{"id":668,"date":"2024-04-17T21:39:31","date_gmt":"2024-04-17T13:39:31","guid":{"rendered":"http:\/\/tobykskgd.life\/?p=668"},"modified":"2024-11-14T22:17:43","modified_gmt":"2024-11-14T14:17:43","slug":"29","status":"publish","type":"post","link":"https:\/\/tobykskgd.life\/index.php\/29\/","title":{"rendered":"Stable Diffusion\u3001DALL-E\u3001Imagen\u80cc\u540e\u5171\u540c\u7684\u5957\u8def"},"content":{"rendered":"\n

\u3010Stable Diffusion\u3001DALL-E\u3001Imagen\u80cc\u540e\u5171\u540c\u7684\u5957\u8def\u3011\u674e\u5b8f\u6bc52023\u6625\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u7b14\u8bb0<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u8003\u8651\u5230\u4e2a\u4eba\u5728\u4e00\u4e9b\u95ee\u9898\u4e0a\u9700\u8981\u674e\u5b8f\u6bc5\u6559\u6388\u57282023\u5e74\u8bfe\u7a0b\u4e2d\u8bb2\u5230\u7684\u5185\u5bb9\u8865\u5145\uff0c\u6240\u4ee5\u6211\u4f1a\u628a\u90e8\u5206\u674e\u5b8f\u6bc5\u6559\u6388\u57282023\u5e74\u7684\u8bfe\u7a0b\u5185\u5bb9\u63d0\u4e0a\u6765\u6311\u7740\u5b66\u4e60\uff0c\u56e0\u4e3a\u662f\u6311\u7740\u770b\u7684\uff0c\u6211\u4e5f\u4e0d\u77e5\u9053\u4f1a\u4e0d\u4f1a\u5168\u90e8\u770b\u5b8c\uff0c\u6240\u4ee5\u8fd9\u91cc\u5c31\u4e0d\u5206EP\u4e86\u3002\u8bfe\u7a0b\u7684\u5730\u5740\uff1a\u3010\u6388\u6743\u3011\u674e\u5b8f\u6bc52023\u6625\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b_\u54d4\u54e9\u54d4\u54e9_bilibili<\/a>\u3002<\/p>\n\n\n\n

\n\n\n\n

\u672c\u7bc7\u535a\u5ba2\u8981\u8bf4\u7684\u662f\u6709\u5173Stable Diffusion\u3001DALL-E\u3001Imagen\u80cc\u540e\u5171\u540c\u7684\u5957\u8def\u3002<\/p>\n\n\n\n

Stable Diffusion\u3001DALL-E\u3001Imagen\u80cc\u540e\u5171\u540c\u7684\u5957\u8def<\/h2>\n\n\n\n

\u8fd9\u4e09\u4e2a\u6a21\u578b\u90fd\u6709\u4e00\u4e2a\u5171\u540c\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n

\u9996\u5148\u6211\u4eec\u628a\u6587\u5b57\u7684\u8f93\u5165\u5230\u4e13\u95e8\u5904\u7406\u6587\u5b57\u7684Text Encoder\u91cc\u9762\uff0c\u628a\u6587\u5b57\u53d8\u6210\u4e00\u4e32\u5411\u91cf\u3002\u7136\u540e\u628a\u8fd9\u4e32\u5411\u91cf\u548c\u6211\u4eec\u4ece\u4e00\u4e2adistribution\u91cc\u9762simple\u51fa\u6765\u7684\u5411\u91cf\u8f93\u5165\u5230Generation Model\u91cc\u9762\u5f97\u5230\u7684\u662f\u4e00\u4e2a\u6a21\u578b\u5f53\u4f5c\u7684\u201c\u4e2d\u95f4\u4ea7\u7269\u201d\uff0c\u4e00\u4e2a\u4e2d\u95f4\u4ea7\u7269\u53ef\u80fd\u662f\u6211\u4eec\u770b\u5f97\u61c2\u7684\u4e00\u5f20\u5fae\u7f29\u7248\u7684\u56fe\u7247\uff0c\u4e5f\u53ef\u80fd\u662f\u6211\u4eec\u770b\u4e0d\u61c2\u7684\u6742\u8baf\u3002\u6700\u540e\u6211\u4eec\u628a\u8fd9\u4e2a\u201c\u4e2d\u95f4\u4ea7\u7269\u201d\u653e\u5230Decoder\u91cc\u9762\u8f93\u51fa\u7684\u56fe\u50cf\u5c31\u662f\u6211\u4eec\u6700\u7ec8\u751f\u6210\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

