{"id":152,"date":"2023-08-27T20:22:14","date_gmt":"2023-08-27T12:22:14","guid":{"rendered":"https:\/\/www.vanforever.com.cn\/?p=152"},"modified":"2026-03-21T14:50:06","modified_gmt":"2026-03-21T06:50:06","slug":"stable-diffusion%e5%b0%8f%e7%99%bd%e4%b9%8b%e8%b7%af","status":"publish","type":"post","link":"https:\/\/www.vanforever.com.cn\/?p=152","title":{"rendered":"Stable Diffusion\u5c0f\u767d\u4e4b\u8def"},"content":{"rendered":"

Stable Diffusion\u5982\u4f55\u4f7f\u7528?<\/strong><\/h1>\n

\u524d\u8a00<\/strong><\/h2>\n

\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u5b66\u4e60Stable Diffusion\u7684\u57fa\u7840\u7528\u6cd5\uff0c\u4e86\u89e3\u63d0\u793a\u8bcd\uff0c\u7b26\u53f7\u7684\u7528\u6cd5\uff0c\u4ee5\u53ca\u56fe\u50cf\u7684\u8f93\u51fa\u3002<\/strong><\/p>\n

\u63d0\u793a\u8bcd<\/strong><\/h2>\n

\u63d0\u793a\u8bcd\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff0c\u6b63\u5411\u63d0\u793a\u8bcd\u548c\u53cd\u5411\u63d0\u793a\u8bcd<\/strong><\/p>\n

\u6b63\u5411\u63d0\u793a\u8bcd<\/strong><\/h3>\n

\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u6b63\u5411\u63d0\u793a\u8bcd\u6765\u751f\u6210\u60f3\u8981\u7684\u56fe\u50cf\uff0c\u5c06\u56fe\u7247\u62c6\u5206\u6210\u4e0d\u540c\u7684\u5173\u952e\u5b57\u5e76\u7528\u9017\u53f7\u9694\u5f00\u8f93\u5165\u3002<\/strong><\/p>\n

\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u76f8\u540c\u7684\u6307\u4ee4\u5728\u4e0d\u540c\u7684\u6a21\u578b\u5e93\u548c\u53c2\u6570\u4e0b\uff0c\u751f\u6210\u7684\u8f93\u51fa\u56fe\u50cf\u53ef\u80fd\u4f1a\u4e0d\u4e00\u6837\u3002\u6b64\u5916\uff0c\u63d0\u793a\u8bcd\u7684\u987a\u5e8f\u4e5f\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u987a\u5e8f\u4f1a\u5f71\u54cd\u5230\u751f\u6210\u56fe\u50cf\u7684\u6743\u91cd\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u8d8a\u9760\u524d\u7684\u63d0\u793a\u8bcd\u6743\u91cd\u8d8a\u5927\uff0c\u8d8a\u9760\u540e\u7684\u63d0\u793a\u8bcd\u6743\u91cd\u8d8a\u5c0f\u3002<\/strong><\/p>\n

\u53cd\u5411\u63d0\u793a\u8bcd<\/strong><\/h3>\n

\u8f93\u5165\u6846\u4e2d\u8f93\u5165\u7684\u5185\u5bb9\u5c31\u662f\u6211\u4eec\u4e0d\u60f3\u8981\u51fa\u73b0\u7684\u4e1c\u897f\uff0c\u8fd9\u6837\u505a\u53ef\u4ee5\u907f\u514d\u6b8b\u7f3a\u7684\u624b\u6307\uff0c\u4f4e\u8d28\u91cf\u56fe\u7247\u7684\u51fa\u73b0<\/strong><\/p>\n

\u63d0\u793a\u8bcd\u7684\u83b7\u53d6<\/strong><\/h3>\n
    \n
  1. Stable Diffusion \u4e2d\u81ea\u5e26\u53cd\u63a8\u529f\u80fd\uff0c\u53ef\u4ee5\u901a\u8fc7\u5c06\u60f3\u8981\u62c6\u5206\u7684\u56fe\u50cf\u62d6\u5165\u53cd\u63a8\uff0c\u70b9\u51fb\u6309\u94ae\u6765\u83b7\u5f97\u751f\u6210\u8be5\u56fe\u50cf\u7684\u63d0\u793a\u8bcd\u3002\u5177\u4f53\u7684\u4f4d\u7f6e\u5728\u56fe\u751f\u56fe\u7684\u4f4d\u7f6e\u3002<\/strong><\/li>\n
  2. \u5229\u7528Chatgpt\u7b49\u76f8\u5173\u5de5\u5177\uff0c\u5c06\u60f3\u8981\u63cf\u8ff0\u7684\u573a\u666f\u8f93\u5165\uff0c\u5e76\u544a\u8bc9gpt\u5c06\u8fd9\u53e5\u8bdd\u8f6c\u5316\u4e3a Stable Diffusion\u7684\u63cf\u8ff0\u8bcd<\/strong><\/li>\n<\/ol>\n

    \u7b26\u53f7\u7684\u4f7f\u7528<\/strong><\/h3>\n

    \u8bcd\u6c47\u5728\u63d0\u793a\u4e2d\u6240\u5360\u7684\u4f4d\u7f6e\u8d8a\u524d\uff0c\u5176\u6240\u5360\u7684\u6bd4\u91cd\u5c31\u8d8a\u5927\uff0c\u4e3a\u4e86\u66f4\u52a0\u7ec6\u81f4\u7684\u8c03\u6574\u8bcd\u6c47\u6240\u5360\u7684\u6bd4\u91cd\uff0c\u5728\u9009\u4e2d\u5173\u952e\u8bcd\u7684\u540c\u65f6\uff0c\u6309\u4e0b\u952e\u76d8\u4e0a\u7684 (Ctrl+\u2191 \u2193)\u6765\u5feb\u901f\u8c03\u6574\u6743\u91cd\u3002\u6bcf\u6b21\u8c03\u6574\u7684\u6743\u91cd\u503c\u4e3a0\u30021\uff0c\u5efa\u8bae\u5c06\u6743\u91cd\u503c\u63a7\u5236\u57280\u30027-1\u30024\u4e4b\u95f4\u3002<\/strong><\/p>\n

