{"id":22258,"date":"2024-09-19T12:03:07","date_gmt":"2024-09-19T04:03:07","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=22258"},"modified":"2024-09-19T12:03:07","modified_gmt":"2024-09-19T04:03:07","slug":"sigmoid%e6%b3%a8%e6%84%8f%e5%8a%9b%e4%b8%80%e6%a0%b7%e5%bc%ba%ef%bc%8c%e8%8b%b9%e6%9e%9c%e5%bc%80%e5%a7%8b%e9%87%8d%e6%96%b0%e5%ae%a1%e8%a7%86%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%9c%ba%e5%88%b6","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/09\/19\/22258\/","title":{"rendered":"Sigmoid\u6ce8\u610f\u529b\u4e00\u6837\u5f3a\uff0c\u82f9\u679c\u5f00\u59cb\u91cd\u65b0\u5ba1\u89c6\u6ce8\u610f\u529b\u673a\u5236"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u8fd1\u6765\uff0c\u4e00\u4e9b\u7814\u7a76\u63a2\u7d22\u4e86 Transformer \u4e2d softmax \u6ce8\u610f\u529b\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u4f8b\u5982 ReLU \u548c sigmoid \u6fc0\u6d3b\u51fd\u6570\u3002\u6700\u8fd1\uff0c\u6765\u81ea\u82f9\u679c\u7684\u7814\u7a76\u8005\u91cd\u65b0\u5ba1\u89c6\u4e86 sigmoid \u6ce8\u610f\u529b\u5e76\u8fdb\u884c\u4e86\u6df1\u5165\u7684\u7406\u8bba\u548c\u5b9e\u9a8c\u5206\u6790\u3002<\/div>\n
\n
\n

\u6ce8\u610f\u529b\u662f Transformer \u67b6\u6784\u7684\u5173\u952e\u90e8\u5206\uff0c\u8d1f\u8d23\u5c06\u6bcf\u4e2a\u5e8f\u5217\u5143\u7d20\u8f6c\u6362\u4e3a\u503c\u7684\u52a0\u6743\u548c\u3002\u5c06\u67e5\u8be2\u4e0e\u6240\u6709\u952e\u8fdb\u884c\u70b9\u79ef\uff0c\u7136\u540e\u901a\u8fc7 softmax \u51fd\u6570\u5f52\u4e00\u5316\uff0c\u4f1a\u5f97\u5230\u6bcf\u4e2a\u952e\u5bf9\u5e94\u7684\u6ce8\u610f\u529b\u6743\u91cd\u3002<\/p>\n

\u5c3d\u7ba1 SoftmaxAttn \u4e2d\u7684 softmax \u5177\u6709\u5e7f\u6cdb\u7684\u7528\u9014\u548c\u6709\u6548\u6027\uff0c\u4f46\u5b83\u5e76\u975e\u6ca1\u6709\u5c40\u9650\u6027\u3002\u4f8b\u5982\uff0csoftmax \u51fd\u6570\u6709\u65f6\u4f1a\u5bfc\u81f4\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u5c11\u6570\u51e0\u4e2a\u7279\u5f81\uff0c\u800c\u5ffd\u7565\u4e86\u5176\u4ed6\u4fe1\u606f\u3002<\/p>\n

\u8fd1\u6765\uff0c\u4e00\u4e9b\u7814\u7a76\u63a2\u7d22\u4e86 Transformer \u4e2d softmax \u6ce8\u610f\u529b\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u4f8b\u5982 ReLU \u548c sigmoid \u6fc0\u6d3b\u51fd\u6570\u3002\u6700\u8fd1\uff0c\u6765\u81ea\u82f9\u679c\u7684\u7814\u7a76\u8005\u91cd\u65b0\u5ba1\u89c6\u4e86 sigmoid \u6ce8\u610f\u529b\u5e76\u8fdb\u884c\u4e86\u6df1\u5165\u7684\u7406\u8bba\u548c\u5b9e\u9a8c\u5206\u6790\u3002<\/p>\n