Stable Diffusion\u6846\u67b6<\/h2>\n\n\n\n

Stable Diffusion\u91cc\u9762\u6700\u53f3\u8fb9\u68071\u7684\u5730\u65b9\u5c31\u662fEncoder\uff0c\u7136\u540e\u68072\u7684\u7eff\u8272\u90e8\u5206\u53ef\u4ee5\u770b\u4f5cGeneration Model\uff0c\u90a3\u5728Stable Diffusion\u91cc\u9762\u7528\u5230\u7684\u81ea\u7136\u5c31\u662fdiffusion model\u4e86\u3002\u6700\u540e\u6700\u5de6\u8fb9\u7ea2\u8272\u5730\u65b9\u5c31\u662fDecoder\u4e86\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

DALL-E\u7cfb\u5217\u7684\u6846\u67b6<\/h2>\n\n\n\n

\u7136\u540eDALL-E\u7cfb\u5217\u7684\u6846\u67b6\u4e5f\u662f\u5dee\u4e0d\u591a\u7684\u3002<\/p>\n\n\n\n

\u6700\u5de6\u8fb9\u68071\u7684\u84dd\u8272\u90e8\u5206\u5c31\u662ftext\u7684encoder\u3002\u7136\u540e\u4e2d\u95f4\u68072\u7684\u90e8\u5206\u5c31\u662fGeneration Model\uff0c\u8fd9\u91cc\u7528\u7684\u662fAutoregressive\uff08AT\u81ea\u56de\u5f52\uff09\uff0c\u5f53\u7136\u7528Diffusion\u4e5f\u662f\u53ef\u4ee5\u7684\uff0c\u8fd9\u91cc\u5982\u679c\u4f60\u4e0d\u77e5\u9053AT\u662f\u4ec0\u4e48\u7684\u8bdd\uff0c\u8fd9\u91cc\u7ed9\u4e00\u4e2a\u4f20\u9001\u95e8\u53ef\u4ee5\u53bb\u770b\u770b\uff1a\u3010Transformer\u3011\u674e\u5b8f\u6bc52021\/2022\u6625\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u7b14\u8bb0EP12\uff08P49-P50\uff09 \u2013 -TobyKSKGD\u7684\u4e2a\u4eba\u535a\u5ba2-<\/a>\u3002\u6700\u540e\u6700\u53f3\u8fb9\u68073\u7684\u5c31\u662f\u6a21\u578b\u7684decoder\u90e8\u5206\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

Imagen\u6a21\u578b\u7684\u6846\u67b6<\/h2>\n\n\n\n

\u8fd8\u6709\u5c31\u662f\u8c37\u6b4c\u7684Imagen\u6a21\u578b\u4e5f\u662f\u5dee\u4e0d\u591a\u7684\u3002<\/p>\n\n\n\n

\u6700\u4e0a\u9762\u68071\u7684\u90e8\u5206\u5c31\u662fEncoder\u3002\u7136\u540e\u4e2d\u95f4\u68072\u7684\u90e8\u5206\u5c31\u662f\u4e00\u4e2aDiffusion Model\uff0c\u8fd9\u91cc\u7684\u4e2d\u95f4\u4ea7\u7269\u5c31\u662f\u4e00\u4e2a\u6bd4\u5982\u8bf464 * 64\u7684\u5c0f\u56fe\u3002\u6700\u540e\u4e0b\u9762\u68073\u7684\u90e8\u5206\u5c31\u662f\u8d1f\u8d23\u628a\u5c0f\u56fe\u53d8\u5927\u7684Decoder\u90e8\u5206\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u6587\u5b57\u7684encoder\u5176\u5b9e\u5bf9\u7ed3\u679c\u7684\u5f71\u54cd\u662f\u975e\u5e38\u5927\u7684<\/h2>\n\n\n\n