    \u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u52a0\u7cbe\u786e\u7684\u63a7\u5236\u63d0\u793a\u8bcd\u7684\u6743\u91cd\uff0c\u4ee5\u8fbe\u5230\u66f4\u597d\u7684\u6548\u679c\u3002<\/strong><\/p>\n

    \u56fe\u50cf\u7684\u8f93\u51fa<\/strong><\/h3>\n

    \u753b\u9762\u7684\u4fe1\u606f\u91cf\u53d6\u51b3\u4e8e\u8f93\u51fa\u56fe\u7247\u7684\u5927\u5c0f\u3002\u5728\u5168\u8eab\u6784\u56fe\u4e2d\uff0c\u4e00\u4e9b\u7ec6\u8282\uff0c\u4f8b\u5982\u8138\u90e8\u3001\u9970\u54c1\u548c\u590d\u6742\u7684\u7eb9\u6837\uff0c\u53ea\u6709\u5728\u8f83\u5927\u7684\u56fe\u50cf\u4e2d\u624d\u80fd\u5f97\u5230\u5145\u5206\u7684\u5c55\u793a\u7a7a\u95f4\uff0c\u5982\u56fe\u50cf\u592a\u5c0f\uff0c\u8138\u90e8\uff0c\u624b\u90e8\uff0c\u4e00\u4e9b\u7ec6\u8282\u5c31\u4f1a\u88ab\u538b\u7f29\u6210\u4e00\u56e2\uff0c\u65e0\u6cd5\u5f97\u5230\u5145\u5206\u7684\u8868\u73b0\uff0c<\/strong><\/p>\n

    \u5c3d\u7ba1\u8f93\u51fa\u5927\u5c0f\u51b3\u5b9a\u4e86\u753b\u9762\u7684\u4fe1\u606f\u91cf\uff0c\u4f46\u662f\u5f53\u8f93\u51fa\u5c3a\u5bf8\u8f83\u5927\u65f6\uff0cAI\u5f80\u5f80\u4f1a\u8bd5\u56fe\u5728\u56fe\u50cf\u4e2d\u585e\u5165\u66f4\u591a\u7684\u5185\u5bb9\u3002\u7531\u4e8e\u5927\u591a\u6570\u6a21\u578b\u90fd\u662f\u5728512×512\u5206\u8fa8\u7387\u4e0b\u8bad\u7ec3\u7684\uff0c\u56e0\u6b64\u5728\u8f93\u51fa\u5c3a\u5bf8\u8f83\u5927\uff08\u4f8b\u59821000×1000\uff09\u65f6\uff0c\u5904\u7406\u5668\u4f1a\u5c1d\u8bd5\u5728\u56fe\u50cf\u4e2d\u585e\u5165\u4e24\u5230\u4e09\u5f20\u56fe\u7247\u7684\u5185\u5bb9\uff0c\u5bfc\u81f4\u51fa\u73b0\u80a2\u4f53\u62fc\u63a5\u3001\u591a\u4eba\u3001\u591a\u89d2\u5ea6\u7b49\u4e0d\u53d7\u8bcd\u6761\u63a7\u5236\u7684\u60c5\u51b5\u3002<\/strong><\/p>\n

    <\/div><\/p>\n

    \u754c\u9762<\/strong><\/h2>\n

    \u91c7\u6837\u8fed\u4ee3\u6b65\u6570<\/strong><\/h3>\n

    \u5373\u8f93\u51fa\u753b\u9762\u6240\u9700\u8981\u7684\u6b65\u6570\uff0c\u6bcf\u4e00\u6b21\u91c7\u6837\u6b65\u6570\u5c31\u662f\u5728\u4e0a\u4e00\u6b21\u8fed\u4ee3\u7684\u57fa\u7840\u4e0a\u7ed8\u5236\u4e00\u4e2a\u5168\u65b0\u7684\u56fe\u7247\uff0c\u4e00\u822c\u6765\u8bf4\u8fed\u4ee3\u6b65\u6570\u4fdd\u6301\u572818-30\u4ee5\u5185\u3002<\/strong><\/p>\n

    \u4f4e\u7684\u91c7\u6837\u6b65\u6570\u4f1a\u5bfc\u81f4\u753b\u9762\u8ba1\u7b97\u4e0d\u5b8c\u6574\uff0c\u9ad8\u7684\u91c7\u6837\u6b65\u6570\u4ec5\u5728\u7ec6\u8282\u5904\u8fdb\u884c\u4f18\u5316\uff0c\u5bf9\u6bd4\u8f93\u51fa\u901f\u5ea6\u5f97\u4e0d\u507f\u5931\u3002<\/strong><\/p>\n

    \u91c7\u6837\u65b9\u6cd5\u7684\u4ecb\u7ecd<\/strong><\/h3>\n

    \u5e38\u7528\u7684\u6709\u4e09\u79cd\uff0c\u5206\u522b\u662f Euler a\uff0cDPM++2S a Karras \u548c DDI<\/strong><\/p>\n

    Euler a<\/strong><\/h4>\n
      \n
    1. Euler a \u662f\u4e00\u79cd\u7528\u4e8e\u63a7\u5236\u65f6\u95f4\u6b65\u957f\u5927\u5c0f\u7684\u53ef\u8c03\u53c2\u6570\uff0c\u5728 Stable Diffusion \u4e2d\u91c7\u7528 Euler \u65f6\u95f4\u6b65\u957f\u91c7\u6837\u65b9\u6cd5\u3002\u9002\u5f53\u7684 Euler a \u503c\u80fd\u591f\u6355\u6349\u5230\u7ec6\u8282\u548c\u7eb9\u7406\uff0c\u4f46\u5982\u679c\u503c\u592a\u5927\u4f1a\u5bfc\u81f4\u8fc7\u5ea6\u62df\u5408\uff0c\u751f\u6210\u56fe\u50cf\u51fa\u73b0\u566a\u70b9\u7b49\u4e0d\u826f\u6548\u679c\u3002<\/strong><\/li>\n
    2. \u4e00\u53e5\u8bdd\u6982\u62ec\uff1a\u91c7\u6837\u751f\u6210\u901f\u5ea6\u6700\u5feb\uff0c\u4f46\u662f\u5982\u679c\u8bf4\u5728\u9ad8\u7ec6\u8282\u56fe\u589e\u52a0\u91c7\u6837\u6b65\u6570\u65f6\uff0c\u4f1a\u4ea7\u751f\u4e0d\u53ef\u63a7\u7a81\u53d8\uff08\u5982\u4eba\u7269\u8138\u626d\u66f2\uff0c\u7ec6\u8282\u626d\u66f2\u7b49\uff09<\/strong><\/li>\n<\/ol>\n

