\/\" target=\"_blank\" rel=\"noopener\">Qodana \u7684\u7740\u9646\u9875<\/a><\/strong><span style=\"font-weight: 400;\">\u3002<\/span><\/p>\n<p>\u70b9\u51fb<strong><a href=\"https:\/\/gradient-public.labs.jb.gg\/\" target=\"_blank\" rel=\"noopener\">\u6b64\u5904<\/a><\/strong><span style=\"font-weight: 400;\">\u67e5\u770b\u6211\u4eec\u57fa\u4e8e CPPN \u7684\u751f\u6210\u5668\u3002<br \/>\u8981\u6df1\u5165\u4e86\u89e3 CPPN\uff0c\u8bf7\u67e5\u770b\u6211\u4eec\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u7684\u516c\u5171 Datalore Notebook\uff1a<\/span><\/p>\n<p align=\"\u201ccenter\u201d\"><a class=\"jb-download-button\" href=\"https:\/\/datalore.jetbrains.com\/report\/static\/2jrFAfMBVhUsYW8njXgysC\/9OuleGiEVhxqGen1GS9cjN\" target=\"_blank\" rel=\"noopener\">\u6253\u5f00 Datalore Notebook<br \/><\/a><\/p>\n<h1>\u9a7e\u9a6d Stable Diffusion<\/h1>\n<p>Stable Diffusion \u63d0\u4f9b\u4e86\u9ad8\u6c34\u5e73\u7684\u5e7f\u6cdb\u5e94\u7528\u548c\u89c6\u89c9\u4fdd\u771f\u5ea6\uff0c\u8fd9\u4f7f\u5176\u6210\u4e3a\u6211\u4eec\u56fe\u7a3f\u751f\u6210\u5668\u7684\u5b8c\u7f8e\u652f\u67f1\u3002 \u4e3a\u4e86\u4f7f Stable Diffusion \u9002\u5408\u7528\u4f5c\u53d1\u5e03\u56fe\u5f62\u6e90\uff0c\u6211\u4eec\u5fc5\u987b\u9075\u5b88\u4ee5\u4e0b\u6807\u51c6\uff1a<\/p>\n<ul>\n<li>\u56fe\u50cf\u5e94\u9075\u5faa\u54c1\u724c\u8c03\u8272\u677f\u3002<\/li>\n<li>\u4e0d\u5141\u8bb8\u51fa\u73b0\u4f2a\u5f71\u6216\u7455\u75b5\uff08\u5982\u574f\u50cf\u7d20\uff09\u3002<\/li>\n<li>\u5e94\u8be5\u6613\u4e8e\u4f7f\u7528\u67d0\u79cd\u7279\u5b9a\u98ce\u683c\uff08\u62bd\u8c61\u5e73\u6ed1\u7ebf\u6761\uff09\u3002<\/li>\n<li>\u5e94\u8be5\u9700\u8981\u5f88\u5c11\u6216\u4e0d\u9700\u8981\u63d0\u793a\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u5e94\u8be5\u63d0\u4f9b\u6613\u4e8e\u8bbf\u95ee\u4e14\u76f4\u89c2\u7684\u63a7\u5236\u3002<\/li>\n<\/ul>\n<p>\u867d\u7136\u59cb\u7ec8\u5b58\u5728\u6539\u8fdb\u7684\u7a7a\u95f4\uff0c\u4f46\u6211\u4eec\u5df2\u7ecf\u6ee1\u8db3\u4e86\u6240\u6709\u4e0a\u8ff0\u8981\u6c42\u3002 \u6700\u65b0\u7684\u56fe\u50cf\u5df2<strong><a href=\"https:\/\/code2art.jetbrains.com\/\" target=\"_blank\" rel=\"noopener\">\u516c\u5f00<\/a><\/strong><span style=\"font-weight: 400;\">\uff0c\u6240\u6709\u6280\u672f\u7ec6\u8282\u5982\u4e0b\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image8.png\" alt=\"2023.1 splash screens\" width=\"1200\" height=\"800\" \/><\/span><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4f7f\u7528 Stable Diffusion \u521b\u5efa\u7684 2023.1 \u542f\u52a8\u753b\u9762\u3002<\/p>\n<p>\u4e3a\u4e86\u4ea7\u751f\u59cb\u7ec8\u7b26\u5408\u6211\u4eec\u6240\u6709\u6807\u51c6\u7684\u7ed3\u679c\uff0c\u6211\u4eec\u4f7f\u7528\u8bbe\u8ba1\u5e08\u63d0\u4f9b\u7684\u5404\u79cd\u53c2\u8003\u8d44\u6599\u5bf9 Stable Diffusion \u8fdb\u884c\u4e86\u5fae\u8c03\u3002 \u4e0b\u9762\u662f\u4e00\u4e9b\u6839\u636e\u4e0d\u540c\u98ce\u683c\u751f\u6210\u7684\u56fe\u50cf\u793a\u4f8b\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image10.png\" alt=\"\u901a\u8fc7\u5fae\u8c03 Stable Diffusion \u83b7\u5f97\u7684\u5b9e\u9a8c\u98ce\u683c\" width=\"1200\" height=\"800\" \/><br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image17.png\" alt=\"\u901a\u8fc7\u5fae\u8c03 Stable Diffusion \u83b7\u5f97\u7684\u5b9e\u9a8c\u98ce\u683c\" width=\"1200\" height=\"800\" \/><br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image16.png\" alt=\"\u901a\u8fc7\u5fae\u8c03 Stable Diffusion \u83b7\u5f97\u7684\u5b9e\u9a8c\u98ce\u683c\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u901a\u8fc7\u5fae\u8c03 Stable Diffusion \u83b7\u5f97\u7684\u5b9e\u9a8c\u98ce\u683c\u3002<\/p>\n<p>\u5728\u6df1\u5165\u7814\u7a76\u5fae\u8c03\u8fc7\u7a0b\u7684\u6280\u672f\u7ec6\u8282\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u6765\u770b\u770b Stable Diffusion \u7684\u5185\u90e8\u539f\u7406\u3002 \u5b83\u5728\u672c\u8d28\u4e0a\u7531\u4e09\u90e8\u5206\u7ec4\u6210\uff1aCLIP \u6587\u672c\u7f16\u7801\u5668\uff08\u7528\u4e8e\u5c06\u6587\u672c\u7f16\u7801\u6210\u591a\u6a21\u6001\u5d4c\u5165\u5411\u91cf\u7a7a\u95f4\u7684\u5fae\u578b Transformer \u6a21\u578b\uff09\uff0c\u5c06\u56fe\u50cf\u538b\u7f29\u5230\u9690\u7a7a\u95f4\u4ee5\u53ca\u4ece\u9690\u7a7a\u95f4\u89e3\u538b\u7f29\u7684\u53d8\u5206\u81ea\u52a8\u7f16\u7801\u5668\uff0c\u4ee5\u53ca\u964d\u566a UNet\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image19.png\" alt=\"Stable Diffusion \u7684\u67b6\u6784\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">Stable Diffusion \u7684\u67b6\u6784\u3002 \u56fe\u50cf\u6765\u6e90\uff1a<a href=\"https:\/\/www.philschmid.de\/stable-diffusion-inference-endpoints\" target=\"_blank\" rel=\"noopener\">www.philschmid.de\/stable-diffusion-inference-endpoints<\/a>\u3002<\/p>\n<p>\u751f\u6210\u8fc7\u7a0b\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u6211\u4eec\u5c06\u63d0\u793a\u6587\u672c\u7f16\u7801\u6210\u4e00\u4e2a\u5d4c\u5165\u5411\u91cf\uff0c\u5373\u4e00\u4e2a 77\u00d7768 \u6d6e\u70b9\u6570\u7ec4\u3002<\/li>\n<li>\u6211\u4eec\u968f\u673a\u751f\u6210\u56fe\u50cf\u7684\u9690\u5f0f\u8868\u793a\uff0c\u5b83\u53ef\u4ee5\u662f\u7eaf\u9ad8\u65af\u566a\u58f0\u6216\u521d\u59cb\u56fe\u50cf\u7684\u5e26\u566a\u8868\u793a\u3002<\/li>\n<li>\u6211\u4eec\u4ee5\u7ed9\u5b9a\u7684\u6b65\u6570\uff0c\u5c06\u7f16\u7801\u7684\u9690\u56fe\u50cf\u548c\u7f16\u7801\u7684\u6587\u672c\u53cd\u590d\u4f20\u9012\u7ed9\u964d\u566a UNet\u3002<\/li>\n<li>\u5728\u5bf9\u9690\u56fe\u50cf\u964d\u566a\u540e\uff0c\u6211\u4eec\u5c06\u5176\u4f20\u9012\u7ed9\u89e3\u7801\u5668\uff0c\u4ece\u800c\u5c06\u5176\u89e3\u538b\u7f29\u4e3a\u6807\u51c6\u7684 RGB \u56fe\u50cf\u3002<\/li>\n<\/ol>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image20.png\" alt=\"\u964d\u566a\u8fc7\u7a0b\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u964d\u566a\u8fc7\u7a0b\u3002 \u56fe\u50cf\u6765\u6e90\uff1a<a href=\"https:\/\/jalammar.github.io\/illustrated-stable-diffusion\/\" target=\"_blank\" rel=\"noopener\">jalammar.github.io\/illustrated-stable-diffusion\/<\/a>\u3002<\/p>\n<p>\u5bf9\u6211\u4eec\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u7684\u662f\uff0cStable Diffusion \u7684\u597d\u5904\u5728\u4e8e\uff0c\u53ef\u4ee5\u7528\u5f88\u5c11\u7684\u6570\u636e\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\uff0c\u5e76\u83b7\u5f97\u5f88\u597d\u7684\u7ed3\u679c\uff01 \u4f5c\u4e3a\u201c\u526f\u4f5c\u7528\u201d\uff0c\u6570\u636e\u9ad8\u6548\u7684\u5fae\u8c03\u65b9\u6cd5\u5728\u8ba1\u7b97\u4e0a\u4e5f\u662f\u9ad8\u6548\u7684\uff0c\u8fd9\u4f7f\u5b83\u53d8\u5f97\u66f4\u597d\u3002<\/p>\n<p>\u6700\u76f4\u63a5\u7684\u5fae\u8c03\u65b9\u5f0f\u662f\u6587\u672c\u53cd\u8f6c (p-tuning)\u3002 \u6211\u4eec\u4f1a\u51bb\u7ed3\u6240\u6709\u6743\u91cd\uff0c\u4f8b\u5982 UNet\u3001VAE \u548c\u6587\u672c\u7f16\u7801\u5668\uff08\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4e0d\u4f1a\u5728\u8bad\u7ec3\u671f\u95f4\u66f4\u65b0\u5b83\u4eec\uff09\uff0c\u5e76\u4e14\u53ea\u4e3a\u6587\u672c\u7f16\u7801\u5668\u7684\u6bcf\u4e2a\u5d4c\u5165\u5411\u91cf\u8bad\u7ec3\u4e00\u4e2a\u65b0\u8bcd\u3002 \u56e0\u4e3a\u6211\u4eec\u6bcf\u4e2a\u5d4c\u5165\u5411\u91cf\u53ea\u8bad\u7ec3\u4e00\u4e2a\u65b0\u8bcd\uff0c\u53ea\u6709 768 \u4e2a\u53ef\u8bad\u7ec3\u53c2\u6570\uff01<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image26.png\" alt=\"\u6587\u672c\u5d4c\u5165\u548c\u53cd\u8f6c\u8fc7\u7a0b\u6982\u8ff0\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u6587\u672c\u5d4c\u5165\u548c\u53cd\u8f6c\u8fc7\u7a0b\u6982\u8ff0\u3002 \u56fe\u50cf\u6765\u6e90\uff1a<a href=\"https:\/\/textual-inversion.github.io\" target=\"_blank\" rel=\"noopener\">textual-inversion.github.io\/<\/a>\u3002<\/p>\n<p>\u8fd9\u4e9b\u81ea\u5b9a\u4e49\u5d4c\u5165\u5411\u91cf\u662f\u53ef\u7ec4\u5408\u7684\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u6700\u591a\u53ef\u4ee5\u5728\u5355\u4e2a\u63d0\u793a\u4e2d\u4f7f\u7528 77 \u4e2a\u5d4c\u5165\u5411\u91cf\u3002 \u6700\u91cd\u8981\u7684\u662f\uff0c\u5b83\u4eec\u5f88\u5bb9\u6613\u8bad\u7ec3\uff0c\u5728\u5355\u5f20 RTX 4090 \u4e0a\u9700\u8981\u5927\u7ea6 2 \u4e2a\u5c0f\u65f6\u3002 \u4ee5\u4e0b\u662f\u8bad\u7ec3\u8fc7\u7a0b\u7684\u793a\u4f8b\u3002 \u7528\u4e8e\u751f\u6210\u4ee5\u4e0b\u4e24\u4e2a\u56fe\u50cf\u7684\u63d0\u793a\u5747\u4e3a\u201cdigital art in the style of \u201d\uff0c\u5176\u4e2d\u201c\u201d\u662f\u6211\u4eec\u6b63\u5728\u8bad\u7ec3\u7684\u65b0\u8bcd\u5d4c\u5165\u5411\u91cf\u3002 \u968f\u7740\u6267\u884c\u7684\u8bad\u7ec3\u6b65\u9aa4\u7684\u589e\u591a\uff0c\u56fe\u50cf\u4f1a\u53d1\u751f\u6f14\u53d8\uff0c\u65b0\u7684\u89c6\u89c9\u98ce\u683c\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u660e\u663e\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image23-e1697018482514.png\" alt=\"\u4f7f\u7528\u6587\u672c\u53cd\u8f6c\u7ecf\u8fc7 500 \u548c 3000 \u4e2a\u8bad\u7ec3\u6b65\u9aa4\u540e\u751f\u6210\u7684\u56fe\u50cf\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4f7f\u7528\u6587\u672c\u53cd\u8f6c\u7ecf\u8fc7 500 \u548c 3000 \u4e2a\u8bad\u7ec3\u6b65\u9aa4\u540e\u751f\u6210\u7684\u56fe\u50cf\u3002<\/p>\n<p>\u53e6\u4e00\u79cd\u70ed\u95e8\u4e14\u9ad8\u6548\u7684\u5fae\u8c03\u65b9\u6cd5\u662f\u4f4e\u79e9\u81ea\u9002\u5e94\uff0c\u7b80\u79f0 LoRA\u3002 LoRA \u7684\u5173\u952e\u601d\u60f3\u7c7b\u4f3c\u4e8e\u6587\u672c\u53cd\u8f6c\uff0c\u53ea\u662f\u8fd9\u6b21\u9664\u4e86\u51bb\u7ed3\u6743\u91cd\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u901a\u8fc7\u5728 UNet \u5185\u7684\u6ce8\u610f\u529b\u5c42\u4e2d\u6dfb\u52a0\u5c0f\u7684\u9002\u914d\u5668\u5c42\u6765\u5f15\u5165\u65b0\u6743\u91cd\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image22.png\" alt=\"\u4e00\u4e2a Transformer \u5c42\u5185\u7684 LoRA \u65b9\u6cd5\u793a\u610f\u56fe\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4e00\u4e2a Transformer \u5c42\u5185\u7684 LoRA \u65b9\u6cd5\u793a\u610f\u56fe\u3002 \u56fe\u50cf\u6765\u6e90\uff1a<a href=\"https:\/\/adapterhub.ml\/blog\/2022\/09\/updates-in-adapter-transformers-v3-1\/\" target=\"_blank\" rel=\"noopener\">adapterhub.ml\/blog\/2022\/09\/updates-in-adapter-transformers-v3-1\/<\/a>\u3002<\/p>\n<p>\u4e0e\u6587\u672c\u53cd\u8f6c\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u5f0f\u53ef\u4ee5\u4ece\u5fae\u8c03\u6570\u636e\u4e2d\u6355\u83b7\u66f4\u590d\u6742\u7684\u56fe\u6848\uff08\u4f8b\u5982\uff0c\u201cAI \u8096\u50cf\u201d\u5e94\u7528\u4f1a\u4f7f\u7528\u7528\u6237\u7684\u9762\u5b54\u8bad\u7ec3\u9002\u914d\u5668\u5c42\uff09\uff0c\u4f46\u5b83\u4f7f\u7528\u7684\u8d44\u6e90\u7565\u591a\uff0c\u6700\u91cd\u8981\u7684\u662f\uff0c\u591a\u4e2a LoRA \u65e0\u6cd5\u7ec4\u5408\u3002 \u5728\u6211\u4eec\u7684\u5177\u4f53\u7528\u4f8b\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0 LoRA \u5728\u4f7f\u7528 Stable Diffusion XL \u65f6\u6700\u6709\u6548\u3002 \u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5728\u65e9\u671f\u7248\u672c\u7684 Stable Diffusion\uff081.4\u30011.5 \u6216 2.1\uff09\u4e2d\uff0c\u6587\u672c\u53cd\u8f6c\u53ef\u4ee5\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image12.png\" alt=\"\u4f7f\u7528 LoRA \u7ecf\u8fc7 200 \u548c 1000 \u4e2a\u8bad\u7ec3\u6b65\u9aa4\u540e\u751f\u6210\u7684\u56fe\u50cf\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u4f7f\u7528 LoRA \u7ecf\u8fc7 200 \u548c 1000 \u4e2a\u8bad\u7ec3\u6b65\u9aa4\u540e\u751f\u6210\u7684\u56fe\u50cf\u3002<\/p>\n<h1>\u7ed3\u5408 