\u6211\u4eec\u53ef\u4ee5\u770b\u4e0b\u9762\u7684\u5b9e\u9a8c\uff0cFID\u548cCLIP\u662f\u4e24\u4e2a\u8861\u91cf\u56fe\u50cf\u751f\u6210\u597d\u574f\u7684\u6307\u6807\uff0c\u4e4b\u540e\u4f1a\u5bf9\u8fd9\u4e24\u4e2a\u6307\u6807\u505a\u8bf4\u660e\uff0c\u73b0\u5728\u53ea\u9700\u8981\u77e5\u9053FID\u7684\u503c\u8d8a\u5c0f\u5c31\u4ee3\u8868\u56fe\u7247\u751f\u6210\u5f97\u8d8a\u597d\uff0cCLIP\u7684\u503c\u662f\u8d8a\u5927\u8d8a\u597d\u7684\uff0c\u4e5f\u5c31\u662f\u8bf4\u4e0b\u56fe\u5f53\u4e2d\u8d8a\u9760\u8fd1\u53f3\u4e0b\u89d2\u5c31\u4ee3\u8868\u751f\u6210\u7684\u56fe\u50cf\u662f\u8d8a\u597d\u7684\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5de6\u8fb9\u7b2c\u4e00\u5f20\u56fe\u505a\u7684\u5c31\u662f\u4e0d\u540cencoder\u7684\u5f71\u54cd\u7684\u5b9e\u9a8c\uff0c\u4f60\u4f1a\u53d1\u73b0\u8fd9\u4e2aencoder\u5bf9\u7ed3\u679c\u7684\u5f71\u54cd\u662f\u975e\u5e38\u5927\u7684\u3002<\/p>\n\n\n\n

\u4f46\u662f\u4f60\u770b\u53f3\u8fb9\u662fdiffusion model\u5927\u5c0f\u5bf9\u4e8e\u7ed3\u679c\u7684\u5f71\u54cd\uff0c\u4f60\u4f1a\u53d1\u73b0\u8fd9\u4e2a\u5bf9\u7ed3\u679c\u7684\u5f71\u54cd\u5c31\u6ca1\u6709\u90a3\u4e48\u5927\u4e86\u3002<\/p>\n\n\n\n

\u5bf9\u4e8eFID\u7684\u89e3\u91ca<\/h2>\n\n\n\n

\u4e0b\u9762\u5c31\u6765\u89e3\u91caFID\u662f\u4ec0\u4e48\uff0c\u5176\u5b9e\u8fd9\u4e2aFID\u57282021\u5e74\u7684\u8bfe\u7a0b\uff08\u3010\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edcGAN\uff08\u4e0b\uff09\uff1a\u7406\u8bba\u4ecb\u7ecd\u4e0eWGAN+\u751f\u6210\u5668\u6548\u80fd\u8bc4\u4f30\u4e0e\u6761\u4ef6\u751f\u6210+Cycle GAN\u3011\u674e\u5b8f\u6bc52021\/2022\u6625\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u7b14\u8bb0EP17\uff08P59-P61\uff09 \u2013 -TobyKSKGD\u7684\u4e2a\u4eba\u535a\u5ba2-<\/a>\uff09\u91cc\u9762\u4e5f\u63d0\u8fc7\u4e00\u70b9\u3002\u8fd9\u91cc\u4f1a\u505a\u4e00\u6b21\u6bd4\u8f83\u8be6\u7ec6\u7684\u8bf4\u660e\u3002<\/p>\n\n\n\n

