{"id":454,"date":"2022-06-17T11:25:18","date_gmt":"2022-06-17T03:25:18","guid":{"rendered":"http:\/\/www.gaoxigang.com\/?p=454"},"modified":"2022-06-17T11:25:18","modified_gmt":"2022-06-17T03:25:18","slug":"%e9%9b%b6%e9%97%a8%e6%a7%9b%e4%bd%9c%e5%9b%beai-disco-diffusion-dd-%e5%ae%98%e6%96%b9%e4%b8%ad%e6%96%87%e6%8c%87%e5%8d%97-%e5%9f%ba%e7%a1%80%e9%83%a8%e5%88%86","status":"publish","type":"post","link":"https:\/\/www.gaoxigang.com\/index.php\/2022\/06\/17\/%e9%9b%b6%e9%97%a8%e6%a7%9b%e4%bd%9c%e5%9b%beai-disco-diffusion-dd-%e5%ae%98%e6%96%b9%e4%b8%ad%e6%96%87%e6%8c%87%e5%8d%97-%e5%9f%ba%e7%a1%80%e9%83%a8%e5%88%86\/","title":{"rendered":"\u96f6\u95e8\u69db\u4f5c\u56feAI Disco Diffusion (DD) \u5b98\u65b9\u4e2d\u6587\u6307\u5357 – \u57fa\u7840\u90e8\u5206"},"content":{"rendered":"

\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.bilibili.com\/read\/cv16730942<\/p>\n

<\/div>\n
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\u9605\u524d\u987b\u77e5\uff1a<\/strong><\/span><\/p>\n

\u8be5\u6307\u5357\u7531Alexair<\/span>(<\/span>alexair059@gmail.com<\/span>)\u7ffb\u8bd1<\/span><\/strong><\/span><\/p>\n

\u5df2\u83b7\u539f\u4f5c\u8005zippy<\/span>(zippy731@twitter.com<\/span>)\u6388\u6743<\/span><\/strong><\/span><\/p>\n

\u8be5\u90e8\u5206\u4e3a\u4e2d\u6587\u7248\u7684\u7b2c\u4e00\u90e8\u5206\uff0c\u82f1\u6587\u7248\u672c\u4e3aZippy’s Disco Diffusion Cheatsheet v0.3<\/span><\/strong><\/span><\/p>\n

\u4ec0\u4e48\u662fDisco Diffusion\uff1f<\/span><\/h1>\n

Disco Diffusion (DD) \u662f\u4e00\u6b3e\u53ef\u5728\u00a0<\/span>Google Colab \u4e0a\u8fd0\u884c\u7684 jupyter notebook \u6587\u4ef6<\/span>\uff0c\u5b83\u5229\u7528\u79f0\u4e3a CLIP-Guided Diffusion \u7684 AI \u56fe\u50cf\u751f\u6210\u6280\u672f\uff0c\u5141\u8bb8\u60a8\u4ec5\u4ece\u6587\u672c\u8f93\u5165\u4e2d\u521b\u5efa\u5f15\u4eba\u5165\u80dc\u7684\u7cbe\u7f8e\u56fe\u50cf\u3002 DD\u7531\u00a0<\/span>Somnai<\/span>\u00a0\u521b\u5efa\uff0c\u7531\u00a0<\/span>Gandamu<\/span>\u00a0\u589e\u5f3a\uff0c\u5e76\u4ee5\u00a0<\/span>RiversHaveWings<\/span>\u3001<\/span>nshepperd<\/span>\u00a0\u548c\u8bb8\u591a\u5176\u4ed6\u4eba\u7684\u5de5\u4f5c\u4e3a\u57fa\u7840\u3002<\/span><\/p>\n

\u5b83\u7684\u6548\u679c\u4ee4\u4eba\u9707\u64bc\uff0c\u5e76\u4e14\u66f4\u4e3a\u91cd\u8981\u7684\u662f\uff0c\u5b8c\u5168<\/span>\u514d\u8d39<\/strong><\/span>\uff01<\/span><\/p>\n

\u4f46\u662f\uff0c\u672c\u6587\u6863\u7684\u4e3b\u8981\u4e3b\u9898\u4e0d\u4f1a\u653e\u5728CLIP \u548c Diffusion \u7684\u4f20\u5947\u822c\u7684\u7814\u53d1\u5386\u53f2\u548c\u5176\u590d\u6742\u7684\u5185\u90e8\u8fd0\u884c\u539f\u7406\u3002\u00a0\u76f8\u53cd\uff0c\u672c\u6307\u5357\u65e8\u5728\u5e2e\u52a9\u60a8\u4e86\u89e3\u5982\u4f55\u4f7f\u7528\u57fa\u672c\u7684 DD \u63a7\u4ef6\u3001\u8c03\u6574\u53c2\u6570\u6765\u521b\u5efa\u81ea\u5df1\u7684\u56fe\u50cf\uff0c\u5e76\u5bf9\u6240\u6709\u6709\u5173\u53c2\u6570\u5982\u4f55\u5f71\u54cd CLIP \u548c\u6269\u6563\u884c\u4e3a\u63d0\u4f9b\u4e00\u4e9b\u53c2\u8003\u3002<\/span><\/p>\n

\u56fe1\uff1aDD\u4f7f\u7528\u5b98\u65b9\u793a\u4f8b\u6587\u4ef6\u751f\u6210\u7684\u56fe\u50cf<\/figcaption><\/figure>\n
<\/figure>\n

\u00a0<\/span><\/h1>\n

DD\u7684\u8fd0\u4f5c\u8fc7\u7a0b\uff08\u7b80\u5355\u6982\u8ff0\uff09<\/span><\/h1>\n

\u6269\u6563\u662f\u4ece\u56fe\u50cf\u4e2d\u53bb\u9664\u566a\u58f0\u7684\u6570\u5b66\u8fc7\u7a0b\uff0c\u800cCLIP \u662f\u7528\u4e8e\u6807\u8bb0\u56fe\u50cf\u7684\u5de5\u5177\u3002 \u7ed3\u5408\u4f7f\u7528\u65f6\uff0cCLIP \u4f7f\u7528\u5176\u56fe\u50cf\u8bc6\u522b\u6280\u672f\u8fed\u4ee3\u5730\u5f15\u5bfc\u6269\u6563\u53bb\u566a\u8fc7\u7a0b\uff0c\u4f7f\u56fe\u50cf\u7684\u5185\u5bb9\u9010\u6e10\u4e0e\u6587\u672c\u63d0\u793a\u7684\u6982\u5ff5\u7d27\u5bc6\u5339\u914d\u3002<\/p>\n

\u4e0a\u9762\u7684\u56fe\u7247[1]\u4fbf\u662f\u5728 DD \u4e2d\u4ec5\u4f7f\u7528\u201c\u63d0\u793a\u201d\u521b\u5efa\u7684\uff0c\u5176\u5185\u5bb9\u4e3a\uff1a\u201cA beautiful painting of a singular lighthouse, shining its light across a tumultuous sea of blood by greg rutkowski and thomas kinkade, Trending on artstation.\u201d<\/p>\n

\u6269\u6563\u662f\u4e00\u4e2a\u8fed\u4ee3\u7684\u8fc7\u7a0b\u3002 \u5728\u6bcf\u6b21\u8fed\u4ee3\/\u6b65\u9aa4\u4e2d\uff0cCLIP \u90fd\u4f1a\u6839\u636e\u201c\u63d0\u793a\u201d\u8bc4\u4f30\u73b0\u6709\u56fe\u50cf\uff0c\u5e76\u4e3a\u6269\u6563\u8fc7\u7a0b\u63d0\u4f9b\u201c\u65b9\u5411\u201d\u3002 \u6269\u6563\u5c06\u5bf9\u73b0\u6709\u56fe\u50cf\u8fdb\u884c\u201c\u53bb\u566a\u201d\uff0c\u800c DD \u5c06\u663e\u793a\u5176\u5bf9\u6700\u7ec8\u56fe\u50cf\u5916\u89c2\u7684\u201c\u5f53\u524d\u4f30\u8ba1\u201d\u3002 \u6700\u521d\uff0c\u56fe\u50cf\u53ea\u662f\u4e00\u56e2\u6a21\u7cca\u6df7\u4e71\u7684\u566a\u70b9\uff0c\u4f46\u968f\u7740 DD \u8fed\u4ee3\u7684\u63a8\u8fdb\uff0c\u56fe\u50cf\u7684\u7ec6\u8282\u4ece\u9010\u6e10\u7531\u7c97\u7565\u53d8\u4e3a\u7cbe\u7ec6\u3002<\/p>\n

\u56fe2\uff1a\u7ecf\u8fc7 DD 1\u300120\u3001100\u3001150\u3001200\u6b21\u8fed\u4ee3\u540e\u7684\u56fe\u50cf<\/figcaption><\/figure>\n

\u4e0a\u9762\u7684\u793a\u4f8b\u56fe\u50cf[2]\u751f\u6210\u603b\u5171\u8017\u8d39\u4e86250\u6b21\u6269\u6563\u8fed\u4ee3\u3002\u6b63\u5982\u60a8\u770b\u5230\u7684\u90a3\u6837\uff0c\u968f\u7740 CLIP \u6839\u636e\u201c\u63d0\u793a\u201d\u4e0d\u65ad\u5f15\u5bfc\u6269\u6563\u964d\u566a\u8fc7\u7a0b\uff0c\u56fe\u50cf\u5728\u8be5\u8fc7\u7a0b\u4e2d\u9010\u6e10\u53d8\u5f97\u6e05\u6670\u3002<\/p>\n

\u56fe\u50cf\u7684\u5185\u5bb9\u901a\u5e38\u7531\u201c\u63d0\u793a\u201d\u2014\u2014\u53e5\u5b50\u3001\u77ed\u8bed\u548c\u4e00\u7cfb\u5217\u63cf\u8ff0\u6027\u8bcd\u8bed\uff08\u8bd1\u8005\u6ce8\uff1a\u751a\u81f3\u662f\u7f51\u7edc\u5173\u952e\u8bcd\u548c\u827a\u672f\u5bb6\uff01\u4f8b\u5982trending on artstation\u2014\u2014artstation\u4e0a\u7684\u70ed\u641c\u3001Miyazaki Hayao\u2014\u2014\u5bab\u5d0e\u9a8f\uff09\u63a7\u5236\uff0c\u8fd9\u4e9b\u8bcd\u8bed\u544a\u8bc9 CLIP \u60a8\u60f3\u770b\u5230\u4ec0\u4e48\u3002<\/p>\n

\u4e3a AI \u827a\u672f\u521b\u5efa\u4e00\u4e2a\u597d\u7684\u201c\u63d0\u793a\u201d\u662f\u4e00\u9879\u7ec6\u81f4\u5165\u5fae\u3001\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u9700\u8981\u5927\u91cf\u7684\u53cd\u590d\u8bd5\u9a8c\u548c\u5b9e\u8df5\u3002 \u5b83\u9700\u8981\u60a8\u7422\u78e8\u5b66\u4e60\uff0c\u4f46\u672c\u6307\u5357\u4e0d\u4f1a\u8be6\u7ec6\u4ecb\u7ecd\u3002 \u6211\u4eec\u4fa7\u91cd\u4e8e\u4ecb\u7ecd\u5982\u4f55\u8c03\u6574Disco Diffusion\u8be5jupyter\u6587\u4ef6\u7684\u57fa\u672c\u53c2\u6570\u3002<\/p>\n

DD \u7684\u5927\u90e8\u5206\u63a7\u5236\u53c2\u6570\u9700\u8981\u586b\u5199\u5177\u4f53\u6570\u5b57\uff0c\u4ee5\u63a7\u5236 CLIP \u6a21\u578b\u548c\u6269\u6563\u66f2\u7ebf\u7684\u5404\u4e2a\u65b9\u9762\u3002\u4f7f\u7528 DD \u7684\u4e00\u822c\u6d41\u7a0b\u662f\uff1a<\/p>\n

    \n
  • \n

    \u586b\u5199\u201c\u63d0\u793a\u201d<\/span><\/p>\n<\/li>\n

  • \n

    \u8c03\u6574\u63a7\u5236\u53c2\u6570<\/span><\/p>\n<\/li>\n

  • \n

    \u8fd0\u884cjupyter\u6587\u4ef6\uff0c\u521b\u5efa\u56fe\u50cf<\/span><\/p>\n<\/li>\n<\/ul>\n

