![\"\"](\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/QQ\u622a\u56fe20260121094818.jpg\")
<\/a><\/figure>\n<\/div>\n\n\n1. \u81ea\u6ce8\u610f\u529b\u673a\u5236<\/p>\n\n\n\n
\u81ea\u6ce8\u610f\u529b\u662f Transformer \u7684\u6838\u5fc3\u521b\u65b0\uff0c\u5b83\u53ef\u4ee5\u8ba9\u5e8f\u5217\u4e2d\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u8868\u793a\u4e0e\u5e8f\u5217\u4e2d\u6240\u6709\u5176\u4ed6\u4f4d\u7f6e\u8fdb\u884c\u4fe1\u606f\u4ea4\u4e92\u3002\u81ea\u6ce8\u610f\u529b\u7684\u8ba1\u7b97\u8fc7\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\uff1a<\/p>\n\n\n\n
\u8f93\u5165\u5e8f\u5217\u7ecf\u8fc7\u7ebf\u6027\u53d8\u6362\u751f\u6210 \u67e5\u8be2\uff08Query\uff09\u3001\u952e\uff08Key\uff09 \u548c \u503c\uff08Value\uff09 \u4e09\u4e2a\u5411\u91cf\u3002<\/p>\n\n\n\n
\u67e5\u8be2\u5411\u91cf\u4e0e\u6240\u6709\u952e\u5411\u91cf\u8ba1\u7b97\u76f8\u4f3c\u5ea6(\u901a\u5e38\u662f\u70b9\u79ef)\uff0c\u5f97\u5230\u6ce8\u610f\u529b\u6743\u91cd\u3002<\/p>\n\n\n\n
\u5c06\u6ce8\u610f\u529b\u6743\u91cd\u4e0e\u503c\u5411\u91cf\u52a0\u6743\u6c42\u548c\uff0c\u5f97\u5230\u8f93\u51fa\u8868\u793a\u3002<\/p>\n\n\n\n
\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u8f93\u51fa\u4e0d\u4ec5\u5305\u542b\u81ea\u8eab\u4fe1\u606f\uff0c\u8fd8\u878d\u5408\u4e86\u5176\u4ed6\u4f4d\u7f6e\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n\n\n\n
\u591a\u5934\u6ce8\u610f\u529b<\/p>\n\n\n\n
\u4e3a\u4e86\u589e\u5f3a\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\uff0cTransformer \u4f7f\u7528 \u591a\u5934\u6ce8\u610f\u529b\uff08Multi-Head Attention\uff09\uff0c\u5373\u5c06\u6ce8\u610f\u529b\u673a\u5236\u5206\u6210\u591a\u4e2a\u5b50\u7a7a\u95f4\u5e76\u884c\u8ba1\u7b97\uff0c\u7136\u540e\u5c06\u7ed3\u679c\u62fc\u63a5\u3002\u8fd9\u5141\u8bb8\u6a21\u578b\u5728\u4e0d\u540c\u8868\u793a\u7a7a\u95f4\u4e2d\u6355\u6349\u4e0d\u540c\u7c7b\u578b\u7684\u8bed\u4e49\u5173\u7cfb\u3002<\/p>\n\n\n\n
2. \u524d\u9988\u5168\u8fde\u63a5\u7f51\u7edc<\/p>\n\n\n\n
\u81ea\u6ce8\u610f\u529b\u8f93\u51fa\u540e\uff0c\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u5411\u91cf\u4f1a\u901a\u8fc7\u4e00\u4e2a\u4e24\u5c42\u7684\u524d\u9988\u5168\u8fde\u63a5\u7f51\u7edc\u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362\u3002\u8fd9\u4e2a\u6a21\u5757\u7684\u4f5c\u7528\u662f\u5bf9\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u8868\u793a\u8fdb\u884c\u8fdb\u4e00\u6b65\u52a0\u5de5\u548c\u7279\u5f81\u63d0\u53d6\uff0c\u540c\u65f6\u4fdd\u6301\u5e8f\u5217\u957f\u5ea6\u4e0d\u53d8\u3002<\/p>\n\n\n\n