\u6211\u4eec\u8bc4\u4ef7\u4e00\u4e2a\u751f\u6210\u7684\u56fe\u50cf\u662f\u4e0d\u662f\u597d\u7684\u4f1a\u628a\u8fd9\u4e2a\u56fe\u50cf\u653e\u5230\u4e00\u4e2a\u5f71\u50cf\u5206\u7c7b\u7684\u7cfb\u7edf\u5f53\u4e2d\uff0c\u4e0b\u9762\u8fd9\u91cc\u7528\u5230\u5c31\u662fCNN\u53bb\u5f53\u4f5c\u5f71\u50cf\u7684\u5206\u7c7b\u7cfb\u7edf\u3002\u4e0b\u56fe\u5f53\u4e2d\u84dd\u8272\u90e8\u5206\u8868\u793a\u7684\u662f\u771f\u5b9e\u7684\u6b63\u786e\u7684\u8d44\u6599\u96c6\u5f53\u4e2d\u7684\u56fe\u50cf\uff0c\u7ea2\u8272\u90e8\u5206\u8868\u793a\u7684\u662f\u6211\u4eec\u6a21\u578b\u751f\u6210\u51fa\u6765\u7684\u56fe\u50cf\u3002\u90a3\u6211\u4eec\u7528\u5f71\u50cf\u5206\u7c7b\u7cfb\u7edfCNN\u628a\u8fd9\u4e24\u90e8\u5206\u505a\u4e86\u4e00\u4e2a\u5206\u7c7b\uff0c\u7136\u540e\u8fd9\u4e24\u7ec4\u8d8a\u63a5\u8fd1\uff0c\u4ee3\u8868\u751f\u6210\u51fa\u6765\u7684\u5f71\u50cf\u8ddf\u771f\u5b9e\u7684\u5f71\u50cf\u8d8a\u63a5\u8fd1\u3002<\/p>\n\n\n\n

\u90a3\u600e\u4e48\u53bb\u8ba1\u7b97\u7740\u4e24\u7ec4\u7684\u8ddd\u79bb\u5462\uff1f<\/p>\n\n\n\n

\u8fd9\u91cc\u7684\u505a\u6cd5\u5f88\u7b80\u5355\uff0cFID\u5c31\u5047\u8bbe\u4e24\u7ec4\u90fd\u662fGaussians distribution\uff0c\u7136\u540e\u8ba1\u7b97\u5b83\u4eec\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u7ed3\u679c\u5c31\u662fFID\u4e86\u3002\u7136\u540eFID\u7684\u503c\u662f\u8d8a\u5c0f\u8d8a\u597d\u7684\u3002<\/p>\n\n\n\n

\u6700\u540e\u8981\u505a\u4e00\u70b9\u8bf4\u660e\u7684\u662f\uff0c\u4e00\u822c\u5728\u7b97FID\u7684\u65f6\u5019\u9700\u8981simple\u51fa\u6765\u5927\u91cf\u7684\u56fe\u50cf\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5bf9\u4e8eCLIP\u7684\u8bf4\u660e<\/h2>\n\n\n\n

CLIP\u662f\u4e00\u4e2a\u7528400\u767e\u4e07\u4e2a\u56fe\u50cf-\u6587\u5b57\u6210\u5bf9\u8d44\u6599\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n

\u5982\u679c\u6587\u5b57\u548c\u56fe\u50cf\u5728encoder\u51fa\u6765\u7684\u5411\u91cf\u662f\u6210\u5bf9\u7684\u8bdd\uff0c\u5373\u6587\u5b57\u786e\u5b9e\u662f\u5728\u63cf\u8ff0\u56fe\u7247\uff0c\u90a3\u4e48CLIP\u5c31\u60f3\u8ba9\u8fd9\u4e24\u4e2a\u5411\u91cf\u8d8a\u63a5\u8fd1\u8d8a\u597d\u3002\u76f8\u53cd\uff0c\u5982\u679c\u4e0d\u662f\u6210\u5bf9\u7684\uff0c\u5c31\u5e0c\u671b\u8fd9\u4e24\u4e2a\u5411\u91cf\u8d8a\u8fdc\u8d8a\u597d\u3002CLIP\u7684\u5206\u6570\u5c31\u57fa\u4e8e\u5982\u679c\u662f\u6210\u5bf9\u7684\u5e76\u4e14\u4e24\u4e2a\u5411\u91cf\u63a5\u8fd1\uff0c\u90a3\u7ed9\u7684\u5206\u6570\u5c31\u4f1a\u9ad8\uff1b\u5982\u679c\u4e0d\u662f\u6210\u5bf9\u7684\uff0c\u4e24\u4e2a\u5411\u91cf\u79bb\u5f97\u8fdc\uff0c\u7ed9\u5f97\u5206\u6570\u4e5f\u9ad8\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5bf9Decoder\u7684\u8bf4\u660e<\/h2>\n\n\n\n