    \u6839\u636e\u4f7f\u7528\u7684\u8bbe\u7f6e\u548c\u53ef\u7528\u7684\u5904\u7406\u5668\u4e0d\u540c\uff0cDD \u6e32\u67d3\u5355\u4e2a\u56fe\u50cf\u7684\u65f6\u95f4\u4ece 5 \u5206\u949f\u5230\u4e00\u4e2a\u5c0f\u65f6\u4e0d\u7b49\uff0c\u751a\u81f3\u66f4\u957f\u65f6\u95f4<\/p>\n

    \u5fae\u8c03\u201c\u63d0\u793a\u201d\u548c\u63a7\u5236\u53c2\u6570\u65e2\u590d\u6742\u53c8\u8017\u65f6\uff0c\u56e0\u6b64\u4e0d\u65ad\u53bb\u5c1d\u8bd5\u5e76\u5f62\u6210\u81ea\u5df1\u7684\u4e00\u5957\u6280\u5de7\u4f1a\u66f4\u597d\u3002 \u6211\u4eec\u5efa\u8bae\u60a8\u5148\u5c1d\u8bd5\u4e00\u4e0bjupyter\u6587\u4ef6\u4e2d\u7684\u9ed8\u8ba4\u8bbe\u7f6e\uff0c\u4ee5\u786e\u8ba4\u6587\u4ef6\u8fd0\u884c\u6b63\u5e38\u5e76\u4e14\u60a8\u7684\u8bbe\u7f6e\u6ca1\u6709\u9519\u8bef\u3002 \u5728\u90a3\u4e4b\u540e\uff0c\u5c3d\u60c5\u5730\u5b9e\u8df5\u4f60\u7684\u70b9\u5b50\u5427\uff01<\/p>\n

    \u6b64\u5916\uff0c\u5c3d\u7ba1 DD \u652f\u6301\u751f\u6210\u6574\u4e2a\u4f5c\u753b\u8fc7\u7a0b\u7684\u52a8\u753b\uff0c\u60a8\u4ecd\u5e94\u8be5\u4ece\u5b66\u4e60\u5982\u4f55\u521b\u5efa\u9759\u6b62\u56fe\u50cf\u5f00\u59cb\uff0c\u56e0\u4e3a\u5b66\u4f1a\u521b\u5efa\u56fe\u50cf\u540e\u751f\u6210\u52a8\u753b\u5c06\u5341\u5206\u7b80\u5355\u3002<\/p>\n

    \u7528AI(Artificial Intelligence\/\u4eba\u5de5\u667a\u80fd)\u521b\u9020\u827a\u672f\u662f\u795e\u5947\u800c\u590d\u6742\u7684\uff0c\u6570\u636e\u79d1\u5b66\u5bb6\u548c\u7a0b\u5e8f\u5458\u5728\u8be5\u9886\u57df\u7684\u7814\u7a76\u4ece\u672a\u505c\u6b62\u3002\u56e0\u6b64\uff0c\u5982\u679c\u4e00\u70b9\u70b9\u52aa\u529b\u4e0e\u4e13\u6ce8\u90fd\u4e0d\u5c51\u4e8e\u4ed8\u51fa\u7684\u8bdd\uff0c\u4f60\u540c\u6837\u53ef\u80fd\u6beb\u65e0\u6536\u83b7\u3002DD\u6709\u51e0\u5341\u4e2a\u63a7\u4ef6\uff0c\u4ea4\u4e92\u590d\u6742\uff0c\u9650\u5236\u5c11\uff0c\u5f88\u5bb9\u6613\u5f97\u5230\u4e0d\u597d\u7684\u7ed3\u679c\u3002 \u4f46\u4e0d\u8981\u6c14\u9981\uff01<\/p>\n

    \u8bf7\u8bb0\u4f4f\uff0c<\/span>\u60a8\u5e76\u4e0d\u5b64\u5355<\/strong><\/span>\u3002\u6210\u5343\u4e0a\u4e07\u7684\u4eba\u6b63\u5728\u5b66\u4e60\u548c\u5b66\u4e60 AI \u827a\u672f\uff0c\u5e76\u4e14\u6709\u8bb8\u591a\u8d44\u6e90\u53ef\u4ee5\u4e0e\u5176\u4ed6 DD \u7528\u6237\u548c AI \u827a\u672f\u5bb6\u8054\u7cfb\u5e76\u5411\u4ed6\u4eec\u5b66\u4e60\u3002\u4f8b\u5982\u6709\u4e00\u4e2a\u4e13\u95e8\u7684\u00a0<\/span>DD Discord \u8bba\u575b<\/span>\u3001\u4e00\u4e2a\u00a0<\/span>DD subreddit<\/span>\u00a0\u548ctwitter \u4e0a\u4e00\u4e2a\u6d3b\u8dc3\u7684\u7528\u6237\u793e\u533a\u3002 \u8fd8\u6709\u51e0\u5341\u4e2a\u5f88\u68d2\u7684 Youtube \u548c\u4e66\u9762\u6559\u7a0b\u548c\u6307\u5357\u3002\u672c\u6307\u5357\u672b\u5c3e\u5305\u542b\u76f8\u5173\u7684\u8d44\u6e90\u94fe\u63a5\u3002<\/span><\/p>\n

    The harder the climb, the better the view!<\/span><\/p>\n

    \u795d\u60a8\u753b\u51fa\u5fc3\u76ee\u4e2d\u7684\u4f73\u4f5c\uff01<\/span><\/p>\n

    March 2022<\/span><\/p>\n

    Chris Allen (@zippy731<\/span>\u00a0on twitter)<\/span><\/p>\n

    <\/figure>\n

     <\/p>\n

    p.s. \u6211\u5e0c\u671b\u672c\u6307\u5357\u5c06\u6210\u4e3a DD \u7528\u6237\u7684\u6709\u7528\u8d77\u70b9\u548c\u53c2\u8003\u3002\u4f46\u8fd9\u5e76<\/span>\u4e0d\u4ee3\u8868\u5b83\u662f\u7edd\u5bf9\u6b63\u786e\u7684<\/strong><\/span>\uff01<\/span><\/p>\n

    \u867d\u7136\u6211\u8bd5\u56fe\u901a\u8fc7\u8be2\u95ee\u4e00\u4e9b\u5b9e\u9645\u7684 DD \u5f00\u53d1\u4eba\u5458\u548c\u76f8\u5173\u4e13\u5bb6\u6765\u8fdb\u4e00\u6b65\u4e86\u89e3DD\uff0c\u4f46\u8be5\u6587\u6863\u76ee\u524d\u7684\u6240\u6709\u5185\u5bb9\u90fd\u662f\u6211\u4e2a\u4eba\u672a\u7ecf\u4e25\u683c\u8bc1\u660e\u7684\u89c1\u89e3\u3002<\/span><\/p>\n

    \u5c3d\u7ba1\u5c3d\u4e86\u6700\u5927\u52aa\u529b\uff0c\u4f46\u672c\u6307\u5357\u4f9d\u65e7\u5145\u6ee1\u4e86\u53ef\u80fd\u7684\u9519\u8bef\u3002\u8fd9\u662f\u4e2a\u4eba\u7684\u80fd\u529b\u95ee\u9898\uff0c\u6211\u53ea\u662f\u4e0d\u77e5\u9053\u5b83\u4eec\u5728\u54ea\u91cc\u3002\u6211\u4e5f\u662fAI\u827a\u672f\u7684\u5b66\u751f\uff0c\u4e00\u8d77\u5b66\u4e60\u5427\uff01<\/span><\/p>\n

    \u5982\u679c\u4f60\u770b\u5230\u9519\u8bef\u6216\u9519\u8bef\u4fe1\u606f\uff0c\u5bf9\u6211\u7684\u65e0\u77e5\u611f\u5230\u53ef\u7b11\u4e4b\u540e\uff0c\u8bf7\u5728\u63a8\u7279\u4e0a\u53d1\u8868\u8bc4\u8bba\uff0c\u6216\u8005\u5728 DD Discord \u4e0a\u76f4\u63a5\u6233\u6211\uff01<\/span><\/p>\n

    <\/figure>\n

    \u00a0<\/span><\/h1>\n

    \u4f7f\u7528Disco Diffusion\uff08DD\uff09- \u57fa\u7840\u8bbe\u7f6e<\/span><\/h1>\n

    Disco Diffusion (DD)\uff08\u5f53\u524d\u7248\u672c\u4e3a 5.2\uff09\u8d77\u521d\u4ee4\u4eba\u671b\u800c\u751f\u754f\u4e14\u96be\u4ee5\u7406\u89e3\u3002\u4f46\u53ea\u8981\u4e00\u70b9\u70b9\u5b66\u4e60\uff0c\u4f60\u6700\u7ec8\u5c31\u80fd\u5b8c\u5168\u7406\u89e3\u3002<\/p>\n

    \u5728\u6b64\u4e4b\u524d<\/span><\/h1>\n

    \u672c\u6307\u5357\u5047\u8bbe\u60a8\u4e86\u89e3\u4f7f\u7528 Google \u7684 Colab \u670d\u52a1\u8bbf\u95ee\u548c\u8fd0\u884cjupyter\u6587\u4ef6\u7684\u57fa\u7840\u77e5\u8bc6\u3002\u5982\u679c\u60a8\u5e76\u4e0d\u4e86\u89e3\uff0c\u8bf7\u5148\u67e5\u770b\u9644\u5f55\u4e2d\u7684\u4e00\u4e9b\u63a8\u8350\u8d44\u6e90\u4ee5\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n

    <\/figure>\n

    <\/h1>\n

    \u5224\u65ad Colab \u6b63\u5e38\u8fd0\u884c<\/span><\/h1>\n

    \u5f53\u60a8\u5728 Colab \u4e2d\u542f\u52a8 DD \u7b14\u8bb0\u672c\u65f6\uff0c\u5b83\u5df2\u7ecf\u8bbe\u7f6e\u4e86\u9ed8\u8ba4\u503c\uff0c\u5c06\u751f\u6210\u50cf\u4e0a\u9762\u90a3\u6837\u7684\u706f\u5854\u56fe\u50cf[1]\u3002\u5728\u66f4\u6539\u4efb\u4f55\u8bbe\u7f6e\u4e4b\u524d\uff0c\u60a8\u5e94\u8be5\u53ea\u8fd0\u884c\u6240\u6709\u4ee3\u7801 (\u4ee3\u7801\u6267\u884c\u7a0b\u5e8f\\\u5168\u90e8\u8fd0\u884c) \u4ee5\u786e\u8ba4\u4e00\u5207\u6b63\u5e38\u3002Colab \u5c06\u63d0\u793a\u60a8\u6388\u6743\u8fde\u63a5\u5230\u60a8\u7684 google \u4e91\u7aef\u786c\u76d8\uff0c\u5141\u8bb8\u8be5\u64cd\u4f5c\u4ee5\u4f7f DD \u6b63\u5e38\u5de5\u4f5c\u3002<\/span><\/p>\n

    \u4e4b\u540e\uff0cDD \u4f1a\u82b1\u6570\u5206\u949f\u8bbe\u7f6e\u73af\u5883\uff0c\u6700\u7ec8\u4f1a\u5728\u7b14\u8bb0\u672c\u6700\u5e95\u90e8\u663e\u793a\u6b63\u5728\u751f\u6210\u7684\u6269\u6563\u56fe\u50cf\u3002 \u4e00\u65e6\u60a8\u786e\u8ba4\u6240\u6709\u8fd9\u4e9b\u90fd\u6b63\u5e38\u5de5\u4f5c\uff0c\u60a8\u53ef\u4ee5\u968f\u65f6\u4e2d\u65ad\u7a0b\u5e8f\uff08\u4ee3\u7801\u6267\u884c\u7a0b\u5e8f\\\u4e2d\u65ad\u6267\u884c\uff09\u3002<\/span><\/p>\n

     <\/p>\n

    <\/figure>\n

    \u5feb\u901f\u4e0a\u624b – \u4f7f\u7528\u9ed8\u8ba4\u53c2\u6570<\/span><\/h1>\n

    \u521d\u59cb\u8bbe\u7f6e\u540e\uff0c\u60a8\u5c31\u53ef\u4ee5\u5f00\u59cb\u521b\u5efa\u81ea\u5df1\u7684\u56fe\u50cf\u4e86\uff01DD\u6709\u5f88\u591a\u9009\u9879\uff0c\u4f46\u5982\u679c\u60a8\u53ea\u60f3\u8f93\u5165\u63d0\u793a\u5e76\u4f7f\u7528\u9ed8\u8ba4\u8bbe\u7f6e\u751f\u6210\u56fe\u50cf\uff1a<\/p>\n