Stable Diffusion \u548c CPPN \u7684\u4f18\u70b9<\/h1>\n<p>\u6211\u4eec\u4f7f\u7528 Stable Diffusion \u7684\u6807\u51c6\u4e4b\u4e00\u662f\u9700\u8981\u786e\u4fdd\u751f\u6210\u7684\u56fe\u50cf\u9075\u5faa\u67d0\u4e2a\u7279\u5b9a\u54c1\u724c\u7684\u8c03\u8272\u677f\uff0c\u8fd9\u6b63\u662f CPPN \u7684\u7528\u6b66\u4e4b\u5730\uff01 \u5728\u4f7f\u7528 Stable Diffusion \u751f\u6210\u56fe\u50cf\u4e4b\u524d\uff0c\u6211\u4eec\u4f7f\u7528\u81ea\u5df1\u7684\u68af\u5ea6\u751f\u6210\u5668\uff08\u5982\u4e0a\u6240\u8ff0\uff09\u5229\u7528 CPPN \u751f\u6210\u56fe\u50cf\uff0c\u4ee5\u50cf\u7d20\u7ea7\u7cbe\u5ea6\u5e94\u7528\u6240\u9700\u7684\u989c\u8272\uff0c\u7136\u540e\u4f7f\u7528 VAE \u5bf9\u5176\u8fdb\u884c\u7f16\u7801\u5e76\u4f7f\u7528\u9ad8\u65af\u566a\u58f0\u8fdb\u884c\u6df7\u5408\u3002 UNet \u4f7f\u7528\u751f\u6210\u7684\u9690\u56fe\u50cf\u4f5c\u4e3a\u5176\u8d77\u70b9\uff0c\u4ece\u800c\u4fdd\u7559\u539f\u59cb\u8272\u5f69\u548c\u6784\u56fe\u3002<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image24.png\" alt=\"CPPN \u2192 Stable Diffusion \u6d41\u6c34\u7ebf\" width=\"1200\" height=\"800\" \/><br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image25.png\" alt=\"CPPN \u2192 Stable Diffusion \u6d41\u6c34\u7ebf\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">CPPN \u2192 Stable Diffusion \u6d41\u6c34\u7ebf\u3002<\/p>\n<p>\u5728 CPPN \u56fe\u50cf\u5c31\u7eea\u540e\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u4e2d\u5bf9\u5176\u8fdb\u884c\u7f16\u8f91\uff0c\u4ee5\u5b9e\u73b0\u6211\u4eec\u6240\u80fd\u60f3\u8c61\u7684\u4efb\u4f55\u5f62\u72b6\u548c\u8bbe\u8ba1\uff01<br \/><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-full wp-image-10034\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/10\/image13.png\" alt=\"\u5177\u6709\u624b\u52a8\u7f16\u8f91 CPPN \u56fe\u50cf\u7684 CPPN \u2192 Stable Diffusion \u6d41\u6c34\u7ebf\" width=\"1200\" height=\"800\" \/><\/p>\n<p style=\"font-family: sans-serif; font-size: 14px;\">\u5177\u6709\u624b\u52a8\u7f16\u8f91 CPPN \u56fe\u50cf\u7684 CPPN \u2192 Stable Diffusion \u6d41\u6c34\u7ebf\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4f7f\u7528\u6211\u4eec\u7684\u201cCPPN \u2192 Stable Diffusion\u201d\u6d41\u6c34\u7ebf\u751f\u6210\u591a\u4e2a\u56fe\u50cf\u540e\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u7528\u8fd9\u4e9b\u56fe\u50cf\u6765\u8bad\u7ec3\u53e6\u4e00\u4e2a CPPN\uff0c\u5e76\u5c06\u5b83\u4eec\u8f6c\u6362\u4e3a\u52a8\u753b\uff0c\u5982\u4e0a\u9762\u7684 <em>CPPN\uff1a\u52a8\u753b<\/em>\u90e8\u5206\u6240\u8ff0\uff01 \u8fd9\u91cc\u6709\u4e00\u4e9b\u793a\u4f8b <strong><a href=\"https:\/\/www.shadertoy.com\/view\/DsBSW3\" target=\"_blank\" rel=\"noopener\">GLSL \u4ee3\u7801<\/a><\/strong><span style=\"font-weight: 