\u4e0a\u9762\u5176\u5b9e\u5c31\u662f\u5bf9\u4e8eEncoder\u7684\u8bf4\u660e\u3002\u63a5\u7740\u6211\u4eec\u5148\u6765\u770bDecoder\u3002<\/p>\n\n\n\n

Decoder\u6709\u4e00\u4e2a\u5f88\u597d\u7684\u70b9\u5c31\u662f\u5b83\u4e0d\u9700\u8981\u6587\u5b57\u548c\u56fe\u50cf\u6210\u5bf9\u7684\u8d44\u6599\uff0c\u6211\u4eec\u53ea\u9700\u8981\u5355\u51ed\u5927\u91cf\u7684\u5f71\u50cf\u8d44\u6599\u5c31\u53ef\u4ee5\u8bad\u7ec3\u51fa\u6765Decoder\u3002<\/p>\n\n\n\n

\u56e0\u4e3aDecoder\u7684\u4f5c\u7528\u5c31\u662f\u628a\u201c\u4e2d\u95f4\u4ea7\u7269\u201d\u53d8\u6210\u6700\u7ec8\u7684\u56fe\u50cf\u800c\u5df2\uff0c\u6211\u4eec\u5b8c\u5168\u53ef\u4ee5\u81ea\u5df1\u9020\u8bad\u7ec3\u8d44\u6599\u51fa\u6765\u3002<\/p>\n\n\n\n

\u5148\u8bf4\u201c\u4e2d\u95f4\u4ea7\u7269\u201d\u662f\u7f29\u5c0f\u56fe\u7684\u60c5\u51b5\u3002<\/p>\n\n\n\n

\u8fd9\u91ccDecoder\u7684\u4f5c\u7528\u5c31\u662f\u628a\u5c0f\u56fe\u53d8\u5927\u56fe\uff0c\u6211\u4eec\u53ea\u9700\u8981\u628a\u8d44\u6599\u96c6\u56fe\u50cf\u505adown sampling\u5c31\u80fd\u83b7\u5f97\u5927\u56fe\u548c\u5c0f\u56fe\u8fd9\u6837\u5b50\u6210\u5bf9\u7684\u8d44\u6599\u53bb\u8bad\u7ec3Decoder\u4e86\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u7136\u540e\u5982\u679c\u4e2d\u95f4\u4ea7\u7269\u662f\u6211\u4eec\u4e0d\u77e5\u9053\u662f\u4ec0\u4e48\u7684Latent Representation\u7684\u8bdd\uff0c\u6211\u4eec\u7684\u505a\u6cd5\u5c31\u662f\u8bad\u7ec3\u4e00\u4e2aAuto-encoder\uff0c\u7136\u540e\u8f93\u5165\u56fe\u7247\u7ecf\u8fc7\u4e00\u4e2aencoder\u5f97\u5230\u4e00\u4e2aLatent Representation\uff0c\u518d\u628aLatent Representation\u901a\u8fc7Decoder\u8fd8\u539f\u6210\u539f\u56fe\uff0c\u8981\u8ba9\u8f93\u5165\u8ddf\u8f93\u51fa\u8d8a\u63a5\u8fd1\u8d8a\u597d\u3002\u8fd9\u6837\u5b50\u6211\u4eec\u4e5f\u8bad\u7ec3\u51fa\u6765\u4e86\u4e00\u4e2aDecoder\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u5bf9\u4e8eGeneration Model\u7684\u8bf4\u660e<\/h2>\n\n\n\n