      \n
    • \n

      \u5982\u4e0a\u8282\u6240\u8ff0\uff0c\u70b9\u51fb \u5168\u90e8\u8fd0\u884c \u521d\u59cb\u5316 DD \u73af\u5883\uff0c\u7136\u540e\u4e2d\u65ad\u6267\u884c<\/span><\/p>\n<\/li>\n

    • \n

      \u9f20\u6807\u6eda\u52a8\u5230jupyter\u6587\u4ef6\u63a5\u8fd1\u5e95\u90e8\u9644\u8fd1\u7684\u00a0<\/span>Prompts<\/strong><\/span>\u00a0\u5355\u5143\u683c\u3002\u8bf7\u6ce8\u610f\u5df2\u7ecf\u5b58\u5728\u7684\u793a\u4f8b\u7684\u8bed\u6cd5\uff0c\u7528\u60a8\u81ea\u5df1\u60f3\u63cf\u8ff0\u7684\u201c\u63d0\u793a\u201d\u66ff\u6362\u76f8\u5e94\u7684\u53e5\u5b50<\/span><\/p>\n<\/li>\n

    • \n

      \u5355\u51fb\u00a0<\/span>Prompts\u00a0<\/strong><\/span>\u5355\u5143\u683c\u7684\u8fd0\u884c\u6309\u94ae\uff0c\u8fd9\u5c06\u66f4\u65b0\u4e0b\u4e00\u6b21\u8fd0\u884c\u7684\u201c\u63d0\u793a\u201d<\/span><\/p>\n<\/li>\n

    • \n

      \u5728\u00a0<\/span>Prompts<\/strong><\/span>\u00a0\u5355\u5143\u683c\u4e0b\u65b9\uff0c\u5373\u00a0<\/span>4. Diffuse!<\/strong><\/span>\u00a0\u4e0b\uff0c\u5c55\u5f00\u5355\u5143\u683c\u5e76\u5c06\u00a0<\/span>display_rate<\/strong><\/span>\u00a0\u503c\u4ece 50 \u66f4\u65b0\u4e3a 5<\/span><\/p>\n<\/li>\n

    • \n

      \u5355\u51fb\u00a0<\/span>Do the Run!<\/strong><\/span>\u00a0\u65c1\u8fb9\u7684\u8fd0\u884c\u6309\u94ae<\/span><\/p>\n<\/li>\n

    • \n

      \u7b49\u5f85\u65b0\u7684\u56fe\u50cf\u751f\u6210<\/span><\/p>\n<\/li>\n<\/ul>\n

      \u5927\u529f\u544a\u6210\uff01\u60a8\u73b0\u5728\u6b63\u5728\u81ea\u5df1\u63d0\u4f9b\u201c\u63d0\u793a\u201d\u521b\u5efa\u81ea\u5df1\u7684\u56fe\u50cf\uff01<\/span><\/p>\n

      \u60a8\u53ef\u4ee5\u5728\u5355\u5143\u683c\u4e0b\u65b9\u770b\u5230\u56fe\u50cf\u66f4\u65b0\u7684\u8f93\u51fa\u3002\u60a8\u5e94\u8be5\u4f1a\u770b\u5230\u4e00\u4e2a\u6a21\u7cca\u7684\u7070\u8272\u56fe\u50cf\uff0c\u5b83\u4f1a\u9010\u6e10\u6e05\u6670\u4ee5\u663e\u793a\u60a8\u7684\u6700\u7ec8\u56fe\u50cf\u3002\u60a8\u53ef\u4ee5\u968f\u65f6\u4e2d\u65ad\u4f60\u7684\u6587\u4ef6\u6267\u884c\u3002<\/span><\/p>\n

      \u60a8\u53ef\u80fd\u559c\u6b22\u6216\u4e0d\u559c\u6b22\u60a8\u7684\u7b2c\u4e00\u5f20 DD \u56fe\u50cf\uff0c\u4f46\u5982\u679c\u60a8\u60f3\u8ba9\u5b83\u4eec\u53d8\u5f97\u66f4\u597d\uff0c\u8bf7\u7ee7\u7eed\u9605\u8bfb\u8be5\u6307\u5357\u5427\uff01<\/span><\/p>\n

      \n

      <\/figure>\n

      \u6587\u672c\u63d0\u793a\u8bcd \/ \u201c\u63d0\u793a\u201d<\/span><\/h1>\n

      \u9996\u5148\u4fbf\u662f\u5927\u5bb6\u6700\u5173\u5fc3\u7684\u6587\u672c\u63d0\u793a\u8bcd\uff0c\u53c8\u79f0\u201c\u63d0\u793a\u201d \u2014\u2014 \u8f93\u5165\u6587\u5b57\u63cf\u8ff0\u5e76\u5f97\u5230\u5bf9\u5e94\u56fe\u7247\u3002<\/span><\/p>\n

      \u5728 DD \u4e2d\uff0c\u6587\u672c\u63d0\u793a\u8bcd\u7684\u8bbe\u7f6e\u5728jupyter\u6587\u4ef6\u9760\u5e95\u90e8\u7684\u5730\u65b9\u3002\u201c\u63d0\u793a\u201d\u53ef\u4ee5\u662f\u51e0\u4e2a\u8bcd\u3001\u4e00\u4e2a\u957f\u53e5\u5b50\u6216\u51e0\u53e5\u8bdd\u3002\u7f16\u5199\u201c\u63d0\u793a\u201d\u672c\u8eab\u5c31\u5927\u6709\u5b66\u95ee\uff0c\u8fd9\u91cc\u4e0d\u4f1a\u6d89\u53ca\uff0c\u4f46 DD \u63d0\u793a\u90e8\u5206\u6709\u4e00\u4e9b\u793a\u4f8b\u4e0e\u6240\u9700\u7684\u683c\u5f0f\u3002<\/span><\/p>\n

      text_prompts<\/strong><\/span>\uff1a\u63cf\u8ff0\u56fe\u50cf\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u5b50\u7684\u77ed\u8bed\u3001\u53e5\u5b50\u6216\u5355\u8bcd\u548c\u77ed\u8bed\u5b57\u7b26\u4e32\u3002\u4eba\u5de5\u667a\u80fd\u5c06\u5206\u6790\u8fd9\u4e9b\u5355\u8bcd\uff0c\u5e76\u5c06\u5f15\u5bfc\u6269\u6563\u8fc7\u7a0b\u671d\u7740\u9760\u8fd1\u63cf\u8ff0\u7684\u65b9\u5411\u4e0a\u4f18\u5316\u3002<\/span><\/p>\n

      E.g. “A beautiful painting of a singular lighthouse, shining its light across a tumultuous sea of blood by greg rutkowski and thomas kinkade, Trending on artstation.”<\/span><\/p>\n

      \u6587\u672c\u63d0\u793a\u8bcd\u5927\u81f4\u9075\u5faa\u8fd9\u6837\u4e00\u4e2a\u7ed3\u6784\uff1a[\u4e3b\u9898]\u3001[\u4ecb\u8bcd\u7ec6\u8282]\u3001[\u8bbe\u7f6e]\u3001[\u57fa\u672c\u4fee\u9970\u548c\u827a\u672f\u5bb6]\uff1b\u8fd9\u662f\u60a8\u5c1d\u8bd5\u7684\u4e00\u4e2a\u5f88\u597d\u7684\u8d77\u70b9\u3002<\/span><\/p>\n

      \uff08\u8bd1\u8005\u6ce8\uff1a<\/span><\/p>\n

        \n
      • \n

        \u4e3b\u9898[subject]\uff1a\u753b\u9762\u7684\u4e3b\u4f53\u5bf9\u8c61<\/span>\u5982<\/span>\u4e00\u5ea7\u57ce\u5821<\/strong><\/span><\/p>\n<\/li>\n

      • \n

        \u4ecb\u8bcd\u7ec6\u8282[prepositional details]\uff1a\u4e3b\u4f53\u6240\u5904\u73af\u5883<\/span>\u5982<\/span>\u82b1\u6d77\u5f53\u4e2d\u7684<\/strong><\/span>\u4e00\u5ea7\u57ce\u5821<\/span><\/p>\n<\/li>\n

      • \n

        \u8bbe\u7f6e[setting]\uff1a\u4e3b\u4f53\u5bf9\u8c61\u7684\u6d3b\u52a8\u6216\u72b6\u6001<\/span>\u5982\u82b1\u6d77\u5f53\u4e2d<\/span>\u4e3e\u529e\u76db\u5927\u5e86\u5178\/\u9010\u6e10\u8352\u51c9\u51cb\u655d\u7684<\/strong><\/span>\u4e00\u5ea7\u57ce\u5821<\/span>\u4ee5\u53ca\u5176\u5177\u4f53\u4fee\u9970<\/span>\u5982\u82b1\u6d77\u5f53\u4e2d\u9010\u6e10\u8352\u51c9\u51cb\u655d\u7684\u4e00\u5ea7<\/span>\u5de8\u5927\u7684\/\u82f1\u5f0f<\/strong><\/span>\u57ce\u5821<\/span><\/p>\n<\/li>\n

      • \n

        \u57fa\u672c\u4fee\u9970[meta modifiers]\uff1a\u63d0\u793aDD\u8be5\u56fe\u50cf\u7684\u827a\u672f\u98ce\u683c\u3001\u6216\u4f20\u8fbe\u7684\u60c5\u611f<\/span>\u5982<\/span>\u4e00\u79cd\u4f24\u611f\u7684\u98ce\u683c\u3001\u80f6\u5377\u76f8\u673a\u62cd\u7167\u7684\u98ce\u683c\u3001\u62bd\u8c61\u98ce\u683c<\/strong><\/span><\/p>\n<\/li>\n

      • \n

        \u827a\u672f\u5bb6\/\u521b\u4f5c\u8005[artist]\uff1a\u63d0\u793aDD\u8be5\u56fe\u50cf\u7c7b\u4f3c\u4e8e\u67d0\u4e2a\u5177\u4f53\u521b\u4f5c\u8005\u7684\u98ce\u683c<\/span>\u5982<\/span>\u5bab\u5d0e\u9a8f\u3001\u68b5\u9ad8\u3001\u83ab\u5948<\/strong><\/span><\/p>\n<\/li>\n<\/ul>\n

        \uff09<\/span><\/p>\n

        \u4e0d\u65ad\u83b7\u5f97\u53ef\u9760\u7684\u6587\u672c\u63d0\u793a\u8bcd\u9700\u8981\u5b9e\u8df5\u548c\u7ecf\u9a8c\uff0c\u4f46\u5b83\u4e0d\u662f\u672c\u6307\u5357\u7684\u91cd\u70b9\u3002\u5982\u679c\u60a8\u7b2c\u4e00\u6b21\u63a5\u89e6\u8be5\u4e8b\u7269\uff0c\u90a3\u4e48\u5728\u4f7f\u7528 DD \u4e4b\u524d\uff0c\u4e00\u4e2a\u7b80\u5355\u7684 AI \u827a\u672f\u5e94\u7528\u7a0b\u5e8f\uff08\u5982\u00a0<\/span>Night Cafe<\/span>\u3001<\/span>starry ai<\/span>\u00a0\u6216\u00a0<\/span>WOMBO<\/span>\uff09\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u8d77\u70b9\uff0c\u60a8\u53ef\u4ee5\u9010\u6b65\u4e86\u89e3 GAN \u5de5\u5177\u5982\u4f55\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u56fe\u50cf\u3002\u8fd9\u4e9b\u5176\u4ed6\u5e94\u7528\u7a0b\u5e8f\u4f7f\u7528\u7684\u6280\u672f\u53ef\u80fd\u4e0d\u5b8c\u5168\u76f8\u540c\uff0c\u4f46\u4e5f\u540c\u6837\u6709\u8bb8\u591a\u76f8\u540c\u7684\u539f\u5219\u9002\u7528\u3002<\/span><\/p>\n

        image_prompts<\/strong><\/span>\uff1a\u56fe\u50cf\u63d0\u793a\u8bcd\u662f\u5f15\u5bfc\u6269\u6563\u8fc7\u7a0b\u671d\u5411\u7279\u5b9a\u5916\u89c2\u6216\u98ce\u683c\u7684\u53e6\u4e00\u79cd\u65b9\u5f0f\u3002\u4f46\u662f\uff0c\u4f7f\u7528\u56fe\u50cf\u63d0\u793a\u8bcd\u662f\u521b\u5efa\u5176\u4ed6\u56fe\u50cf\u7684\u4e00\u79cd\u95f4\u63a5\u65b9\u6cd5\uff0c\u5e76\u4e14\u4e0d\u5982\u6587\u672c\u63d0\u793a\u8bcd\u53ef\u9760\u3002<\/span><\/p>\n