\u8be5\u7814\u7a76\u8bc1\u660e\uff1a\u4ece\u7406\u8bba\u4e0a\u8bb2\uff0c\u4e0e softmax \u6ce8\u610f\u529b\u76f8\u6bd4\uff0c\u5177\u6709 sigmoid \u6ce8\u610f\u529b\u7684 Transformer \u662f\u901a\u7528\u51fd\u6570\u903c\u8fd1\u5668\uff0c\u5e76\u4e14\u53d7\u76ca\u4e8e\u6539\u8fdb\u7684\u6b63\u5219\u5316<\/strong>\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

    \n
  • \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2409.04431<\/li>\n
  • \u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/apple\/ml-sigmoid-attention<\/li>\n
  • \u8bba\u6587\u6807\u9898\uff1aTheory, Analysis, and Best Practices for Sigmoid Self-Attention<\/li>\n<\/ul>\n

    \u8be5\u7814\u7a76\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u786c\u4ef6\u611f\u77e5\u4e14\u5185\u5b58\u9ad8\u6548\u7684 sigmoid \u6ce8\u610f\u529b\u5b9e\u73b0 \u2014\u2014FLASHSIGMOID\u3002FLASHSIGMOID \u5728 H100 GPU \u4e0a\u7684\u63a8\u7406\u5185\u6838\u901f\u5ea6\u6bd4 FLASHATTENTION2 \u63d0\u9ad8\u4e86 17%\u3002<\/p>\n

    \u8de8\u8bed\u8a00\u3001\u89c6\u89c9\u548c\u8bed\u97f3\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u5408\u7406\u5f52\u4e00\u5316\u7684 sigmoid \u6ce8\u610f\u529b\u4e0e softmax \u6ce8\u610f\u529b\u5728\u5e7f\u6cdb\u7684\u9886\u57df\u548c\u89c4\u6a21\u4e0a\u6027\u80fd\u76f8\u5f53\uff0c\u800c\u4e4b\u524d\u7684 sigmoid \u6ce8\u610f\u529b\u5c1d\u8bd5\u65e0\u6cd5\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002<\/p>\n

    \u6b64\u5916\uff0c\u8be5\u7814\u7a76\u8fd8\u7528 sigmoid \u5185\u6838\u6269\u5c55\u4e86 FLASHATTENTION2\uff0c\u5c06\u5185\u6838\u63a8\u7406\u6302\u949f\u65f6\u95f4\u51cf\u5c11\u4e86 17%\uff0c\u5c06\u73b0\u5b9e\u4e16\u754c\u63a8\u7406\u65f6\u95f4\u51cf\u5c11\u4e86 8%\u3002<\/p>\n

    \u8bba\u6587\u4f5c\u8005 Jason Ramapuram \u8868\u793a\uff1a\u5982\u679c\u60f3\u8ba9\u6ce8\u610f\u529b\u5feb 18% \u5de6\u53f3\uff0c\u4f60\u4e0d\u59a8\u8bd5\u8bd5 Sigmoid \u6ce8\u610f\u529b\u673a\u5236\u3002\u4ed6\u4eec\u7528 Sigmoid \u548c\u57fa\u4e8e\u5e8f\u5217\u957f\u5ea6\u7684\u5e38\u91cf\u6807\u91cf\u504f\u7f6e\u53d6\u4ee3\u4e86\u6ce8\u610f\u529b\u673a\u5236\u4e2d\u7684\u4f20\u7edf softmax\u3002<\/p>\n