      \u9002\u5408\uff1aICON\uff0c\u4e8c\u6b21\u5143\u56fe\u50cf\uff0c\u5c0f\u573a\u666f<\/strong><\/p>\n

      DPM++2S a Karras\uff1a<\/strong><\/h4>\n
        \n
      1. \u91c7\u7528 DPM++2S a Karras \u91c7\u6837\u65b9\u6cd5\u751f\u6210\u9ad8\u8d28\u91cf\u56fe\u50cf\uff0c\u8be5\u65b9\u6cd5\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\u957f\u4e2d\u6267\u884c\u591a\u6b21\u64cd\u4f5c\uff0c\u540c\u7b49\u5206\u8fa8\u7387\u4e0b\u7ec6\u8282\u4f1a\u66f4\u591a\uff0c\u6bd4\u5982\u53ef\u4ee5\u5728\u5c0f\u56fe\u4e0b\u585e\u8fdb\u5168\u8eab\uff0c\u4ee3\u4ef7\u662f\u91c7\u6837\u901f\u5ea6\u66f4\u6162<\/strong><\/li>\n
      2. \u9002\u5408\uff1a\u5199\u5b9e\u4eba\u50cf\uff0c\u590d\u6742\u573a\u666f\u523b\u753b\uff0c\u6b65\u5e45\u8d8a\u9ad8\uff0c\u7ec6\u8282\u523b\u753b\u8d8a\u597d<\/strong><\/li>\n<\/ol>\n

        DDIM<\/strong><\/h4>\n
          \n
        1. DDIM \u91c7\u6837\u65b9\u6cd5\u53ef\u4ee5\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\uff0c\u76f8\u6bd4\u5176\u4ed6\u91c7\u6837\u65b9\u6cd5\u5177\u6709\u66f4\u9ad8\u7684\u6548\u7387\uff0c\u60f3\u5c1d\u8bd5\u8d85\u9ad8\u6b65\u6570\u65f6\u53ef\u4ee5\u4f7f\u7528\uff0c\u968f\u7740\u6b65\u6570\u589e\u52a0\u53ef\u4ee5\u53e0\u52a0\u7ec6\u8282<\/strong><\/li>\n
        2. \u9002\u5408\uff1a\u5199\u5b9e\u4eba\u50cf\uff0c\u590d\u6742\u573a\u666f\u523b\u753b<\/strong><\/li>\n<\/ol>\n

          \u63d0\u793a\u8bcd\u76f8\u5173\u6027<\/strong><\/h3>\n

          Stable Diffusion \u4e2d\u7684\u63d0\u793a\u8bcd\u76f8\u5173\u6027\u6307\u7684\u662f\u8f93\u5165\u63d0\u793a\u8bcd\u5bf9\u751f\u6210\u56fe\u50cf\u7684\u5f71\u54cd\u7a0b\u5ea6\u3002\u5f53\u6211\u4eec\u63d0\u9ad8\u63d0\u793a\u8bcd\u76f8\u5173\u6027\u65f6\uff0c\u751f\u6210\u7684\u56fe\u50cf\u5c06\u66f4\u7b26\u5408\u63d0\u793a\u4fe1\u606f\u7684\u6837\u5b50\uff1b\u76f8\u53cd\uff0c\u5982\u679c\u63d0\u793a\u8bcd\u76f8\u5173\u6027\u8f83\u4f4e\uff0c\u5bf9\u5e94\u7684\u6743\u91cd\u4e5f\u8f83\u5c0f\uff0c\u5219\u751f\u6210\u7684\u56fe\u50cf\u4f1a\u66f4\u52a0\u968f\u673a\u3002\u56e0\u6b64\uff0c\u901a\u8fc7\u8c03\u6574\u63d0\u793a\u8bcd\u76f8\u5173\u6027\uff0c\u53ef\u4ee5\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u66f4\u7b26\u5408\u9884\u671f\u7684\u6837\u672c\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u6210\u7684\u6837\u672c\u8d28\u91cf\u3002<\/strong><\/p>\n

          \u2460\u5728\u5177\u4f53\u5e94\u7528\u4e2d\uff0c\u5bf9\u4e8e\u4eba\u7269\u7c7b\u7684\u63d0\u793a\u8bcd\uff0c\u4e00\u822c\u5c06\u63d0\u793a\u8bcd\u76f8\u5173\u6027\u63a7\u5236\u5728 7-15 \u4e4b\u95f4\uff1b<\/strong><\/p>\n

          \u2461\u800c\u5bf9\u4e8e\u5efa\u7b51\u7b49\u5927\u573a\u666f\u7c7b\u7684\u63d0\u793a\u8bcd\uff0c\u4e00\u822c\u63a7\u5236\u5728 3-7 \u5de6\u53f3\u3002\u8fd9\u6837\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7a81\u51fa\u968f\u673a\u6027\uff0c\u540c\u65f6\u53c8\u4e0d\u4f1a\u5f71\u54cd\u751f\u6210\u56fe\u50cf\u7684\u53ef\u89c6\u5316\u6548\u679c\u3002\u56e0\u6b64\uff0c\u63d0\u793a\u8bcd\u76f8\u5173\u6027\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u901a\u8fc7\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u66f4\u7b26\u5408\u9884\u671f\u7684\u6837\u672c\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u6210\u7684\u6837\u672c\u8d28\u91cf\u3002<\/strong><\/p>\n