        \n

        <\/figure>\n

        \u8fdb\u9636\u2014\u2014\u6587\u672c\u63d0\u793a\u8bcd\u6743\u91cd & \u52a8\u753b\u5e27<\/span><\/h1>\n

        \u60a8\u53ef\u4ee5\u53ea\u4f7f\u7528\u5355\u4e2a\u6587\u672c\u63d0\u793a\u8bcd\u3001\u5373\u53ea\u7528\u4e00\u6bb5\u6587\u5b57\u63cf\u8ff0\u4e00\u6279\u56fe\u50cf\u6216\u52a8\u753b\u3002\u4e0d\u8fc7DD \u5728\u8be5\u90e8\u5206\u5141\u8bb8\u60a8\u8fdb\u884c\u66f4\u7ec6\u81f4\u7684\u8c03\u6574\u3002<\/span><\/p>\n

        DD \u5728jupyter\u6587\u4ef6\u4e2d\u7684\u00a0<\/span>Prompts\u00a0<\/strong><\/span>\u5355\u5143\u683c\u90e8\u5206\u5177\u4f53\u53ef\u5206\u4e3a\u52a8\u753b\u5e27\u53f7\u548c\u5b57\u7b26\u4e32\u5217\u8868\u3002\u5b57\u7b26\u4e32\u5217\u8868\u5305\u542b\u4e86\u6307\u5bfcDD\u5728\u6269\u6563\u8fc7\u7a0b\u4e2d\u7684\u5404\u4e2a\u6587\u672c\u63d0\u793a\u8bcd\u3002\u5b57\u7b26\u4e32\u7684\u7ed3\u5c3e\u53ef\u4ee5\u5305\u542b\u4e00\u4e2a\u00a0<\/span>\u201c:\u201d + \u6570\u5b57<\/strong><\/span>\u6765\u6307\u793a\u8be5\u63d0\u793a\u8bcd\u76f8\u5bf9\u4e8e\u5176\u4ed6\u63d0\u793a\u8bcd\u7684\u6743\u91cd\u3002<\/span><\/p>\n

        \u6bcf\u4e2a\u63d0\u793a\u5bf9\u63a8\u52a8\u6269\u6563\u65b9\u5411\u7684\u76f8\u5bf9\u8d21\u732e\u662f\u5176\u6743\u91cd\u9664\u4ee5\u6240\u6709\u6743\u91cd\u7684\u603b\u548c\u3002<\/span>\u6743\u91cd\u53ef\u4ee5\u662f\u8d1f\u6570\uff01<\/strong><\/span>\u8d1f\u6743\u91cd\u53ef\u4ee5\u5e2e\u52a9\u6291\u5236\u4e0d\u9700\u8981\u7684\u63d0\u793a\u5339\u914d\u7684\u7279\u5f81\uff0c\u4f8b\u5982\u6587\u672c\u3001\u6c34\u5370\u7b49\u7b49\u3002<\/span>\u4f8b\u5982 0:[“rocky beach:2”, “sky:-1”] \u5f15\u5bfc\u56fe\u50cf\u6269\u6563\u504f\u5411\u5ca9\u77f3\u6d77\u6ee9\u7ec6\u8282\uff0c\u540c\u65f6\u51cf\u5f31\u5929\u7a7a\u7ec6\u8282\u3002<\/span>\u6ce8\u610f\uff1a\u6743\u91cd\u4e4b\u548c\u4e0d\u5f97\u7b49\u4e8e 0\uff01<\/strong><\/span><\/p>\n

        \u884c\u9996\u7684\u6570\u5b57\u662f\u52a8\u753b\u5e27\u53f7\u3002\u5982\u679c\u4f7f\u7528\u52a8\u753b\uff0c\u53ef\u4ee5\u901a\u8fc7\u6dfb\u52a0\u66f4\u591a\u884c\u4e0d\u540c\u52a8\u753b\u5e27\u7684\u63d0\u793a\u968f\u65f6\u95f4\u6539\u53d8\u63d0\u793a\uff0cDD\u4f1a\u5728\u6307\u5b9a\u5e27\u5207\u6362\u6587\u672c\u63d0\u793a\u8bcd\u3002<\/span>\u6ce8\u610f\uff1a\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u6dfb\u52a0\u591a\u4e2a\u63d0\u793a\u4ec5\u9002\u7528\u4e8e\u52a8\u753b\uff01<\/strong><\/span>\uff08\u8bd1\u8005\u6ce8\uff1aDD\u521b\u4f5c\u52a8\u753b\u7684\u53ef\u80fd\u6027\uff1f\u52a8\u753b\u5e27\u8fde\u8d77\u6765\u5c31\u662f\u5267\u672c~\uff09\u5982\u679c\u60a8\u6b63\u5728\u8fd0\u884c\u4e00\u6279\u5355\u72ec\u7684\u56fe\u50cf\uff0cDD \u5c06\u53ea\u4f7f\u7528\u7b2c\u4e00\u4e2a\u52a8\u753b\u5e27\u4e0b\u7684\u6587\u672c\u63d0\u793a\u8bcd\u3002<\/span><\/p>\n

        \n

        <\/figure>\n

        \u57fa\u672c\u8bbe\u7f6e<\/span><\/h1>\n

        \u51c6\u5907\u597d\u6587\u672c\u63d0\u793a\u8bcd\/\u56fe\u50cf\u63d0\u793a\u8bcd\u540e\uff0c\u60a8\u9700\u8981\u5728\u00a0<\/span>Basic Settings<\/strong><\/span>\u00a0\u5355\u5143\u683c\u8bbe\u7f6e\u8be5\u6b21\u56fe\u50cf\u521b\u4f5c\u7684\u540d\u79f0\uff08\u8bd1\u8005\u6ce8\uff1a\u9ed8\u8ba4\u4e3aTimeToDisco\uff09\uff0c\u4f60\u4e5f\u53ef\u4ee5\u8c03\u6574\u4e00\u4e9b\u76f8\u5173\u7684\u53c2\u6570\u3002\u8fd9\u4e9b\u53c2\u6570\u662f\u63a7\u5236 DD \u56fe\u50cf\u7279\u5f81\u548c\u8d28\u91cf\u7684\u6838\u5fc3\uff0c\u6709\u4e9b\u53c2\u6570\u4e0e\u5176\u4ed6\u53c2\u6570\u7684\u4f5c\u7528\u4f1a\u76f8\u4e92\u5f71\u54cd\u751a\u81f3\u62b5\u6d88\uff0c\u8fd9\u4f7f\u5f97 DD \u6210\u4e3a\u4e00\u4e2a\u4e30\u5bcc\u800c\u590d\u6742\u7684\u5de5\u5177\uff0c\u9700\u8981\u4e00\u6bb5\u65f6\u95f4\u6765\u5b8c\u5168\u638c\u63e1\u3002<\/span><\/p>\n

        \u5bf9\u4e8e\u67d0\u4e9b\u53c2\u6570\uff0c\u60a8\u4f1a\u5728\u65c1\u8fb9\u770b\u5230\u6570\u5b57\u3002<\/span>\u4f8b\u5982 (250|50-10000) \u5206\u522b\u8868\u793a DD \u7684\u9ed8\u8ba4\u503c\u4ee5\u53ca\u5e38\u7528\u8303\u56f4\u3002<\/span><\/p>\n

        \u8fd9\u4e9b\u9ed8\u8ba4\u503c\u548c\u8303\u56f4\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\u5177\u6709\u53c2\u8003\u610f\u4e49\uff0c\u4f46\u7edd\u4e0d\u662f\u786c\u6027\u9650\u5236\u3002DD\u4ecd\u5728\u4e0d\u65ad\u8fdb\u6b65\u4e2d\u3002\u4e00\u4e9b\u7528\u6237\u6b63\u5728\u79ef\u6781\u8fdb\u884c\u201c\u53c2\u6570\u7814\u7a76\u201d\uff08\u53c2\u89c1\u8d44\u6e90\u9644\u5f55\uff09\u4ee5\u53ef\u89c6\u5316\u53c2\u6570\u7684\u5de5\u4f5c\u8303\u56f4\u4ee5\u53ca\u4e0e\u5176\u4ed6\u53c2\u6570\u7684\u4ea4\u4e92\u3002\u56e0\u6b64\uff0c\u4e00\u65e6\u60a8\u5bf9\u6bcf\u4e2a\u53c2\u6570\u611f\u5230\u6ee1\u610f\uff0c\u60a8\u5b8c\u5168\u53ef\u4ee5\u5c1d\u8bd5\u66f4\u6781\u7aef\u7684\u503c\uff08\u5305\u62ec\u8d1f\u6570\uff09\uff0c\u4ee5\u627e\u5230\u6700\u9002\u5408\u60a8\u7684\u827a\u672f\u76ee\u6807\u7684\u503c\u3002<\/span><\/p>\n

        batch_name<\/strong><\/span>\uff1a\u6279\u5904\u7406\u3001\u5373\u8be5\u6b21\u521b\u4f5c\u56fe\u50cf\u7684\u6587\u4ef6\u548c\u6587\u4ef6\u5939\u540d\u79f0\u3002<\/span>\u6700\u7ec8\u56fe\u50cf\/\u89c6\u9891\u5c06\u4fdd\u5b58\u5728 \\My Drive\\AI\\Disco_Diffusion\\images_out\\batch_name\u4e0b<\/span><\/p>\n

        width_height<\/strong><\/span>\uff1a\uff08\u9ed8\u8ba4\u4e3a[1280,768]<\/span>\u00a0<\/span>\u53d7 VRAM \u5373\u663e\u5361\u5185\u5b58\u9650\u5236\uff09\u6240\u9700\u7684\u6700\u7ec8\u56fe\u50cf\u5927\u5c0f\uff0c\u4ee5\u50cf\u7d20\u4e3a\u5355\u4f4d\u3002<\/span>\u4f60\u53ef\u4ee5\u6709\u4e00\u4e2a\u6b63\u65b9\u5f62\u3001\u5bbd\u6216\u9ad8\u7684\u56fe\u50cf\uff0c\u4f46\u6bcf\u4e2a\u8fb9\u7f18\u957f\u5ea6\u5e94\u8bbe\u7f6e\u4e3a 64 \u50cf\u7d20\u7684\u500d\u6570\uff0c\u5e76\u4e14\u5728\u9ed8\u8ba4 CLIP \u6a21\u578b\u8bbe\u7f6e\u4e0a\u81f3\u5c11\u4e3a 512 \u50cf\u7d20\u3002\u5982\u679c\u60a8\u5fd8\u8bb0\u5728\u5c3a\u5bf8\u4e2d\u4f7f\u7528 64 \u50cf\u7d20\u7684\u500d\u6570\uff0cDD \u5c06\u81ea\u52a8\u8c03\u6574\u56fe\u50cf\u7684\u5c3a\u5bf8\u3002<\/span><\/p>\n

        \u6ce8\u610f\uff1a\u5728 Colab \u4e0a\uff0c[512×768] \u662f\u4e2d\u7b49\u56fe\u50cf\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002[1024×768] \u4f1a\u88ab\u89c6\u4e3a\u5927\u56fe\u50cf\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4 OOM\uff08\u5185\u5b58\u4e0d\u8db3\uff09\u62a5\u9519\u3002<\/span><\/p>\n