400;\">\uff0c\u4ee5\u53ca\u4e00\u4e9b\u793a\u4f8b\u89c6\u9891\uff1a<\/span><\/p>\n<p>JetBrains \u5bf9 AI \u8d4b\u80fd\u56fe\u5f62\u7684\u63a2\u7d22\u548c\u5b9e\u73b0\u662f\u4e00\u6b21\u5192\u9669\u3002 \u591a\u5e74\u6765\uff0c\u6211\u4eec\u7684\u5de5\u5177\u4e0d\u65ad\u53d1\u5c55\u548c\u6210\u719f\uff0c\u4ece\u6700\u521d\u4f7f\u7528\u57fa\u4e8e WebGL \u7684\u968f\u673a\u751f\u6210\u65b9\u5f0f\uff0c\u5230\u76ee\u524d\u4f7f\u7528 CPPN \u548c Stable Diffusion \u751f\u6210\u65f6\u5c1a\u4e14\u4e2a\u6027\u5316\u7684\u8bbe\u8ba1\u3002 \u5c55\u671b\u672a\u6765\uff0c\u6211\u4eec\u671f\u5f85\u66f4\u9ad8\u6c34\u5e73\u7684\u81ea\u5b9a\u4e49\u548c\u5e7f\u6cdb\u5e94\u7528\uff0c\u6211\u4eec\u5bf9\u8fd9\u4e9b\u6280\u672f\u5c06\u5728\u56fe\u5f62\u751f\u6210\u9886\u57df\u91ca\u653e\u7684\u6f5c\u529b\u611f\u5230\u5174\u594b\u3002<\/p>\n<p>\u6211\u4eec\u5e0c\u671b\u8fd9\u7bc7\u5173\u4e8e\u6211\u4eec\u7684 AI \u56fe\u7a3f\u53d1\u5c55\u5386\u7a0b\u7684\u6df1\u5165\u4ecb\u7ecd\u5bf9\u60a8\u6709\u6240\u542f\u53d1\uff01 \u6211\u4eec\u8bda\u9080\u60a8\u63a2\u7d22\u6211\u4eec\u63d0\u4f9b\u7684\u793a\u4f8b\uff08\u5305\u62ec\u6211\u4eec\u7684<strong><a href=\"https:\/\/cai.jetbrains.com\/\" target=\"_blank\" rel=\"noopener\">\u4ea4\u4e92\u5f0f\u5f52\u6863<\/a><\/strong><span style=\"font-weight: 400;\">\uff09\u5e76\u5728\u4e0b\u65b9\u7684\u8bc4\u8bba\u533a\u6216\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u81f3 <a href=\"mailto:cai@jetbrains.com\">cai@jetbrains.com<\/a> \u6765\u5206\u4eab\u60a8\u7684\u53cd\u9988\u3002 \u8bf7\u544a\u8bc9\u6211\u4eec\u60a8\u672a\u6765\u5e0c\u671b\u4ece\u8ba1\u7b97\u827a\u672f\u56e2\u961f\u770b\u5230\u4ec0\u4e48\u6837\u7684\u4e3b\u9898\uff01<\/span><\/p>\n<p>\u00a0<\/p>\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div 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<\/div>\n","protected":false},"author":1297,"featured_media":397705,"comment_status":"closed","ping_status":"closed","template":"","categories":[4782,1585,6316,4918,4115],"tags":[6847,3679,6427,180,575,153],"cross-post-tag":[6628],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/blog\/399865"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/users\/1297"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=399865"}],"version-history":[{"count":8,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/blog\/399865\/revisions"}],"predecessor-version":[{"id":399891,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/blog\/399865\/revisions\/399891"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/397705"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=399865"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=399865"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=399865"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=399865"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}