          \u968f\u673a\u79cd\u5b50<\/strong><\/h3>\n

          \u968f\u673a\u79cd\u5b50\u662f\u4e00\u4e2a\u53ef\u4ee5\u9501\u5b9a\u751f\u6210\u56fe\u50cf\u7684\u521d\u59cb\u72b6\u6001\u7684\u503c\u3002\u5f53\u4f7f\u7528\u76f8\u540c\u7684\u968f\u673a\u79cd\u5b50\u548c\u5176\u4ed6\u53c2\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u751f\u6210\u5b8c\u5168\u76f8\u540c\u7684\u56fe\u50cf\u3002\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50\u53ef\u4ee5\u589e\u52a0\u6a21\u578b\u7684\u53ef\u6bd4\u6027\u548c\u53ef\u91cd\u590d\u6027\uff0c\u540c\u65f6\u4e5f\u53ef\u4ee5\u7528\u4e8e\u8c03\u8bd5\u548c\u4f18\u5316\u6a21\u578b\uff0c\u4ee5\u89c2\u5bdf\u4e0d\u540c\u53c2\u6570\u5bf9\u56fe\u50cf\u7684\u5f71\u54cd\u3002<\/strong><\/p>\n

          \u5728 Stable Diffusion \u4e2d\uff0c\u5e38\u7528\u7684\u968f\u673a\u79cd\u5b50\u6709-1 \u548c\u5176\u4ed6\u6570\u503c\u3002\u5f53\u8f93\u5165-1 \u6216\u70b9\u51fb\u65c1\u8fb9\u7684\u9ab0\u5b50\u6309\u94ae\u65f6\uff0c\u751f\u6210\u7684\u56fe\u50cf\u662f\u5b8c\u5168\u968f\u673a\u7684\uff0c\u6ca1\u6709\u4efb\u4f55\u89c4\u5f8b\u53ef\u8a00\u3002\u800c\u5f53\u8f93\u5165\u5176\u4ed6\u968f\u673a\u6570\u503c\u65f6\uff0c\u5c31\u76f8\u5f53\u4e8e\u9501\u5b9a\u4e86\u968f\u673a\u79cd\u5b50\u5bf9\u753b\u9762\u7684\u5f71\u54cd\uff0c\u8fd9\u6837\u6bcf\u6b21\u751f\u6210\u7684\u56fe\u50cf\u53ea\u4f1a\u6709\u5fae\u5c0f\u7684\u53d8\u5316\u3002\u56e0\u6b64\uff0c\u4f7f\u7528\u968f\u673a\u79cd\u5b50\u53ef\u4ee5\u63a7\u5236\u751f\u6210\u56fe\u50cf\u7684\u53d8\u5316\u7a0b\u5ea6\uff0c\u4ece\u800c\u66f4\u597d\u5730\u63a2\u7d22\u6a21\u578b\u7684\u6027\u80fd\u548c\u53c2\u6570\u7684\u5f71\u54cd\u3002<\/strong><\/p>\n

          \u5728\u5de5\u4f5c\u4ea7\u51fa\u4e2d\uff0c\u5982\u679c\u7ec6\u5fae\u8c03\u6574\uff0c\u6211\u4eec\u5c06\u4f1a\u56fa\u5b9a\u67d0\u4e2a\u79cd\u5b50\u53c2\u6570\u7136\u540e\u8fdb\u884c\u6279\u91cf\u751f\u6210<\/strong><\/p>\n

          \u6a21\u578b\u90e8\u5206<\/strong><\/h2>\n

          Checkpoint\uff0cVAE\uff0cembedding \u548c lora \u7684\u4f7f\u7528\u8be6\u89e3<\/strong><\/p>\n

          \u6a21\u578b\u4e0b\u8f7d<\/strong><\/h3>\n

          Lexica<\/a><\/strong><\/p>\n

          Civitai | Stable Diffusion models, embeddings, LoRAs and more<\/a><\/strong><\/p>\n

          \u8fdb\u5165\u4ee5\u4e0a\u7f51\u7ad9,\u9009\u62e9\u4e0b\u8f7d\u7684\u5206\u7c7b,\u5c06\u89e6\u53d1\u8bcd\u8bb0\u5f55\u4e0b\u6765,\u5c06\u6587\u4ef6\u653e\u5165\u6307\u5b9a\u4f4d\u7f6e\u5237\u65b0\u4e3b\u7a0b\u5e8f\u5373\u53ef<\/strong><\/p>\n

          Checkpoint \u7684\u4ecb\u7ecd<\/strong><\/h3>\n

          \u5bf9\u4e8e\u6a21\u578b\u4f5c\u8005\u800c\u8a00\uff0c\u8bad\u7ec3\u6a21\u578b\u901a\u5e38\u6307\u751f\u6210 Checkpoint \u6587\u4ef6\u3002\u8fd9\u4e9b\u6587\u4ef6\u5305\u542b\u4e86\u6a21\u578b\u53c2\u6570\u548c\u4f18\u5316\u5668\u72b6\u6001\u7b49\u4fe1\u606f\uff0c\u662f\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b9a\u671f\u4fdd\u5b58\u7684\u72b6\u6001\u5feb\u7167\u3002<\/strong><\/p>\n

          \u5bf9\u4e8e\u4f7f\u7528\u8005\u800c\u8a00\uff0c\u53ef\u4ee5\u5c06 Checkpoint \u6587\u4ef6\u7406\u89e3\u4e3a\u4e00\u79cd\u98ce\u683c\u6ee4\u955c\uff0c\u4f8b\u5982\u6cb9\u753b\u3001\u6f2b\u753b\u3001\u5199\u5b9e\u98ce\u7b49\u3002\u901a\u8fc7\u9009\u62e9\u5bf9\u5e94\u7684 Checkpoint \u6587\u4ef6\uff0c\u60a8\u53ef\u4ee5\u5c06 Stable Diffusion \u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u8f6c\u6362\u4e3a\u60a8\u6240\u9009\u62e9\u7684\u7279\u5b9a\u98ce\u683c\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4e00\u4e9b Checkpoint \u6587\u4ef6\u53ef\u80fd\u9700\u8981\u4e0e\u7279\u5b9a\u7684\u4f4e\u7801\u7387\u7f16\u7801\u5668\uff08\u5982 Lora\uff09\u914d\u5408\u4f7f\u7528\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002<\/strong><\/p>\n