        \u8bbe\u7f6e\u66f4\u5927\u7684\u5bbd\u9ad8\u5c06\u4f7f\u7528\u66f4\u591a\u7684\u5185\u5b58\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4 DD \u5d29\u6e83\u3002\u6240\u4ee5\u5efa\u8bae\u9996\u5148\u4ece\u5c0f\u5904\u7740\u624b\u3002\u5982\u679c\u4f60\u60f3\u8981\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u6700\u7ec8\u56fe\u50cf\uff0c\u4e00\u79cd\u5e38\u89c1\u7684\u505a\u6cd5\u662f\u4f7f\u7528 DD \u751f\u6210\u4e2d\u7b49\u5927\u5c0f\u7684\u56fe\u50cf\uff0c\u7136\u540e\u4f7f\u7528\u5355\u72ec\u7684 AI \u56fe\u50cf\u653e\u5927\u5668\u6765\u589e\u52a0 DD \u751f\u6210\u7684\u56fe\u50cf\u7684\u5c3a\u5bf8\u3002<\/span><\/p>\n

        \u4e00\u4e2a\u6709\u8da3\u7684 CLIP-Diffusion \u73b0\u8c61<\/strong><\/span>\uff1a\u5982\u679c\u60a8\u5c06\u56fe\u50cf\u7684\u5c3a\u5bf8\u8bbe\u7f6e\u5f97\u975e\u5e38\u9ad8\uff08\u5373 512 x 1024\uff09\uff0c\u90a3\u4e48\u5bf9\u4e8e\u9ad8\u5927\/\u5de8\u5927\u7684\u201c\u63d0\u793a\u201d\uff0c\u60a8\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\uff1b\u4f8b\u5982 \u201cA giant creature.\u201d\u00a0<\/span>\u540c\u6837\u5bbd\u5e45\u56fe\u50cf\u4e5f\u53ef\u7528\u4e8e\u5168\u666f\u98ce\u666f\u7b49\u5bbd\u5e45\u4e3b\u9898\u3002\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u7528\u4e8e\u8bad\u7ec3\u5404\u79cd CLIP \u6570\u636e\u96c6\u7684\u539f\u59cb\u56fe\u50cf\u7684\u65b9\u5411\u548c\u683c\u5f0f\u5bf9\u5176\u4ea7\u751f\u4e86\u5f71\u54cd\u3002<\/span><\/p>\n

        steps<\/strong><\/span>: (250|50-10000<\/span>\u00a0<\/span>\u8fed\u4ee3\u6b21\u6570) \u5728\u521b\u5efa\u56fe\u50cf\u65f6\uff0c\u6574\u4e2a\u6269\u6563\u8fc7\u7a0b\u8fed\u4ee3\u5730\u8fdb\u884c\u5904\u7406\u3002\u6bcf\u4e2a\u6b65\u9aa4\uff08\u6216\u8fed\u4ee3\uff09\u90fd\u6d89\u53ca AI \u67e5\u770b\u79f0\u4e3a\u201c\u526a\u5207\u201d\u7684\u56fe\u50cf\u5b50\u96c6\uff0c\u5e76\u8ba1\u7b97\u5e94\u5f15\u5bfc\u56fe\u50cf\u7684\u201c\u65b9\u5411\u201d\uff0c\u4f7f\u5176\u66f4\u7b26\u5408\u201c\u63d0\u793a\u201d\u3002\u7136\u540e\u5b83\u5728\u6269\u6563\u964d\u566a\u5668\u7684\u5e2e\u52a9\u4e0b\u8c03\u6574\u56fe\u50cf\uff0c\u5e76\u8fdb\u5165\u4e0b\u4e00\u6b65\u3002<\/span><\/p>\n

        \u589e\u52a0\u8fed\u4ee3\u6b21\u6570\u5c06\u4e3a AI \u63d0\u4f9b\u66f4\u591a\u8c03\u6574\u56fe\u50cf\u7684\u673a\u4f1a\uff0c\u5e76\u4e14\u6bcf\u6b21\u8c03\u6574\u7684\u5e45\u5ea6\u90fd\u4f1a\u66f4\u5c0f\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u7cbe\u786e\u3001\u66f4\u8be6\u7ec6\u7684\u56fe\u50cf\u3002\u4f46\u589e\u52a0\u8fed\u4ee3\u6b21\u6570\u610f\u5473\u7740\u66f4\u957f\u7684\u6e32\u67d3\u65f6\u95f4\u3002\u6b64\u5916\uff0c\u867d\u7136\u589e\u52a0\u8fed\u4ee3\u6b21\u6570\u901a\u5e38\u4f1a\u63d0\u9ad8\u56fe\u50cf\u8d28\u91cf\uff0c\u4f46\u8d85\u8fc7 250 – 500 \u6b65\u7684\u989d\u5916\u6b65\u6570\u7684\u56de\u62a5\u4f1a\u9012\u51cf\u3002\u7136\u800c\uff0c\u4e00\u4e9b\u590d\u6742\u7684\u56fe\u50cf\u53ef\u80fd\u9700\u8981 1000 \u6b65\u30012000 \u6b65\u6216\u66f4\u591a\u6b65\u3002\u4e00\u5207\u53d6\u51b3\u4e8e\u4f60\u81ea\u5df1\u3002<\/span><\/p>\n

        \u603b\u4e4b\u5173\u4e8e\u8fed\u4ee3\u6b21\u6570\u6700\u91cd\u8981\u7684\u662f\u6e32\u67d3\u65f6\u95f4\u4e0e\u6b65\u6570\u76f4\u63a5\u76f8\u5173\uff0c\u8bb8\u591a\u5176\u4ed6\u53c2\u6570\u5bf9\u56fe\u50cf\u8d28\u91cf\u867d\u7136\u540c\u6837\u6709\u5f71\u54cd\uff0c\u800c\u65e0\u9700\u82b1\u8d39\u989d\u5916\u7684\u65f6\u95f4\u3002<\/span><\/p>\n

        skip_steps<\/strong><\/span>: (10|integer up to steps) \u5982\u4e0b\u56fe\u6240\u793a[3]\u3002\u566a\u58f0\u8c03\u5ea6\uff08\u964d\u566a\u5f3a\u5ea6\uff09\u5f00\u59cb\u65f6\u975e\u5e38\u9ad8\uff0c\u968f\u7740\u6269\u6563\u6b65\u9aa4\u7684\u8fdb\u884c\u9010\u6e10\u964d\u4f4e\u3002\u7531\u4e8e\u524d\u51e0\u4e2a\u6b65\u9aa4\u7684\u566a\u58f0\u6c34\u5e73\u975e\u5e38\u9ad8\uff0c\u56e0\u6b64\u56fe\u50cf\u5728\u65e9\u671f\u6b65\u9aa4\u4e2d\u4f1a\u53d1\u751f\u5de8\u5927\u53d8\u5316\u3002<\/span><\/p>\n

        \u56fe3\uff1aDiffusion \u964d\u566a\u66f2\u7ebf<\/figcaption><\/figure>\n

        \u968f\u7740 DD \u6cbf\u7740\u66f2\u7ebf\u79fb\u52a8\uff0c\u566a\u58f0\u6c34\u5e73\uff08\u56fe\u50cf\u6bcf\u4e00\u6b65\u76f8\u5173\u7684\u53d8\u5316\u91cf\uff09\u5f00\u59cb\u4e0b\u964d\uff0c\u5e76\u4e14\u4ece\u4e00\u4e2a\u6b65\u9aa4\u5230\u4e0b\u4e00\u4e2a\u6b65\u9aa4\u7684\u56fe\u50cf\u76f8\u5e72\u6027\u589e\u52a0\u3002<\/span><\/p>\n

        \u53bb\u566a\u7684\u524d\u51e0\u6b21\u8fed\u4ee3\u901a\u5e38\u975e\u5e38\u8df3\u8131\uff0c\u4ee5\u81f3\u4e8e\u53ef\u4ee5\u8df3\u8fc7\u4ed6\u4eec\uff08\u53ef\u80fd\u662f\u603b\u8fed\u4ee3\u6570\u76ee\u7684 10-15%\uff09\u800c\u4e0d\u4f1a\u5f71\u54cd\u6700\u7ec8\u56fe\u50cf\u3002\u60a8\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u6b64\u65b9\u6cd5\u6765\u7f29\u77ed\u6e32\u67d3\u65f6\u95f4\u3002<\/span><\/p>\n

        \u4f46\u662f\uff0c\u5982\u679c\u60a8\u8df3\u8fc7\u592a\u591a\u6b21\u8fed\u4ee3\uff0c\u5269\u4f59\u7684\u566a\u58f0\u53ef\u80fd\u4e0d\u8db3\u4ee5\u751f\u6210\u65b0\u5185\u5bb9\uff0c\u56e0\u6b64\u53ef\u80fd\u6ca1\u6709\u201c\u5269\u4f59\u65f6\u95f4\u201d\u6765\u4ee4\u4eba\u6ee1\u610f\u5730\u5b8c\u6210\u56fe\u50cf\u3002<\/span><\/p>\n

        \u6b64\u5916\uff0c\u6839\u636e\u60a8\u7684\u5176\u4ed6\u8bbe\u7f6e\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u00a0<\/span>skip_steps<\/strong><\/span>\u00a0\u4ee5\u9632\u6b62 CLIP \u8fc7\u5ea6\u62df\u5408\uff0c\u5bfc\u81f4\u989c\u8272\u201c\u6ea2\u51fa\u201d\uff08\u8fc7\u9971\u548c\u3001\u7eaf\u767d\u8272\u6216\u7eaf\u9ed1\u8272\u533a\u57df\uff09\u6216\u5176\u4ed6\u8f83\u5dee\u7684\u56fe\u50cf\u8d28\u91cf\u3002\u9274\u4e8e\u53bb\u566a\u8fc7\u7a0b\u5728\u65e9\u671f\u8fed\u4ee3\u4f18\u5316\u65f6\u6700\u5f3a\uff0c\u56e0\u6b64\u6070\u5f53\u5730\u8df3\u8fc7\u6709\u65f6\u53ef\u4ee5\u7f13\u89e3\u5176\u4ed6\u95ee\u9898\u3002<\/span><\/p>\n

        \u6700\u540e\uff0c\u5982\u679c\u4f7f\u7528 init_image\uff0c\u60a8\u5c06\u9700\u8981\u8df3\u8fc7\u5927\u7ea6 50% \u7684\u8fed\u4ee3\u6b21\u6570\u4ee5\u4fdd\u7559\u539f\u59cb init \u56fe\u50cf\u4e2d\u7684\u5f62\u72b6\u3002<\/span><\/p>\n

        \u4f46\u540c\u6837\u6709\u8da3\u7684\u662f<\/span><\/strong>\uff1a<\/span>\u4f7f\u7528\u4f4eskip_steps\uff0c\u60a8\u53ef\u4ee5\u83b7\u5f97\u201c\u7075\u611f\u6765\u81ea\u201d init_image \u7684\u7ed3\u679c\uff0c\u5b83\u5c06\u4fdd\u7559\u989c\u8272\u548c\u7c97\u7565\u7684\u5e03\u5c40\u548c\u5f62\u72b6\uff0c\u4f46\u770b\u8d77\u6765\u5b8c\u5168\u4e0d\u540c\uff0c\u770b\u4e0a\u53bb\u5c31\u597d\u50cf\u67d0\u4eba\u4eceinit_image \u4e2d\u83b7\u5f97\u4e86\u7075\u611f\u4e00\u6837\u3002<\/span>\u5982\u679c\u4f7f\u7528\u9ad8 skip_steps\uff0c\u60a8\u53ef\u4ee5\u4fdd\u7559\u5927\u90e8\u5206 init_image \u5185\u5bb9\uff0c\u53ea\u9700\u5bf9\u7eb9\u7406\u8fdb\u884c\u5fae\u8c03\uff0c\u770b\u4e0a\u53bb\u5c31\u597d\u50cf\u4fdd\u7559\u4e86init_image\u7684\u7edd\u5927\u90e8\u5206\u6784\u56fe\u4e0e\u601d\u8def\uff0c\u4ec5\u4ec5\u662f\u7ec6\u8282\u7684\u66f4\u6539\u3002<\/span>\u56e0\u6b64\uff0c\u5982\u679c\u60a8\u4f7f\u7528\u7684\u662f init_image\uff0c\u60a8\u4e5f\u53ef\u4ee5\u8bd5\u7740\u5411\u4e0a\u6216\u5411\u4e0b\u8c03\u6574 skip_steps\u3002\uff08\u8bd1\u8005\u6ce8\uff1a\u6bd5\u7adfzippy\u81ea\u5df1\u4e5f\u8bf4\u8fc7\u6307\u5357\u4e0d\u4e00\u5b9a\u662f\u5b8c\u5168\u6b63\u786e\u561b~\uff09<\/span><\/p>\n

        clip_guidance_scale<\/strong><\/span>\uff1a(5000|1500-100000) CGS \u662f\u60a8\u5c06\u4f7f\u7528\u7684\u6700\u91cd\u8981\u7684\u53c2\u6570\u4e4b\u4e00\u3002 \u5b83\u544a\u8bc9 DD \u60a8\u5e0c\u671b CLIP \u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u9aa4\u5411\u60a8\u7684\u201c\u63d0\u793a\u201d\u79fb\u52a8\u7684\u5f3a\u5ea6\u3002\u901a\u5e38\u8d8a\u9ad8\u8d8a\u597d\uff0c\u4f46\u5982\u679c CGS \u592a\u5f3a\uff0c\u5219\u4f1a\u8d85\u51fa\u76ee\u6807\u5e76\u626d\u66f2\u56fe\u50cf\u3002\u6240\u4ee5\u9700\u8981\u4e00\u4e2a\u6070\u5f53\u7684\u4e2d\u95f4\u503c\uff0c\u8fd9\u901a\u5e38\u6ca1\u6709\u7edf\u4e00\u5b9a\u5f0f\u4e14\u968f\u6bcf\u5f20\u56fe\u50cf\u4e0d\u540c\u9700\u8981\u81ea\u5df1\u6478\u7d22\u8c03\u6574\u3002<\/span><\/p>\n