    <\/p>\n

    Sigmoid \u6ce8\u610f\u529b<\/h4>\n

    \u5047\u8bbe\"\u56fe\u7247\"\u4e3a\u5411\u91cf n \u7684\u8f93\u5165\u5e8f\u5217\uff0c\u6bcf\u4e2a\u5411\u91cf\u662f d \u7ef4\u3002\u63a5\u7740\u7814\u7a76\u8005\u5b9a\u4e49\u4e86\u4e09\u4e2a\u53ef\u5b66\u4e60\u6743\u91cd\u77e9\u9635\"\u56fe\u7247\"\u3001\"\u56fe\u7247\"\u4ee5\u53ca\"\u56fe\u7247\"\u3002\u8fd9\u4e09\u4e2a\u77e9\u9635\u7528\u4e8e\u8ba1\u7b97\u67e5\u8be2\"\u56fe\u7247\"\uff0c\u952e\"\u56fe\u7247\"\uff0c\u4ee5\u53ca\u503c\"\u56fe\u7247\"\u3002\u53ef\u4ee5\u5f97\u5230\u5982\u4e0b\u516c\u5f0f\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u6839\u636e\u5148\u524d\u7684\u7814\u7a76\uff0c\u81ea\u6ce8\u610f\u529b\u53ef\u4ee5\u7b80\u5199\u4e3a\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u5176\u4e2d Softmax \u51fd\u6570\u5c06\u8f93\u5165\u77e9\u9635\u7684\u6bcf\u4e00\u884c\u8fdb\u884c\u4e86\u5f52\u4e00\u5316\u3002\u8be5\u7814\u7a76\u5c06 Softmax \u505a\u4e86\u4ee5\u4e0b\u66ff\u6362\uff1a<\/p>\n

    <\/p>\n

    \u5b9e\u9645\u4e0a\uff0c\u5c06\"\u56fe\u7247\"\u4f5c\u4e3a\u8f93\u51fa\u5e8f\u5217\uff0c\u53ef\u4ee5\u5f97\u5230\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u5c06\u591a\u4e2a SigmoidAttn \u8f93\u51fa\u8fdb\u884c\u7ec4\u5408\uff0c\u5f97\u5230\u591a\u4e2a\u5934\u7684\u5f62\u5f0f\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    Sigmoid \u6ce8\u610f\u529b\u7406\u8bba\u57fa\u7840<\/h4>\n

    \u8be5\u7814\u7a76\u5bf9 SigmoidAttn \u8fdb\u884c\u4e86\u5206\u6790\uff0c\u5206\u6790\u7684\u76ee\u7684\u4e3b\u8981\u6709\u4e24\u4e2a\uff1a\uff081\uff09\u8bc1\u660e\u5f53 SigmoidAttn \u53d6\u4ee3 SoftmaxAttn \u65f6\uff0cTransformer \u67b6\u6784\u4ecd\u7136\u662f\u4e00\u4e2a\u901a\u7528\u51fd\u6570\u903c\u8fd1\u5668\uff1b\uff082\uff09\u901a\u8fc7\u8ba1\u7b97 SigmoidAttn \u7684 Lipschitz \u5e38\u6570\u6765\u6062\u590d\u5176\u89c4\u5f8b\u6027\u3002<\/p>\n

    \u5177\u6709 Sigmoid \u6ce8\u610f\u529b\u7684 Transformer \u662f\u901a\u7528\u903c\u8fd1\u5668\u5417\uff1f<\/strong><\/p>\n