          \u5728\u4e0b\u8f7d Checkpoint \u6587\u4ef6\u65f6\uff0c\u60a8\u53ef\u4ee5\u67e5\u770b\u76f8\u5e94\u7684\u6a21\u578b\u7b80\u4ecb\uff0c\u901a\u5e38\u4f5c\u8005\u4f1a\u63d0\u4f9b\u76f8\u5e94\u7684\u6587\u4ef6\u548c\u8bf4\u660e\u4e8b\u9879\uff0c\u4ee5\u5e2e\u52a9\u60a8\u66f4\u597d\u5730\u4f7f\u7528\u548c\u7406\u89e3\u8be5\u6587\u4ef6\u3002<\/strong><\/p>\n

          \u603b\u4e4b\uff0cCheckpoint \u6587\u4ef6\u662f Stable Diffusion \u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b9a\u671f\u4fdd\u5b58\u7684\u72b6\u6001\u5feb\u7167\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u5c06\u5176\u7406\u89e3\u4e3a\u4e00\u79cd\u98ce\u683c\u6ee4\u955c\uff0c\u7528\u4e8e\u5c06\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u8f6c\u6362\u4e3a\u7279\u5b9a\u7684\u98ce\u683c\u3002\u5728\u4f7f\u7528 Checkpoint \u6587\u4ef6\u65f6\uff0c\u9700\u8981\u6ce8\u610f\u6587\u4ef6\u7684\u5339\u914d\u548c\u76f8\u5e94\u7684\u4f7f\u7528\u8bf4\u660e\u3002<\/strong><\/p>\n

          VAE \u7684\u4ecb\u7ecd<\/strong><\/h3>\n

          \u53ef\u4ee5\u5c06 VAE \u7406\u89e3\u4e3a\u5bf9\u6a21\u578b\u7684\u6ee4\u955c\u52a0\u5fae\u8c03\uff0c\u4e0d\u540c\u7684 VAE \u53ef\u80fd\u6709\u4e00\u4e9b\u7ec6\u8282\u4e0a\u7684\u5dee\u5f02\uff0c\u4f46\u4e0d\u4f1a\u5f71\u54cd\u8f93\u51fa\u7684\u6548\u679c\u3002<\/strong><\/p>\n

          \u5b83\u53ef\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u8868\u73b0\uff0c\u6709\u4e9b\u6a21\u578b\u6587\u4ef6\u5df2\u7ecf\u81ea\u5e26\u4e86 VAE \u6548\u679c\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u76f2\u76ee\u5730\u53bb\u6302\u8f7d\uff0c\u53ef\u4ee5\u9009\u62e9\u81ea\u52a8\u6a21\u5f0f\u6765\u7b80\u5316\u65e5\u5e38\u4f7f\u7528\u3002<\/strong><\/p>\n

          embedding \u7684\u4ecb\u7ecd<\/strong><\/h3>\n

          \u5982\u679c\u4f60\u6709\u505a\u8fc7 UI \u7684\u7ecf\u9a8c\uff0c\u90a3\u4e48\u4f60\u5e94\u8be5\u77e5\u9053\u7ec4\u4ef6\u7684\u6982\u5ff5\u3002\u5728 Stable Diffusion \u4e2d\uff0cembedding \u6280\u672f\u5c31\u53ef\u4ee5\u88ab\u7406\u89e3\u4e3a\u4e00\u79cd\u7ec4\u4ef6\uff0c\u5b83\u53ef\u4ee5\u5c06\u8f93\u5165\u6570\u636e\u8f6c\u6362\u6210\u5411\u91cf\u8868\u793a\uff0c\u65b9\u4fbf\u6a21\u578b\u8fdb\u884c\u5904\u7406\u548c\u751f\u6210\u3002<\/strong><\/p>\n

          \u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u6211\u4eec\u60f3\u8981\u751f\u6210\u4e00\u4e2a\u5f00\u5fc3\u7684\u76ae\u5361\u4e18\uff0c\u901a\u5e38\u9700\u8981\u8f93\u5165\u5f88\u591a\u63cf\u8ff0\u8bcd\uff0c\u5982\u9ec4\u6bdb\u3001\u8001\u9f20\u3001\u957f\u8033\u6735\u3001\u816e\u7ea2\u7b49\u7b49\u3002\u4f46\u662f\uff0c\u5982\u679c\u5f15\u5165\u76ae\u5361\u4e18\u7684 embedding\uff0c\u6211\u4eec\u53ea\u9700\u8981\u8f93\u5165\u4e24\u4e2a\u8bcd\uff1a\u76ae\u5361\u4e18\u548c\u5f00\u5fc3\u3002\u76ae\u5361\u4e18\u7684 embedding \u6253\u5305\u4e86\u6240\u6709\u76ae\u5361\u4e18\u7684\u7279\u5f81\u63cf\u8ff0\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u4e0d\u7528\u6bcf\u6b21\u8f93\u5165\u5f88\u591a\u5355\u8bcd\u6765\u63a7\u5236\u751f\u6210\u7684\u753b\u9762\u4e86\u3002<\/strong><\/p>\n

          \u5728\u65e5\u5e38\u4f7f\u7528\u4e2d\uff0cembedding \u6280\u672f\u901a\u5e38\u7528\u4e8e\u63a7\u5236\u4eba\u7269\u7684\u52a8\u4f5c\u548c\u7279\u5f81\uff0c\u6216\u8005\u751f\u6210\u7279\u5b9a\u7684\u753b\u98ce\u3002\u76f8\u6bd4\u4e8e\u5176\u4ed6\u6a21\u578b\uff08\u5982 LORA\uff09\uff0cembedding \u7684\u5927\u5c0f\u53ea\u6709\u51e0\u5341 KB\uff0c\u800c\u4e0d\u662f\u51e0\u767e\u5146\u6216\u51e0 GB\uff0c\u9664\u4e86\u8fd8\u539f\u5ea6\u5bf9\u6bd4 lora \u5dee\u4e00\u4e9b\u4f46\u5728\u5b58\u50a8\u548c\u4f7f\u7528\u4e0a\u66f4\u52a0\u65b9\u4fbf\u3002<\/strong><\/p>\n