        \u8bf7\u6ce8\u610f\uff0c\u6b64\u53c2\u6570\u901a\u5e38\u968f\u56fe\u50cf\u5c3a\u5bf8\u7f29\u653e\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5982\u679c\u60a8\u5c06\u603b\u5c3a\u5bf8\u589e\u52a0 50%\uff08\u4f8b\u5982\uff0c\u4ece 512 x 512 \u66f4\u6539\u4e3a 512 x 768\uff09\uff0c\u90a3\u4e48\u4e3a\u4e86\u5728\u56fe\u50cf\u4e0a\u4fdd\u6301\u76f8\u540c\u7684\u6548\u679c\uff0c\u60a8\u9700\u8981\u5c06\u00a0<\/span>clip_guidance_scale<\/strong><\/span>\u00a0\u4ece 5000 \u589e\u52a0\u5230 7500\u3002<\/span><\/p>\n

        \u57fa\u672c\u8bbe\u7f6e\u4e2d\uff0c<\/span>clip_guidance_scale<\/strong><\/span>\u3001<\/span>steps<\/strong><\/span>\u00a0\u548c\u00a0<\/span>skip_steps<\/strong><\/span>\u00a0\u662f\u5f71\u54cd\u753b\u8d28\u6700\u91cd\u8981\u7684\u56e0\u7d20\uff0c\u503c\u5f97\u4f60\u8ba4\u771f\u7814\u7a76\u4e00\u756a\u3002<\/span><\/p>\n

        tv_scale<\/strong><\/span>: (0|0-1000) \u603b\u65b9\u5dee\u53bb\u566a\u3002\u53ef\u9009\u9009\u9879\uff0c\u8bbe\u7f6e\u4e3a 0 \u4ee5\u5173\u95ed\u3002 \u63a7\u5236\u6700\u7ec8\u8f93\u51fa\u56fe\u50cf\u8272\u5757\u7684\u201c\u5e73\u6ed1\u5ea6\u201d\u3002 \u5982\u679c\u4f7f\u7528\uff0c<\/span>tv_scale<\/strong><\/span>\u00a0\u5c06\u5c1d\u8bd5\u5e73\u6ed1\u60a8\u7684\u6700\u7ec8\u56fe\u50cf\u4ee5\u51cf\u5c11\u6574\u4f53\u566a\u58f0\u3002\u5982\u679c\u60a8\u7684\u56fe\u50cf\u592a\u201c\u8106\u201d\uff0c\u8bf7\u589e\u52a0 t<\/span>v_scale<\/strong><\/span>\u3002 TV denoising \uff08\u603b\u65b9\u5dee\u53bb\u566a\uff09\u64c5\u957f\u4fdd\u7559\u8fb9\u7f18\u4fe1\u606f\u7684\u540c\u65f6\u6d88\u9664\u5e73\u5766\u533a\u57df\u5185\u7684\u566a\u58f0\u3002\u8be6\u89c1\u00a0<\/span>https:\/\/en.wikipedia.org\/wiki\/Total_variation_denoising<\/span><\/p>\n

        range_scale<\/strong><\/span>\uff1a\uff08150|0-1000\uff09\u53ef\u9009\u9009\u9879\uff0c\u8bbe\u7f6e\u4e3a 0 \u4ee5\u5173\u95ed\u3002\u7528\u4e8e\u8c03\u6574\u989c\u8272\u5bf9\u6bd4\u5ea6\u3002\u8f83\u4f4e\u7684\u00a0<\/span>range_scale<\/strong><\/span>\u00a0\u5c06\u589e\u52a0\u5bf9\u6bd4\u5ea6\u3002\u975e\u5e38\u4f4e\u7684\u00a0<\/span>range_scale<\/strong><\/span>\u00a0\u4f1a\u521b\u5efa\u51cf\u5c11\u7684\u8c03\u8272\u677f\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u9c9c\u8273\u6216\u7c7b\u4f3c\u6d77\u62a5\u7684\u56fe\u50cf\u3002 \u66f4\u9ad8\u7684\u00a0<\/span>range_scale<\/strong><\/span>\u00a0\u4f1a\u964d\u4f4e\u5bf9\u6bd4\u5ea6\uff0c\u4ee5\u83b7\u5f97\u66f4\u67d4\u548c\u7684\u56fe\u50cf\u3002<\/span><\/p>\n

        sat_scale<\/strong><\/span>\uff1a\uff080|0-20000\uff09\u9971\u548c\u5ea6\u3002\u53ef\u9009\u9009\u9879\uff0c\u8bbe\u7f6e\u4e3a 0 \u4ee5\u5173\u95ed\u3002\u5982\u679c\u4f7f\u7528\uff0c\u00a0<\/span>sat_scale<\/strong><\/span>\u00a0\u5c06\u6709\u52a9\u4e8e\u51cf\u8f7b\u8fc7\u9971\u548c\u3002\u5982\u679c\u60a8\u7684\u56fe\u50cf\u592a\u9971\u548c\uff0c\u8bf7\u589e\u52a0\u00a0<\/span>sat_scale<\/strong><\/span>\u00a0\u4ee5\u964d\u4f4e\u9971\u548c\u5ea6\u3002<\/span><\/p>\n

        init_image<\/strong><\/span>\uff1a\u53ef\u9009\u9009\u9879\u3002\u5728\u4e0a\u9762\u7684\u56fe\u50cf\u5e8f\u5217\u4e2d\uff0c\u663e\u793a\u7684\u7b2c\u4e00\u5f20\u56fe\u50cf\u53ea\u662f\u968f\u673a\u566a\u58f0\u3002\u4f46\u5982\u679c\u63d0\u4f9b\u4e86 init_image\uff0c\u5219\u6269\u6563\u5c06\u4ee5 init_image \u4f5c\u4e3a\u5176\u8d77\u59cb\u72b6\u6001\u6765\u66ff\u6362\u968f\u673a\u566a\u58f0\u3002\u8981\u4f7f\u7528 init_image\uff0c\u8bf7\u5c06\u56fe\u50cf\u4e0a\u4f20\u5230 Colab \u5b9e\u4f8b\u6216\u60a8\u7684 Google \u4e91\u7aef\u786c\u76d8\uff0c\u5e76\u5728\u6b64\u5904\u8f93\u5165\u5b8c\u6574\u7684\u56fe\u50cf\u8def\u5f84\u3002<\/span><\/p>\n

        \u5982\u679c\u4f7f\u7528 init_image\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u5c06\u00a0<\/span>skip_steps<\/strong><\/span>\u00a0\u589e\u52a0\u5230\u603b\u8fed\u4ee3\u6b65\u6570\u7684 50% \u5de6\u53f3\u4ee5\u4fdd\u7559 init \u7684\u7279\u5f81\u3002\u6709\u5173\u8fdb\u4e00\u6b65\u7684\u8ba8\u8bba\u8bf7\u53c2\u89c1\u4e0a\u9762\u7684\u00a0<\/span>skip_steps<\/strong><\/span>\u00a0\u53c2\u6570\u4ecb\u7ecd\u3002<\/span><\/p>\n

        init_scale<\/strong><\/span>: (1000|10-20000) \u8d1f\u8d23\u63a7\u5236 CLIP \u5c1d\u8bd5\u5339\u914d\u63d0\u4f9b\u7684 init_image \u7684\u5f3a\u5ea6\u3002\uff08\u8bd1\u8005\u6ce8\uff1a\u7c7b\u4f3c\u4e8e init_image \u5728\u6269\u6563\u8fc7\u7a0b\u4e2d\u7684\u6743\u91cd\uff09<\/span>\u8fd9\u4e0e\u4e0a\u9762\u7684\u00a0<\/span>clip_guidance_scale (CGS)<\/strong><\/span>\u00a0\u76f8\u5e73\u8861\u3002\u00a0<\/span>init_scale<\/strong><\/span>\u00a0\u592a\u5927\uff0c\u56fe\u50cf\u5728\u6269\u6563\u8fc7\u7a0b\u4e2d\u4e0d\u4f1a\u53d1\u751f\u592a\u5927\u53d8\u5316\u3002 \u800c\u00a0<\/span>CGS<\/strong><\/span>\u00a0\u592a\u5927\uff0cinit_image \u4fe1\u606f\u4f1a\u4e22\u5931\u3002<\/span><\/p>\n

        cutn_batches<\/strong><\/span>\uff1a(4|1-8) \u6bcf\u6b21\u8fed\u4ee3\uff0cAI \u5c06\u56fe\u50cf\u5207\u5272\u4e3a\u4e00\u4e2a\u4e2a\u5c0f\u7684\u56fe\u50cf\u5757\uff0c\u79f0\u4e4b\u4e3a\u5207\u7247\u3002\u5e76\u5c06\u6bcf\u4e2a\u5207\u7247\u4e0e\u201c\u63d0\u793a\u201d\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u51b3\u5b9a\u5982\u4f55\u6307\u5bfc\u4e0b\u4e00\u4e2a\u6269\u6563\u6b65\u9aa4\u3002\u66f4\u591a\u7684\u5207\u7247\u901a\u5e38\u53ef\u4ee5\u4ea7\u751f\u66f4\u597d\u7684\u56fe\u50cf\uff0c\u56e0\u4e3a DD \u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u6709\u66f4\u591a\u7684\u673a\u4f1a\u5fae\u8c03\u56fe\u50cf\u7cbe\u5ea6\u3002<\/span><\/p>\n

        \u7136\u800c\uff0c\u751f\u6210\u989d\u5916\u7684\u5207\u7247\u662f\u5185\u5b58\u5bc6\u96c6\u578b\u7684\u64cd\u4f5c\uff0c\u5982\u679c DD \u8bd5\u56fe\u4e00\u6b21\u8bc4\u4f30\u592a\u591a\u7684\u5207\u7247\uff0c\u5b83\u53ef\u80fd\u4f1a\u8017\u5c3d\u5185\u5b58\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u00a0<\/span>cutn_batches<\/strong><\/span>\u00a0\u6765\u589e\u52a0\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u5207\u7247\u800c\u4e0d\u589e\u52a0\u5185\u5b58\u4f7f\u7528\u91cf\u3002<\/span><\/p>\n

        \u5728\u9ed8\u8ba4\u8bbe\u7f6e\u4e0b\uff0cDD \u8ba1\u5212\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u6267\u884c 16 \u6b21\u5207\u5272\u3002\u5982\u679c cutn_batches \u8bbe\u7f6e\u4e3a 1\uff0c\u5219\u6bcf\u4e2a\u65f6\u95f4\u6b65\u5b9e\u9645\u4e0a\u603b\u5171\u53ea\u6709 16 \u6b21\u5207\u5272\u3002<\/span><\/p>\n