\u5728\u3010\u6d45\u8c08\u56fe\u50cf\u751f\u6210\u6a21\u578bDiffusion Model\u539f\u7406\u3011\u674e\u5b8f\u6bc52023\u6625\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u7b14\u8bb0 \u2013 -TobyKSKGD\u7684\u4e2a\u4eba\u535a\u5ba2-<\/a>\u8fd9\u91cc\u6211\u4eec\u8bf4Diffusion\u6a21\u578b\u7684\u751f\u6210\u5c31\u662f\u4e0d\u65ad\u5bf9\u56fe\u50cf\u53bb\u566a\uff0c\u8bad\u7ec3\u7684\u65f6\u5019\u5c31\u662f\u4e0d\u65ad\u5bf9\u56fe\u50cf\u52a0\u566a\u3002\u7136\u540e\u8fd9\u91cc\u6362\u6210\u4e86\u201c\u4e2d\u95f4\u4ea7\u7269\u201d\u800c\u5df2\u3002\u8fd9\u91cc\u4e3b\u8981\u5bf9\u4e8eGeneration Model\u7684\u90e8\u5206\u5176\u5b9e\u90fd\u5728\u4e0a\u9762\u7684\u8fd9\u4e2a\u535a\u5ba2\u91cc\u9762\uff0c\u8fd9\u91cc\u5c31\u53ea\u662f\u7b80\u5355\u5730\u8bf4\u4e00\u4e0b\u3002<\/p>\n\n\n\n

\u6211\u4eec\u6765\u8bf4\u8bf4Generation Model\u7684\u8bad\u7ec3\uff0c\u8fd9\u91ccEncoder\u5c31\u662f\u8f93\u5165\u4e00\u5f20\u56fe\u7247\u8f93\u51fa\u4e00\u5f20\u4e2d\u95f4\u4ea7\u7269\uff0c\u8fd9\u91cc\u4ee5Latent Represention\u662f\u201c\u4e2d\u95f4\u4ea7\u7269\u201d\u4e3a\u4f8b\u3002\u7136\u540e\u6211\u4eec\u628asample\u7684\u6742\u8baf\u52a0\u5230Latent Represention\u4e0a\uff0c\u63a5\u7740\u5c31\u662f\u50cf\u8fd9\u6837\u7ecf\u8fc7\u56fa\u5b9a\u6b65\u6570\u7684\u64cd\u4f5c\u5f97\u5230\u4e00\u4e2a\u6211\u4eec\u5b8c\u5168\u770b\u4e0d\u51fa\u6765\u7684\u6742\u8baf\u3002\u8fd9\u91cc\u8bad\u7ec3Noise Predicter\u5c31\u548c\u524d\u9762\u535a\u5ba2\u91cc\u9762\u8bf4\u7684\u4e00\u6837\uff0c\u8fd9\u91cc\u8fd8\u628a\u6587\u5b57\u5411\u91cf\u5f53\u4f5c\u4e2d\u95f4\u7684\u4e00\u4e2a\u8f93\u5165\u3002<\/p>\n\n\n\n

\"\"<\/div><\/figure>\n\n\n\n

\u751f\u6210\u56fe\u50cf\u7684\u8fc7\u7a0b<\/h2>\n\n\n\n

\u6700\u540e\u53ef\u4ee5\u770b\u770b\u6574\u4f53\u751f\u6210\u56fe\u50cf\u7684\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n

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

\u3010Stable Diffusion\u3001DALL-E\u3001Imagen\u80cc\u540e\u5171\u540c\u7684\u5957\u8def\u3011\u674e\u5b8f\u6bc52023\u6625\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u7b14\u8bb0 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[3,7,9,8],"class_list":["post-668","post","type-post","status-publish","format-standard","hentry","category-lhyjqxxbj","tag-xxbj","tag-jjxx","tag-lhy","tag-deeplearning"],"_links":{"self":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/668","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/comments?post=668"}],"version-history":[{"count":6,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/668\/revisions"}],"predecessor-version":[{"id":1872,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/posts\/668\/revisions\/1872"}],"wp:attachment":[{"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/media?parent=668"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/categories?post=668"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tobykskgd.life\/index.php\/wp-json\/wp\/v2\/tags?post=668"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}