    \u7ecf\u5178 Transformer \u53ef\u4ee5\u5c06\u8fde\u7eed\u7684\u5e8f\u5217\u5230\u5e8f\u5217\u51fd\u6570\u8fd1\u4f3c\u5230\u4efb\u610f\u7cbe\u5ea6\uff0c\u8fd9\u4e00\u7279\u6027\u79f0\u4e3a\u901a\u7528\u8fd1\u4f3c\u7279\u6027 (UAP\uff0cUniversal Approximation Property)\u3002UAP \u975e\u5e38\u53d7\u6b22\u8fce\uff0c\u56e0\u4e3a\u5b83\u8bc1\u660e\u4e86\u67b6\u6784\u7684\u901a\u7528\u6027\u548c\u8868\u793a\u80fd\u529b\u3002\u7531\u4e8e SigmoidAttn \u4fee\u6539\u4e86 Transformer \u67b6\u6784\uff0c\u56e0\u6b64\u4ece\u7406\u8bba\u4e0a\u4fdd\u8bc1\u8fd9\u79cd\u4fee\u6539\u4e0d\u4f1a\u5f71\u54cd\u8868\u793a\u80fd\u529b\u5e76\u4fdd\u7559 UAP \u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8be5\u7814\u7a76\u901a\u8fc7\u4ee5\u4e0b\u5b9a\u7406\u63d0\u4f9b\u6b64\u4fdd\u8bc1\u3002<\/p>\n

    <\/p>\n

    \u7ed3\u679c\u8868\u660e\uff0c\u5373\u4f7f\u4f7f\u7528 SigmoidAttn\uff0c\u4e00\u7cfb\u5217 transformer \u5757\u4e5f\u53ef\u4ee5\u5b9e\u73b0\u4e0a\u4e0b\u6587\u6620\u5c04\u3002<\/p>\n

    Sigmoid \u6ce8\u610f\u529b\u7684\u6b63\u5219\u6027<\/strong><\/p>\n

    \u4e0e\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u4efb\u4f55\u5c42\u4e00\u6837\uff0cSigmoidAttn \u7684\u6b63\u5219\u6027\u503c\u5f97\u7814\u7a76\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u76f8\u5e94\u7f51\u7edc\u7684\u9c81\u68d2\u6027\u53ca\u5176\u4f18\u5316\u7684\u96be\u6613\u7a0b\u5ea6\u3002<\/p>\n

    SigmoidAttn \u6b63\u5219\u6027\u5b9a\u7406\u4e3a\uff1a<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u7ed3\u679c\u8bc1\u660e\uff0cSigmoidAttn \u7684\u5c40\u90e8 Lipschitz \u5e38\u6570\u8fdc\u4f4e\u4e8e SoftmaxAttn \u7684\u6700\u5dee\u5c40\u90e8 Lipschitz \u5e38\u6570\u3002<\/p>\n

    FLASHSIGMOID\uff1a\u786c\u4ef6\u611f\u77e5\u5b9e\u73b0<\/h4>\n

    \u73b0\u4ee3\u67b6\u6784\u4e0a\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u5f80\u5f80\u4f1a\u53d7\u5230\u5185\u5b58\u8bbf\u95ee IO \u7684\u9650\u5236\u3002FLASHATTENTION \u548c FLASHATTENTION2 \u901a\u8fc7\u4f18\u5316 GPU \u5185\u5b58\u5c42\u6b21\u7ed3\u6784\u5229\u7528\u7387\u6765\u52a0\u901f\u6ce8\u610f\u529b\u8ba1\u7b97\u3002\u5f97\u76ca\u4e8e\u8fd9\u4e9b\u65b9\u6cd5\u63d0\u4f9b\u7684\u901f\u5ea6\u63d0\u5347\uff0c\u8be5\u7814\u7a76\u5f00\u53d1\u4e86 SigmoidAttn \u7684\u786c\u4ef6\u611f\u77e5\u5b9e\u73b0 \u2014\u2014FLASHSIGMOID\uff0c\u91c7\u7528\u4e86\u4e09\u4e2a\u6838\u5fc3\u601d\u8def\uff1a<\/p>\n