        \u4f46\u662f\uff0c\u5982\u679c\u00a0<\/span>cutn_batches<\/strong><\/span>\u00a0\u589e\u52a0\u5230 4\uff0cDD \u5c06\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u603b\u5171\u8fdb\u884c\u4e86 64 \u6b21\u5207\u5272\uff0c\u5206\u4e3a 4 \u4e2a\u8fde\u7eed\u6279\u6b21\uff0c\u6bcf\u6279 16 \u6b21\u5207\u5272\u3002\u56e0\u4e3a\u4e00\u6b21\u53ea\u8bc4\u4f30 16 \u4e2a\u5207\u7247\uff0cDD \u53ea\u4f7f\u7528 16 \u4e2a\u526a\u8f91\u6240\u9700\u7684\u5185\u5b58\uff0c\u4f46\u4e3a\u60a8\u63d0\u4f9b 64 \u4e2a\u5207\u7247\u7684\u8d28\u91cf\u4f18\u52bf\u3002\u5f53\u7136\uff0c\u90a3\u540c\u6837\u610f\u5473\u7740\u6e32\u67d3\u6bcf\u4e2a\u56fe\u50cf\u9700\u8981\u5927\u7ea6 4 \u500d\u7684\u65f6\u95f4\u3002<\/span><\/p>\n

        \u56e0\u6b64\uff0c\uff08DD\u7684\u8ba1\u5212\u5207\u7247\u6570\uff09x\uff08c<\/span>utn_batches<\/strong><\/span>\uff09=\uff08\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u603b\u526a\u5207\u6570\uff09\u3002\u4f46\u662f\uff0c\u589e\u52a0 c<\/span>utn_batches<\/strong><\/span>\u00a0\u4f1a\u589e\u52a0\u6e32\u67d3\u65f6\u95f4\uff0c\u56e0\u4e3a\u5de5\u4f5c\u662f\u6309\u987a\u5e8f\u5b8c\u6210\u7684\u3002 DD \u7684\u9ed8\u8ba4\u526a\u8f91\u65f6\u95f4\u8868\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u53c2\u8003\uff0c\u4f46\u526a\u8f91\u65f6\u95f4\u8868\u53ef\u4ee5\u5728\u00a0<\/span>Cutn Scheduling<\/strong><\/span>\u00a0\u90e8\u5206\u8fdb\u884c\u8c03\u6574\uff0c\u5982\u4e0b\u6240\u8ff0\u3002<\/span><\/p>\n

        skip_augs<\/strong><\/span>\uff1a\u4f5c\u4e3a\u5176\u4ee3\u7801\u7684\u4e00\u90e8\u5206\uff0cDD \u91c7\u7528\u4e86\u201ctorchvision \u589e\u5f3a\u201d\uff0c\u5728\u56fe\u50cf\u521b\u5efa\u8fc7\u7a0b\u4e2d\u5f15\u5165\u968f\u673a\u56fe\u50cf\u7f29\u653e\u3001\u900f\u89c6\u548c\u5176\u4ed6\u9009\u62e9\u6027\u8c03\u6574\u3002\u8fd9\u4e9b\u589e\u5f3a\u539f\u672c\u662f\u60f3\u5e2e\u52a9\u63d0\u9ad8\u56fe\u50cf\u8d28\u91cf\uff0c\u4f46\u53ef\u80fd\u5bf9\u8fb9\u7f18\u4ea7\u751f\u60a8\u4e0d\u60f3\u8981\u7684\u201c\u5e73\u6ed1\u201d\u6548\u679c\u3002\u901a\u8fc7\u5c06\u00a0<\/span>skip_augs<\/strong><\/span>\u00a0\u8bbe\u7f6e\u4e3a true\uff0c\u60a8\u53ef\u4ee5\u8df3\u8fc7\u8fd9\u4e9b\u589e\u5f3a\u5e76\u7a0d\u5fae\u52a0\u5feb\u6e32\u67d3\u901f\u5ea6\u3002 \u5efa\u8bae\u60a8\u5c1d\u8bd5\u4f7f\u7528\u6b64\u8bbe\u7f6e\u4ee5\u4e86\u89e3\u5b83\u5982\u4f55\u5f71\u54cd\u60a8\u7684\u9879\u76ee\u3002<\/span><\/p>\n

        \n

        <\/figure>\n

        \u8fd0\u884c\u8bbe\u7f6e<\/span><\/h1>\n

        \u5f53\u4f60\u51c6\u5907\u597d\u201c\u63d0\u793a\u201d\u548c\u57fa\u672c\u8bbe\u7f6e\u540e\uff0c\u5c31\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6765\u770b\u770b\u00a0<\/span>Do the Run\uff01<\/strong><\/span>\u00a0\u5355\u5143\u683c\u9644\u8fd1\u7684\u4ee3\u7801\u5355\u5143\u5566\uff01<\/span><\/p>\n

        n_batches<\/strong><\/span>: (50|1-100) \u6b64\u53d8\u91cf\u8bbe\u7f6e\u60a8\u5e0c\u671b DD \u521b\u5efa\u7684\u9759\u6b62\u56fe\u50cf\u7684\u6570\u91cf\u3002 \u5982\u679c\u60a8\u4f7f\u7528\u52a8\u753b\u6a21\u5f0f\uff08\u8be6\u89c1\u4e0b\u6587\uff09\uff0cDD \u5c06\u5ffd\u7565\u00a0<\/span>n_batches<\/strong><\/span>\u00a0\u5e76\u6839\u636e\u52a8\u753b\u8bbe\u7f6e\u521b\u5efa\u4e00\u7ec4\u52a8\u753b\u5e27\u3002<\/span><\/p>\n

        display_rate<\/strong><\/span>: (50|5-500) \u5728DD\u8fd0\u884c\u671f\u95f4\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u6b64\u53d8\u91cf\u76d1\u63a7\u6b63\u5728\u521b\u5efa\u7684\u6bcf\u4e2a\u56fe\u50cf\u7684\u8fdb\u5ea6\u3002\u5982\u679c\u00a0<\/span>display_rate<\/strong><\/span>\u00a0\u8bbe\u7f6e\u4e3a 50\uff0cDD \u5c06\u5728\u6bcf 50 \u4e2a\u8fed\u4ee3\u5b8c\u6210\u65f6\u663e\u793a\u4e00\u6b21\u8fdb\u884c\u4e2d\u7684\u56fe\u50cf\u3002<\/span><\/p>\n

        \u5c06\u6b64\u503c\u8bbe\u7f6e\u4e3a\u8f83\u4f4e\u7684\u503c\uff0c\u4f8b\u5982 5 \u6216 10\uff0c\u662f\u5c3d\u65e9\u4e86\u89e3\u56fe\u50cf\u524d\u8fdb\u65b9\u5411\u7684\u597d\u65b9\u6cd5\u3002\u5982\u679c\u60a8\u4e0d\u559c\u6b22\u5f53\u524d\u8fdb\u5ea6\uff0c\u53ea\u9700\u4e2d\u65ad\u6267\u884c\uff0c\u66f4\u6539\u4e00\u4e9b\u8bbe\u7f6e\uff0c\u7136\u540e\u91cd\u65b0\u8fd0\u884c\u3002\u5982\u679c\u60a8\u89c9\u5f97\u65e0\u6240\u8c13\uff0c\u4e5f\u53ef\u4ee5\u5c06\u00a0<\/span>display_rate<\/strong><\/span>\u00a0\u8bbe\u7f6e\u4e3a\u7b49\u4e8e steps\uff0c\u56e0\u4e3a\u663e\u793a\u4e2d\u95f4\u56fe\u50cf\u786e\u5b9e\u4f1a\u7a0d\u5fae\u964d\u4f4e Colab \u7684\u901f\u5ea6\u3002<\/span><\/p>\n

        resume_run<\/strong><\/span>\uff1a\u5982\u679c\u60a8\u7684\u8fd0\u884c\u88ab\u4e2d\u65ad\uff08\u4f8b\u5982\u60a8\u81ea\u5df1\u7ec8\u6b62\u4e86\u8fdb\u7a0b\uff0c\u6216\u8005\u56e0\u4e3a\u65ad\u5f00\u8fde\u63a5\uff09\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u6b64\u590d\u9009\u6846\u4ece\u4e2d\u65ad\u7684\u5730\u65b9\u6062\u590d\u60a8\u7684\u6279\u5904\u7406\u8fd0\u884c\u3002\u4f46\u662f\uff0c\u60a8\u4e0d\u5f97\u66f4\u6539\u6279\u5904\u7406\u4e2d\u7684\u8bbe\u7f6e\uff0c\u5426\u5219\u65e0\u6cd5\u53ef\u9760\u5730\u6062\u590d\u3002 \u5176\u4ed6\u53c2\u6570\uff08<\/span>run_to_resume<\/strong><\/span>\u3001resume_from_frame\u3001<\/span>retain_overwritten_frames<\/strong><\/span>\uff09\u63a7\u5236\u60a8\u5e0c\u671b\u5982\u4f55\u6062\u590d\u8be5\u6b21\u8fd0\u884c\u3002<\/span><\/p>\n

        \u5982\u679c\u60a8\u4e2d\u65ad\u4e86\u8fd0\u884c\u5e76\u8c03\u6574\u4e86\u8bbe\u7f6e\uff0c\u5219\u4e0d\u5e94\u4f7f\u7528\u00a0<\/span>resume_run<\/strong><\/span>\uff0c\u56e0\u4e3a\u8fd9\u5c06\u88ab\u89c6\u4e3a\u4f7f\u7528\u65b0\u8bbe\u7f6e\u7684\u65b0\u8fd0\u884c\u3002<\/span><\/p>\n

        \n

        <\/figure>\n

        \u5de5\u4f5c\u6d41\u7a0b<\/span><\/h1>\n

        \u4e00\u4e2a\u5e38\u89c1\u7684 DD \u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/span><\/p>\n

          \n
        • \n

          \u66f4\u6539\u201c\u63d0\u793a\u201d\u548c\u76f8\u5173\u8bbe\u7f6e<\/span><\/p>\n<\/li>\n

        • \n

          \u8fdb\u884c\u77ed\u671f\u8fd0\u884c<\/span><\/p>\n<\/li>\n

        • \n

          \u8bc4\u4f30\u56fe\u50cf\u3001\u8c03\u6574\u8bbe\u7f6e<\/span><\/p>\n<\/li>\n

        • \n

          \u518d\u6b21\u6267\u884c<\/span><\/p>\n<\/li>\n<\/ul>\n

          DD \u7684\u751f\u6210\u5f88\u96be\u9884\u6d4b\uff0c\u5e76\u4e14\u56fe\u50cf\u9700\u8981\u65f6\u95f4\u6765\u6e32\u67d3\uff0c\u53cd\u9988\u5f80\u5f80\u4e0d\u662f\u5373\u65f6\u7684\u3002\u56e0\u6b64\uff0c\u82b1\u8d39\u65f6\u95f4\u4e25\u8c28\u5730\u8bb0\u5f55\u60a8\u6240\u505a\u7684\u66f4\u6539\u53ca\u5176\u5f71\u54cd\u662f\u5f88\u6709\u5fc5\u8981\u7684\u3002<\/span><\/p>\n

          \u5f53\u60a8\u5c1d\u8bd5\u4f7f\u7528\u6587\u672c\u63d0\u793a\u8bcd\u65f6\uff0c\u6700\u597d\u51cf\u5c11\u603b\u6b65\u6570\uff0c\u4ee5\u4fbf\u60a8\u53ef\u4ee5\u5feb\u901f\u67e5\u770b\u63d0\u793a\u7684\u6548\u679c\u3002\u4e00\u65e6\u60a8\u786e\u5b9a\u4e86\u60a8\u4e2d\u610f\u7684\u6587\u672c\u63d0\u793a\u8bcd\uff0c\u60a8\u5c31\u53ef\u4ee5\u8fdb\u4e00\u6b65\u8c03\u6574\u8bbe\u7f6e\u4ee5\u83b7\u5f97\u6240\u9700\u7684\u56fe\u50cf\u8d28\u91cf\u3002<\/span><\/p>\n