          \u603b\u4e4b\uff0cembedding \u6280\u672f\u5c06\u8f93\u5165\u6570\u636e\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\uff0c\u4e3a\u6a21\u578b\u7684\u5904\u7406\u548c\u751f\u6210\u63d0\u4f9b\u4e86\u4fbf\u5229\u3002\u901a\u8fc7\u4f7f\u7528 embedding\uff0c\u6211\u4eec\u53ef\u4ee5\u66f4\u52a0\u8f7b\u677e\u5730\u751f\u6210\u7b26\u5408\u9884\u671f\u7684\u6837\u672c\uff0c\u800c\u4e0d\u9700\u8981\u624b\u52a8\u8f93\u5165\u5927\u91cf\u7684\u63cf\u8ff0\u8bcd\u6c47\u3002<\/strong><\/p>\n

          LORA \u7684\u4ecb\u7ecd<\/strong><\/h3>\n

          LORA \u4e0e embedding \u5728\u672c\u8d28\u4e0a\u7c7b\u4f3c\uff0c\u56e0\u4e3a\u643a\u5e26\u7740\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u6240\u4ee5 LORA \u5bf9\u4eba\u7269\u548c\u7ec6\u8282\u7279\u5f81\u7684\u590d\u523b\u66f4\u52a0\u7ec6\u817b<\/strong><\/p>\n

          \u4f7f\u7528\u6280\u5de7\uff1a<\/strong><\/p>\n

          \u901a\u5e38\u6765\u8bf4\uff0c\u6bcf\u4e2a LORA \u6a21\u578b\u90fd\u6709\u5bf9\u5e94\u7684\u5e95\u819c\u548c\u89e6\u53d1\u8bcd\u6c47\u3002\u6211\u4eec\u53ef\u4ee5\u67e5\u770b LORA \u4f5c\u8005\u4ea7\u51fa\u7684\u76f8\u5173\u56fe\u7247\uff0c\u4ece\u4e2d\u83b7\u53d6\u6a21\u578b\u4fe1\u606f\uff0c\u5e76\u4ece\u4e2d\u9009\u62e9\u4e00\u4e9b\u63d0\u793a\u8bcd\u548c\u6392\u9664\u8bcd\u6765\u6307\u5b9a\u751f\u6210\u56fe\u50cf\u7684\u65b9\u5411\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6bcf\u4e2a LORA \u6a21\u578b\u5bf9\u8f93\u51fa\u56fe\u50cf\u7684\u6743\u91cd\u8bbe\u7f6e\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u6743\u91cd\u8bbe\u7f6e\u8d8a\u5927\uff0c\u5bf9\u753b\u9762\u7684\u5f71\u54cd\u56e0\u7d20\u5c31\u8d8a\u6d45\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u6743\u91cd\u5e94\u8be5\u63a7\u5236\u5728 0.7-1 \u4e4b\u95f4\u3002\u5982\u679c\u6743\u91cd\u8fc7\u9ad8\uff0c\u4f1a\u5927\u5e45\u5ea6\u5f71\u54cd\u51fa\u56fe\u7684\u8d28\u91cf\u3002<\/strong><\/p>\n

          \u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u6548\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684 LORA \u6a21\u578b\u9009\u62e9\u9002\u5f53\u7684\u63d0\u793a\u8bcd\u548c\u6392\u9664\u8bcd\uff0c\u5e76\u5728\u8bbe\u7f6e\u6743\u91cd\u65f6\u8fdb\u884c\u8c03\u6574\u3002\u540c\u65f6\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u53c2\u8003\u5176\u4ed6\u4f5c\u8005\u7684\u7ecf\u9a8c\u548c\u6280\u5de7\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u5229\u7528 LORA \u751f\u6210\u56fe\u50cf\u3002<\/strong><\/p>\n

          \u56fe\u751f\u56fe<\/strong><\/h2>\n

          \u662f\u4e00\u79cd\u751f\u6210\u56fe\u50cf\u7684\u65b9\u6cd5\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u5bf9\u5df2\u6709\u7684\u56fe\u50cf\u8fdb\u884c\u4fee\u6539\u6216\u53d8\u5f62\uff0c\u751f\u6210\u65b0\u7684\u56fe\u50cf\u3002\u5728 Stable Diffusion \u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u57ab\u56fe\u7684\u56fe\u50cf\u770b\u4f5c\u662f\u4e00\u5f20\u201c\u521d\u59cb\u56fe\u50cf\u201d\uff0c\u901a\u8fc7\u591a\u6b21\u8fed\u4ee3\uff0c\u5bf9\u5176\u8fdb\u884c\u4fee\u6539\u548c\u53d8\u5f62\uff0c\u9010\u6b65\u751f\u6210\u4e0e\u57ab\u56fe\u98ce\u683c\u7c7b\u4f3c\u60f3\u8981\u7684\u56fe\u7247\u3002<\/strong><\/p>\n

          \u9700\u6ce8\u610f\u7684\u662f\u56fe\u751f\u56fe\u76f8\u5bf9\u4e8e\u6587\u751f\u56fe\u591a\u51fa\u4e24\u4e2a\u529f\u80fd<\/strong><\/p>\n

          \u91cd\u7ed8\u5e45\u5ea6\uff1a<\/strong><\/h3>\n

          \u6307\u7684\u662f\u6bcf\u6b21\u8fed\u4ee3\u4e2d\u56fe\u50cf\u88ab\u91cd\u65b0\u7ed8\u5236\u7684\u7a0b\u5ea6\u6216\u5e45\u5ea6\uff0c\u4e5f\u5c31\u662f\u65b0\u751f\u6210\u7684\u56fe\u50cf\u4e0e\u4e0a\u4e00\u6b21\u8fed\u4ee3\u751f\u6210\u7684\u56fe\u50cf\u4e4b\u95f4\u7684\u5dee\u5f02\u7a0b\u5ea6\u3002<\/strong><\/p>\n