      \n
    • Tiling<\/strong>\uff1a\u6ce8\u610f\u529b\u5206\u800c\u6cbb\u4e4b\u7684\u65b9\u6cd5\uff1a\u4e0e FLASHATTENTION \u548c FLASHATTENTION2 \u7c7b\u4f3c\uff0cFLASHSIGMOID \u5e76\u884c\u5904\u7406\u8f93\u5165\u90e8\u5206\u4ee5\u8ba1\u7b97\u5757\u4e2d\u7684\u6ce8\u610f\u529b\u8f93\u51fa\uff0c\u6709\u6548\u5730\u7ec4\u5408\u90e8\u5206\u7ed3\u679c\u4ee5\u751f\u6210\u6700\u7ec8\u7684\u6ce8\u610f\u529b\u8f93\u51fa\u3002<\/li>\n
    • \u5185\u6838\u878d\u5408<\/strong>\uff1a\u4e0e FLASHATTENTION \u548c FLASHATTENTION2 \u4e00\u6837\uff0cFLASHSIGMOID \u5c06 SigmoidAttn \u7684\u524d\u5411\u548c\u540e\u5411\u4f20\u9012\u7684\u8ba1\u7b97\u6b65\u9aa4\u5b9e\u73b0\u4e3a\u5355\u4e2a GPU \u5185\u6838\uff0c\u901a\u8fc7\u907f\u514d\u9ad8\u5e26\u5bbd\u5185\u5b58 (HBM) \u4e0a\u7684\u4e2d\u95f4\u6fc0\u6d3b\u5177\u4f53\u5316\uff0c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u5185\u5b58\u8bbf\u95ee\u5e76\u63d0\u9ad8\u5185\u5b58\u6548\u7387\u3002<\/li>\n
    • \u6fc0\u6d3b\u91cd\u8ba1\u7b97<\/strong>\uff1asigmoid \u6ce8\u610f\u529b\u7684\u5411\u540e\u4f20\u9012\u9700\u8981 sigmoid \u6fc0\u6d3b\u77e9\u9635\uff0c\u5982\u679c\u5728 GPU HBM \u4e0a\u5177\u4f53\u5316\uff0c\u5219\u4f1a\u5bfc\u81f4\u6267\u884c\u901f\u5ea6\u53d8\u6162\u548c\u5185\u5b58\u6548\u7387\u4f4e\u4e0b\u3002FLASHSIGMOID \u901a\u8fc7\u4ec5\u4fdd\u7559\u67e5\u8be2\u3001\u952e\u548c\u503c\u5f20\u91cf\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4ee5\u4fbf\u5728\u5411\u540e\u4f20\u9012\u671f\u95f4\u91cd\u65b0\u8ba1\u7b97 sigmoid \u6fc0\u6d3b\u77e9\u9635\u3002\u5c3d\u7ba1\u589e\u52a0\u4e86 FLOPs\uff0c\u4f46\u4e8b\u5b9e\u8bc1\u660e\uff0c\u4e0e\u5177\u4f53\u5316\u548c\u4fdd\u7559\u6ce8\u610f\u529b\u77e9\u9635\u7684\u66ff\u4ee3\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5728\u6302\u949f\u65f6\u95f4\u4e0a\u66f4\u5feb\uff0c\u5e76\u4e14\u5185\u5b58\u6548\u7387\u66f4\u9ad8\u3002<\/li>\n<\/ul>\n

      \u5b9e\u9a8c<\/h4>\n

      \u4e3a\u4e86\u5b9e\u9a8c\u9a8c\u8bc1 SigmoidAttn\uff0c\u8be5\u7814\u7a76\u5728\u591a\u4e2a\u9886\u57df\u8fdb\u884c\u4e86\u8bc4\u4f30\uff1a\u4f7f\u7528\u89c6\u89c9 transformer \u8fdb\u884c\u76d1\u7763\u56fe\u50cf\u5206\u7c7b\u3001\u4f7f\u7528 SimCLR \u8fdb\u884c\u81ea\u76d1\u7763\u56fe\u50cf\u8868\u793a\u5b66\u4e60\u3001BYOL\uff08Bootstrap Your Own Latent\uff09\u548c\u63a9\u7801\u81ea\u52a8\u7f16\u7801\u5668 (MAE) \u4ee5\u53ca\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR) \u548c\u81ea\u56de\u5f52\u8bed\u8a00\u5efa\u6a21 (LM)\u3002<\/p>\n