          \n

          <\/figure>\n

          \u53c2\u6570\u7814\u7a76 – EZ Charts<\/span><\/h1>\n

          \u4e00\u4e9b DD \u7528\u6237\u521b\u5efa\u4e86\u5173\u4e8e\u6269\u6563\u53c2\u6570\u5f71\u54cd\u7684\u89c6\u89c9\u7814\u7a76\uff0c\u6211\u4eec\u5c06\u5176\u4e2d\u7684\u4e00\u4e9b\u7f16\u8bd1\u5230\u4e86\u4e00\u4e2a\u540d\u4e3a\u00a0<\/span>EZ Charts<\/span>\u00a0\u7684\u89c6\u89c9\u5e93\u4e2d\u3002\u5f53\u60a8\u5f00\u59cb\u8003\u8651\u5982\u4f55\u8c03\u6574\u56fe\u50cf\u65f6\uff0c\u8fd9\u662f\u4e86\u89e3\u53c2\u6570\u884c\u4e3a\u65b9\u5f0f\u7684\u597d\u5730\u65b9\u3002\u7ed3\u5c3e\u7684\u8d44\u6e90\u90e8\u5206\u5217\u51fa\u4e86\u5176\u4ed6\u53c2\u6570\u548c\u827a\u672f\u5bb6\u7814\u7a76\u3002<\/span><\/p>\n

          \n

          <\/figure>\n

          \u201c\u8bbe\u7f6e\u201d\u6587\u4ef6<\/span><\/h1>\n

          \u4e3a\u4e86\u5e2e\u52a9\u60a8\u8ddf\u8e2a\uff0cDD \u4e3a\u6bcf\u6b21\u8fd0\u884c\u4f1a\u521b\u5efa\u4e00\u4e2a\u201c\u8bbe\u7f6e\u201d\u6587\u672c\u6587\u4ef6\uff0c\u5b58\u50a8\u5728\u6279\u5904\u7406\u6587\u4ef6\u5939\u4e2d\u3002\u8fd9\u662f\u5b66\u4e60\u548c\u4fdd\u5b58\u6548\u679c\u826f\u597d\u7684\u8bbe\u7f6e\u7684\u7edd\u4f73\u8d44\u6e90\u3002 \u5982\u679c\u60a8\u65e0\u6cd5\u8bc6\u522b\u62a5\u544a\u4e2d\u7684\u53c2\u6570\u540d\u79f0\uff08\u5e76\u4e14\u672c\u6307\u5357\u4e2d\u672a\u63d0\u53ca\uff09\uff0c\u5219\u5b83\u53ef\u80fd\u662f\u60a8\u53ef\u4ee5\u5ffd\u7565\u7684\u7cfb\u7edf\u53d8\u91cf\u3002<\/span><\/p>\n

          \n

          <\/figure>\n

          \u5185\u5b58\u7ba1\u7406<\/span><\/h1>\n

          \u5728\u60a8\u7684 DD \u4e4b\u65c5\u7684\u65e9\u671f\uff0c\u60a8\u5e38\u5e38\u4f1a\u770b\u5230 \u201cColab \u5c06\u8017\u5c3d\u5185\u5b58\u201d\u3001\u4ee5\u53ca\u53ef\u6015\u7684\u201c CUDA \u5185\u5b58\u4e0d\u8db3\u201d\u7684\u7cfb\u7edf\u6d88\u606f\u3002 \u8fd9\u610f\u5473\u7740\u4f60\u8981\u6c42 DD \u505a\u4e00\u4e9b\u8d85\u51fa\u53ef\u7528 GPU \u5185\u5b58\u8d44\u6e90\u7684\u4e8b\u60c5\u3002\u5185\u5b58\u4e0d\u8db3\u7684\u5e38\u89c1\u539f\u56e0\u6709\uff1a<\/span><\/p>\n

            \n
          • \n

            \u8bd5\u56fe\u5236\u4f5c\u592a\u5927\u7684\u56fe\u50cf<\/span><\/p>\n<\/li>\n

          • \n

            \u8bd5\u56fe\u4e00\u6b21\u505a\u592a\u591a\u7684\u5207\u5272\u3002\u6709\u5173\u66f4\u591a\u4fe1\u606f\u8bf7\u53c2\u89c1\u4e0a\u6587\u7684\u00a0<\/span>cutn_batches<\/strong><\/span>\u00a0\u548c\u4e0b\u6587\u7684\u00a0<\/span>Cutn Scheduling<\/strong><\/span><\/p>\n<\/li>\n

          • \n

            \u8bd5\u56fe\u540c\u65f6\u4f7f\u7528\u592a\u591a\u7684 CLIP \u6216 Diffusion \u6a21\u578b\uff0cViTL\/14 \u548c RN50x64 \u578b\u53f7\u901a\u5e38\u9700\u8981\u6700\u591a\u7684\u663e\u5361\u5185\u5b58<\/span>\u5982\u679c\u60a8\u9047\u5230 OOM \u62a5\u9519\uff0c\u53ea\u9700\u7f16\u8f91\u60a8\u7684\u8bbe\u7f6e\u5e76\u91cd\u65b0\u8fd0\u884c\u60a8\u7684\u9879\u76ee\u3002\u60a8\u53ef\u4e5f\u53ef\u4ee5\u8bd5\u8bd5\u201c\u91cd\u65b0\u542f\u52a8\u5e76\u8fd0\u884c\u6240\u6709\u201d\u6765\u89e3\u51b3\u95ee\u9898<\/span><\/p>\n<\/li>\n

          • \n

            \u5728\u7b97\u4f8b\u4e0d\u8db3\u7684 Colab \u7cfb\u7edf\u4e0a\u8fd0\u884c\uff0cColab \u7684\u53ef\u7528 GPU \u5185\u5b58\u4e5f\u662f\u968f\u673a\u5206\u914d\u7684<\/span>\u514d\u8d39\u5e10\u6237\u53ea\u80fd\u83b7\u5f97\u8f83\u4f4e\u7b49\u7ea7\u7684\u7cfb\u7edf\uff0c\u800c Pro \u548c Pro+ \u7528\u6237\u53ef\u4ee5\u8bbf\u95ee\u66f4\u5f3a\u5927\u7684\u7cfb\u7edf\u3002DD \u9700\u8981\u542f\u7528 GPU \u7684 Colab \u624d\u80fd\u6b63\u5e38\u5de5\u4f5c\uff0c\u6709\u65f6\u514d\u8d39\u5c42\u5e10\u6237\u5c06\u6ca1\u6709\u4efb\u4f55\u53ef\u7528\u7684 GPU \u989d\u5ea6\uff0c\u53d1\u751f\u8fd9\u79cd\u60c5\u51b5\u65f6\u96be\u514d\u8ba9\u4eba\u6cae\u4e27\uff0c\u4f46\u80fd\u505a\u7684\u53ea\u6709\u7b49\u5f85\u518d\u6b21\u83b7\u5f97\u989d\u5ea6<\/span><\/p>\n<\/li>\n<\/ul>\n

            DD jupyter \u6587\u4ef6\u7684\u9876\u90e8\u6709\u4e00\u4e2a\u201c\u68c0\u67e5 GPU \u72b6\u6001\u201d\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u663e\u793a\u5f53\u524d\u7ed9\u60a8\u5206\u914d\u7684\u7cfb\u7edf\u7c7b\u578b\u3002\u622a\u81f3\u672c\u6307\u5357\u5b8c\u6210\u65f6\uff0c\u5728 Colab \u4e2d\uff0cGPU \u7684\u80fd\u529b\u4ece\u6700\u4f4e\u5230\u6700\u9ad8\uff1a<\/span><\/p>\n

            K80 \/ T4 \/ P100 \/ V100 \/ A100<\/p>\n

            A100\u662f\u76f8\u5f53\u7f55\u89c1\u7684\u6027\u80fd\u602a\u517d\u3002\u5982\u679c\u60a8\u5237\u5230\u4e86\u4e00\u4e2a\uff0c\u8bf7\u52a1\u5fc5\u622a\u5c4f\u5e76\u5206\u4eab Discord \u4ee5\u5411\u60a8\u7684\u670b\u53cb\u5c55\u793a\uff08\uff1f\uff09\uff08\u8bd1\u8005\u6ce8\uff1agacha\u6a21\u5f0f\u662f\u5427.jpg\uff09<\/span><\/p>\n

            \u6211\u60f3\u5728\u6211\u7684\u8d85\u7ea7\u725b\u903c\u7684\u5bb6\u7528\u7535\u8111\u4e0a\u4f7f\u7528\u8fd0\u884c DD\u600e\u4e48\u529e\uff1f<\/strong><\/span><\/p>\n

            DD \u662f\u5728 Google Colab \u73af\u5883\u4e2d\u8fd0\u884c\u7684\uff0c\u4f7f\u7528\u7684\u662f\u5927\u578b GPU\uff0c\u56e0\u6b64\u8fd9\u662f\u672c\u6307\u5357\u7684\u91cd\u70b9\u3002\u6211\u77e5\u9053\u6709\u4e9b\u4eba\u5df2\u7ecf\u6210\u529f\u5730\u5728\u5305\u62ec\u4ed6\u4eec\u81ea\u5df1\u7684\u5bb6\u7528 PC \u5728\u5185\u7684\u5176\u4ed6\u786c\u4ef6\u4e0a\u8fd0\u884c DD\uff0c\u4f46\u6211\u5bf9\u6b64\u4e00\u65e0\u6240\u77e5\u3002\u56e0\u6b64\uff0c\u6211\u65e0\u6cd5\u7ed9\u51fa\u6307\u5357\u3002<\/span><\/p>\n

            \u5982\u679c\u611f\u5174\u8da3\u7684\u8bdd\uff0c\u67e5\u770b\u8d44\u6e90\u5217\u8868\u4ee5\u83b7\u53d6\u6709\u5173\u5728 Colab \u4e4b\u5916\u8fd0\u884c DD \u7684\u4e00\u4e9b\u4fe1\u606f\u7684\u94fe\u63a5\uff0c\u4e5f\u53ef\u4ee5\u8bbf\u95ee\u00a0<\/span>DD Discord<\/span>\u00a0#tech-support \u6216 #dev \u9891\u9053\u4e0e\u5176\u4ed6\u4eba\u8ba8\u8bba\u8fd9\u4e9b\u95ee\u9898\u3002<\/span><\/p>\n

            \n

            <\/figure>\n

            \u4e00\u4e9b\u522b\u7684\u5c0f\u95ee\u9898<\/span><\/h1>\n

            \u5982\u679c DD \u7531\u4e8e OOM \u4ee5\u5916\u7684\u5176\u4ed6\u539f\u56e0\u5d29\u6e83\uff1a<\/span><\/p>\n

              \n
            • \n

              \u5fc3\u6001\u653e\u5e73\u3002\u8fd9\u662f\u514d\u8d39\u7684\u5b9e\u9a8c\u6027 AI \u4ee3\u7801\uff0c\u53d1\u751f\u5f02\u5e38\u662f\u5f88\u6709\u53ef\u80fd\u7684<\/span><\/p>\n<\/li>\n

            • \n

              \u8bd5\u8bd5\u53bb\u62ff\u4e00\u4efd\u539f\u59cb\u7b14\u8bb0\u672c\u7684\u65b0\u526f\u672c\u6765\u4f7f\u7528\u3002\u60a8\u53ef\u80fd\u65e0\u610f\u4e2d\u4fee\u6539\u4e86\u4e00\u4e9b\u5173\u952e\u4ee3\u7801<\/span><\/p>\n<\/li>\n

            • \n

              \u8bbf\u95ee\u00a0<\/span>DD Discord<\/span>\u00a0#tech-support \u6c42\u52a9<\/span><\/p>\n<\/li>\n<\/ul>\n

              <\/figure>\n

              \u57fa\u672c\u90e8\u5206\u7ed3\u675f\uff01<\/span><\/h1>\n

              \u81f3\u6b64\u57fa\u7840\u77e5\u8bc6\u7684\u8bb2\u89e3\u5df2\u7ecf\u7ed3\u675f\uff0c\u606d\u559c\u4f60\u5df2\u7ecf\u53ef\u4ee5\u72ec\u7acb\u8fdb\u884c\u57fa\u672c\u7684 AI \u56fe\u50cf\u521b\u4f5c\u5566\uff01<\/span><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

              \u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.bilibili.com\/read\/cv16730942 \u9605\u524d\u987b\u77e5\uff1a \u8be5\u6307\u5357 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-454","post","type-post","status-publish","format-standard","hentry","category-yule"],"_links":{"self":[{"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/posts\/454","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/comments?post=454"}],"version-history":[{"count":0,"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/posts\/454\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/media?parent=454"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/categories?post=454"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gaoxigang.com\/index.php\/wp-json\/wp\/v2\/tags?post=454"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}