          \u5b83\u7684\u53d6\u503c\u8303\u56f4\u5728 0 \u5230 1 \u4e4b\u95f4\u3002\u5f53 \u503c\u7b49\u4e8e 0 \u65f6\uff0c\u65b0\u751f\u6210\u7684\u56fe\u50cf\u4e0e\u4e0a\u4e00\u6b21\u8fed\u4ee3\u751f\u6210\u7684\u56fe\u50cf\u5b8c\u5168\u4e00\u81f4\uff0c\u5373\u6ca1\u6709\u91cd\u65b0\u7ed8\u5236\uff1b<\/strong><\/p>\n

          \u5f53\u503c\u7b49\u4e8e 1 \u65f6\uff0c\u65b0\u751f\u6210\u7684\u56fe\u50cf\u4e0e\u4e0a\u4e00\u6b21\u8fed\u4ee3\u751f\u6210\u7684\u56fe\u50cf\u5b8c\u5168\u4e0d\u540c\uff0c\u5373\u5b8c\u5168\u91cd\u65b0\u7ed8\u5236\u3002<\/strong><\/p>\n

          \u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u91cd\u7ed8\u5e45\u5ea6\u7684\u5927\u5c0f\u4f1a\u5f71\u54cd\u751f\u6210\u56fe\u50cf\u7684\u8d28\u91cf\u548c\u903c\u771f\u7a0b\u5ea6\u3002\u5f53\u91cd\u7ed8\u5e45\u5ea6\u8f83\u5c0f\u65f6\uff0c\u751f\u6210\u7684\u56fe\u50cf\u53ef\u80fd\u4f1a\u6bd4\u8f83\u6a21\u7cca\u6216\u7c97\u7cd9\uff1b<\/strong><\/p>\n

          \u5f53\u91cd\u7ed8\u5e45\u5ea6\u8f83\u5927\u65f6\uff0c\u751f\u6210\u7684\u56fe\u50cf\u53ef\u80fd\u4f1a\u51fa\u73b0\u660e\u663e\u7684\u566a\u70b9\u6216\u7455\u75b5\u3002<\/strong><\/p>\n

          \u7f29\u653e\u6a21\u5f0f\uff1a<\/strong><\/h3>\n

          \u62c9\u4f38\uff1a\u4e0d\u6539\u53d8\u5bbd\u9ad8\u6bd4\u7684\u524d\u63d0\u4e0b\u5c06\u56fe\u7247\u62c9\u4f38\uff0c\u5bbd\u5ea6\u9ad8\u5ea6\u5145\u6ee1\u753b\u9762\u7a7a\u95f4\u7684 100%<\/strong><\/p>\n

          \u88c1\u526a\uff1a\u4fdd\u7559\u5bbd\u9ad8\u6bd4\u7684\u57fa\u7840\u4e0a\uff0c\u7136\u540e\u88c1\u526a\u6389\u8d85\u51fa\u53bb\u7684\u90e8\u5206,\u4f7f\u7528\u65f6\u6211\u4eec\u53ef\u4ee5\u63d0\u524d\u8c03\u6574\u597d\u8f93\u51fa\u56fe\u7247\u7684\u5bbd\u9ad8\u6bd4\u4f8b<\/strong><\/p>\n

          \u586b\u5145\uff1a\u5b83\u6307\u5728\u7f29\u653e\u56fe\u50cf\u65f6\uff0c\u5c06\u539f\u59cb\u56fe\u50cf\u653e\u7f6e\u5728\u76ee\u6807\u5c3a\u5bf8\u7684\u4e2d\u5fc3\u4f4d\u7f6e\uff0c\u591a\u51fa\u53bb\u7684\u90e8\u5206\u7528\u4e00\u5b9a\u7684\u989c\u8272\u503c\uff08\u901a\u5e38\u4e3a\u9ed1\u8272\uff09\u586b\u5145\u5468\u56f4\u7684\u7a7a\u767d\u533a\u57df\u3002<\/strong><\/p>\n

          \u76f4\u63a5\u7f29\u653e\uff1a<\/strong><\/h3>\n

          \u2460\u6307\u5bf9\u56fe\u50cf\u8fdb\u884c\u7b80\u5355\u7684\u7f29\u653e\u5904\u7406\uff0c\u5373\u76f4\u63a5\u5c06\u539f\u59cb\u56fe\u50cf\u7f29\u653e\u5230\u76ee\u6807\u5c3a\u5bf8\u3002<\/strong><\/p>\n

          \u2461\u5728 Stable Diffusion \u4e2d\uff0c\u5982\u679c\u751f\u6210\u7684\u56fe\u50cf\u5c3a\u5bf8\u4e0e\u539f\u59cb\u56fe\u50cf\u5c3a\u5bf8\u4e0d\u4e00\u81f4\uff0c\u5c31\u9700\u8981\u8fdb\u884c\u7f29\u653e\u5904\u7406\u3002\u76f4\u63a5\u7f29\u653e\u662f\u4e00\u79cd\u7b80\u5355\u7c97\u66b4\u7684\u7f29\u653e\u65b9\u5f0f\uff0c\u5b83\u76f4\u63a5\u5c06\u539f\u59cb\u56fe\u50cf\u7f29\u653e\u5230\u76ee\u6807\u5c3a\u5bf8\uff0c\u4e0d\u8fdb\u884c\u4efb\u4f55\u989d\u5916\u7684\u5904\u7406\u3002\u8fd9\u79cd\u7f29\u653e\u65b9\u5f0f\u7684\u4f18\u70b9\u662f\u7b80\u5355\u5feb\u901f\uff0c\u4f46\u7f3a\u70b9\u662f\u53ef\u80fd\u4f1a\u5bfc\u81f4\u56fe\u50cf\u5931\u771f\u6216\u6a21\u7cca\uff0c\u7279\u522b\u662f\u5f53\u7f29\u653e\u6bd4\u4f8b\u8f83\u5927\u65f6\u3002<\/strong><\/p>\n