      \u8be5\u7814\u7a76\u8fd8\u5728 TED-LIUM v3 \u4e0a\u9a8c\u8bc1\u4e86 ASR \u7684\u5e8f\u5217\u957f\u5ea6\u6cdb\u5316\uff0c\u5728\u6240\u6709\u8fd9\u4e9b\u9886\u57df\u548c\u7b97\u6cd5\u4e2d\uff0c\u8be5\u7814\u7a76\u8bc1\u660e SigmoidAttn \u7684\u6027\u80fd\u4e0e SoftmaxAttn \u76f8\u5f53\uff08\u56fe 2 \u548c 21\uff09\uff0c\u540c\u65f6\u63d0\u4f9b\u8bad\u7ec3\u548c\u63a8\u7406\u52a0\u901f\u3002<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \"\u56fe\u7247\"<\/p>\n

      \u8be5\u7814\u7a76\u5f97\u51fa\u4ee5\u4e0b\u89c2\u5bdf\u7ed3\u679c\uff1a<\/p>\n

      SigmoidAttn \u5bf9\u4e8e\u6ca1\u6709\u504f\u7f6e\u7684\u89c6\u89c9\u4efb\u52a1\u662f\u6709\u6548\u7684\uff08MAE \u9664\u5916\uff09\uff0c\u4f46\u4f9d\u8d56\u4e8e LayerScale \u4ee5\u65e0\u8d85\u53c2\u6570\u7684\u65b9\u5f0f\u5339\u914d\u57fa\u7ebf SoftmaxAttn\uff08\u56fe 9-a\uff09\u7684\u6027\u80fd\u3002\u9664\u975e\u53e6\u6709\u8bf4\u660e\uff0c\u5426\u5219\u4e3a SoftmaxAttn \u5448\u73b0\u7684\u6240\u6709\u7ed3\u679c\u4e5f\u516c\u5e73\u5730\u6dfb\u52a0\u4e86 LayerScale\u3002<\/p>\n

      <\/p>\n

      LM \u548c ASR \u5bf9\u521d\u59cb\u8303\u6570\"\u56fe\u7247\"\u8f83\u4e3a\u654f\u611f\u3002\u9700\u8981\u901a\u8fc7 (a) \u76f8\u5bf9\u4f4d\u7f6e\u5d4c\u5165\u8fdb\u884c\u8c03\u6574\uff1b(b) \u9002\u5f53\u521d\u59cb\u5316 b \u4ee5\u5b9e\u73b0\u76f8\u540c\u6548\u679c \u2014\u2014 \u5141\u8bb8\u4f7f\u7528\u4efb\u4f55\u4f4d\u7f6e\u5d4c\u5165\u3002<\/p>\n

      \u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u9605\u8bfb\u8bba\u6587\u539f\u6587\uff0c\u4e86\u89e3\u66f4\u591a\u7814\u7a76\u5185\u5bb9\u3002<\/p>\n<\/div>\n<\/div>\n

      <\/div>\n

      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

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

      \u8fd1\u6765\uff0c\u4e00\u4e9b\u7814\u7a76\u63a2\u7d22\u4e86 Transformer \u4e2d softmax \u6ce8\u610f\u529b\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u4f8b\u5982 ReLU \u548c sig […]<\/p>\n

      <\/div>\n

      <\/g><\/svg><\/i> \"Loading\"<\/p>\n

      <\/div>\n","protected":false},"author":56,"featured_media":22260,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1321],"class_list":["post-22258","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag--ai-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22258","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=22258"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22258\/revisions"}],"predecessor-version":[{"id":22261,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/22258\/revisions\/22261"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/22260"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=22258"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=22258"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=22258"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}