          \u529f\u80fd\u5206\u7c7b<\/strong><\/h3>\n

          \u56fe\u751f\u56fe<\/strong><\/h4>\n

          \u4e3b\u8981\u7528\u6765\u505a\u56fe\u7247\u653e\u5927\u548c\u9020\u578b\u80cc\u666f\u7684\u53d8\u5316\uff0c\u6216\u8005\u4e09\u6b21\u5143\u6539\u4e8c\u6b21\u5143\u65f6\u7528\u7684\uff0c\u901a\u5e38\u914d\u5408\u7740 ControlNet \u6765\u4f7f\u7528<\/strong><\/p>\n

          \u7ed8\u56fe<\/strong><\/h4>\n

          \u901a\u8fc7\u624b\u52a8\u7ed8\u5236\u6216\u4fee\u6539\u56fe\u50cf\u7684\u5c40\u90e8\u533a\u57df\uff0c\u6765\u6307\u5bfc\u751f\u6210\u5668\u751f\u6210\u66f4\u52a0\u7b26\u5408\u7528\u6237\u671f\u671b\u7684\u56fe\u50cf\uff0c\u4f7f\u7528\u65f6\u53ef\u4ee5\u5229\u7528\u7ed8\u56fe\u5de5\u5177\uff0c\u5982\u7b14\u5237\u3001\u6a61\u76ae\u64e6\u7b49\uff0c\u5bf9\u56fe\u50cf\u7684\u5c40\u90e8\u533a\u57df\u8fdb\u884c\u4fee\u6539\u3002\u4fee\u6539\u540e\u7684\u56fe\u50cf\u4f1a\u88ab\u4f5c\u4e3a\u4e0b\u4e00\u6b21\u8fed\u4ee3\u7684\u521d\u59cb\u56fe\u50cf\uff0c\u4ece\u800c\u5f71\u54cd\u540e\u7eed\u7684\u56fe\u50cf\u751f\u6210\u8fc7\u7a0b\u3002<\/strong><\/p>\n

          \u901a\u8fc7\u7ed8\u56fe\uff0c\u53ef\u4ee5\u66f4\u52a0\u7cbe\u7ec6\u5730\u63a7\u5236\u751f\u6210\u56fe\u50cf\u7684\u7ec6\u8282\u548c\u7279\u5f81\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u7b26\u5408\u9884\u671f\u8f93\u51fa<\/strong><\/p>\n

          \u5c40\u90e8\u91cd\u7ed8<\/strong><\/h4>\n

          \u4e5f\u79f0\u4e3a\u4e0a\u4f20\u8499\u7248\u6cd5\uff0c\u63d0\u524d\u5728\u4f5c\u56fe\u8f6f\u4ef6\u91cc\u7528\u753b\u7b14\u6d82\u62b9\u597d\u9700\u8981\u91cd\u65b0\u7ed8\u5236\u7684\u533a\u57df\uff0c\u9ed1\u8272\u533a\u57df\u8868\u793a\u9700\u8981\u4fee\u590d\u7684\u533a\u57df\uff0c\u767d\u8272\u533a\u57df\u8868\u793a\u4e0d\u9700\u8981\u4fee\u590d\u7684\u533a\u57df<\/strong><\/p>\n

          (\u6ce8\u610f\uff1a\u56e0\u6b64\u53ea\u9700\u8981\u5728\u9700\u8981\u4fee\u590d\u7684\u533a\u57df\u6d82\u9ed1\u8272\uff0c\u5176\u4ed6\u533a\u57df\u53ef\u4ee5\u6d82\u767d\u6216\u4fdd\u7559\u539f\u59cb\u989c\u8272\u3002\u4e0a\u4f20\u8499\u7248\u7684\u8bdd\u4e5f\u53ea\u9700\u5728\u7ed8\u56fe\u8f6f\u4ef6\u91cc\u628a\u9700\u8981\u4fee\u590d\u7684\u533a\u57df\u6d82\u9ed1\u5373\u53ef)<\/strong><\/p>\n

          \u5c40\u90e8\u91cd\u7ed8\u7684\u76ee\u7684\u662f\u5c3d\u53ef\u80fd\u5730\u4fdd\u7559\u539f\u59cb\u56fe\u50cf\u7684\u7ed3\u6784\u548c\u7eb9\u7406\u7279\u5f81\uff0c\u4f7f\u4fee\u590d\u540e\u7684\u56fe\u50cf\u66f4\u52a0\u81ea\u7136\u548c\u771f\u5b9e\u3002<\/strong><\/p>\n

          \u6279\u91cf\u5904\u7406<\/strong><\/h4>\n

          \u6307\u4f7f\u7528\u5df2\u6709\u7684\u56fe\u50cf\u751f\u6210\u65b0\u7684\u56fe\u50cf\u3002\u800c\u56fe\u751f\u56fe\u7684\u6279\u91cf\u5904\u7406\u662f\u6307\u540c\u65f6\u5bf9\u591a\u5f20\u8f93\u5165\u56fe\u50cf\u8fdb\u884c\u56fe\u751f\u56fe\u64cd\u4f5c\uff0c\u751f\u6210\u5bf9\u5e94\u7684\u591a\u5f20\u8f93\u51fa\u56fe\u50cf\u3002<\/strong><\/p>\n

          \u53c2\u8003<\/strong><\/h2>\n

          \u4e07\u5b57\u4fdd\u59c6\u7ea7\u6559\u7a0b\uff01Stable Diffusion\u5b8c\u6574\u5165\u95e8\u6307\u5357 – \u77e5\u4e4e (zhihu.com)<\/a><\/strong><\/p>\n\n\n

          <\/p>\n","protected":false},"excerpt":{"rendered":"

          Stable Diffusion\u5982\u4f55\u4f7f\u7528? \u524d\u8a00 \u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u5b66\u4e60Stable Diffusion\u7684\u57fa […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[10],"class_list":["post-152","post","type-post","status-publish","format-standard","hentry","category-11","tag-10"],"_links":{"self":[{"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=\/wp\/v2\/posts\/152","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=152"}],"version-history":[{"count":20,"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=\/wp\/v2\/posts\/152\/revisions"}],"predecessor-version":[{"id":577,"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=\/wp\/v2\/posts\/152\/revisions\/577"}],"wp:attachment":[{"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=152"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=152"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.vanforever.com.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=152"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}