3. \u6b8b\u5dee\u8fde\u63a5\u4e0e\u5c42\u5f52\u4e00\u5316<\/p>\n\n\n\n
\u5728\u6bcf\u4e2a\u6a21\u5757\u4e4b\u540e\uff0cTransformer \u4f7f\u7528\u6b8b\u5dee\u8fde\u63a5\u5c06\u8f93\u5165\u4e0e\u6a21\u5757\u8f93\u51fa\u76f8\u52a0\uff0c\u5e76\u8fdb\u884c\u5c42\u5f52\u4e00\u5316\u3002\u8fd9\u6709\u52a9\u4e8e\uff1a<\/p>\n\n\n\n
\u907f\u514d\u68af\u5ea6\u6d88\u5931<\/p>\n\n\n\n
\u52a0\u5feb\u6a21\u578b\u8bad\u7ec3\u6536\u655b<\/p>\n\n\n\n
\u63d0\u9ad8\u6df1\u5c42\u5806\u53e0\u7f51\u7edc\u7684\u7a33\u5b9a\u6027<\/p>\n\n\n\n
\u4e09\u3001\u89e3\u7801\u5668\u7ed3\u6784<\/p>\n\n\n\n
\u89e3\u7801\u5668\u4e0e\u7f16\u7801\u5668\u7c7b\u4f3c\uff0c\u4f46\u5728\u751f\u6210\u5e8f\u5217\u65f6\u9700\u8981\u8003\u8651\u5df2\u751f\u6210\u7684\u5185\u5bb9\uff0c\u56e0\u6b64\u5728\u6bcf\u4e00\u5c42\u4e2d\u589e\u52a0 \u7f16\u7801\u5668-\u89e3\u7801\u5668\u6ce8\u610f\u529b\uff08Encoder-Decoder Attention\uff09\u3002<\/p>\n\n\n\n
\u89e3\u7801\u5668\u7684\u4e3b\u8981\u6a21\u5757\u5305\u62ec\uff1a<\/p>\n\n\n\n
\u63a9\u7801\u81ea\u6ce8\u610f\u529b\u5c42\uff08Masked Self-Attention\uff09<\/p>\n\n\n\n
\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6ce8\u610f\u529b\u5c42\uff08Cross Attention\uff09<\/p>\n\n\n\n
\u524d\u9988\u5168\u8fde\u63a5\u7f51\u7edc<\/p>\n\n\n\n
\u6b8b\u5dee\u8fde\u63a5\u4e0e\u5c42\u5f52\u4e00\u5316<\/p>\n\n\n\n
1. \u63a9\u7801\u81ea\u6ce8\u610f\u529b<\/p>\n\n\n\n
\u5728\u751f\u6210\u4efb\u52a1\u4e2d\uff0c\u89e3\u7801\u5668\u4e0d\u80fd\u8bbf\u95ee\u672a\u6765\u7684\u8bcd\uff0c\u56e0\u6b64\u5f15\u5165\u63a9\u7801\u673a\u5236\uff0c\u5c4f\u853d\u6389\u5f53\u524d\u4f4d\u7f6e\u4e4b\u540e\u7684\u5e8f\u5217\u4fe1\u606f\uff0c\u4fdd\u8bc1\u751f\u6210\u662f\u56e0\u679c\u7684\u3002<\/p>\n\n\n\n
2. \u7f16\u7801\u5668-\u89e3\u7801\u5668\u6ce8\u610f\u529b<\/p>\n\n\n\n
\u8be5\u6a21\u5757\u5c06\u89e3\u7801\u5668\u5f53\u524d\u72b6\u6001\u4e0e\u7f16\u7801\u5668\u8f93\u51fa\u8fdb\u884c\u4ea4\u4e92\uff0c\u4f7f\u751f\u6210\u7684\u6bcf\u4e2a\u4f4d\u7f6e\u80fd\u591f\u53c2\u8003\u6e90\u5e8f\u5217\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u8fd9\u662f\u5e8f\u5217\u5230\u5e8f\u5217\u4efb\u52a1(\u5982\u7ffb\u8bd1)\u7684\u5173\u952e\u73af\u8282\u3002<\/p>\n\n\n\n
\u56db\u3001\u4f4d\u7f6e\u7f16\u7801<\/p>\n\n\n\n
\u7531\u4e8e Transformer \u4e0d\u4f7f\u7528\u5faa\u73af\u6216\u5377\u79ef\uff0c\u5e8f\u5217\u7684\u987a\u5e8f\u4fe1\u606f\u5fc5\u987b\u663e\u5f0f\u6ce8\u5165\u6a21\u578b\u3002\u4e3a\u6b64\uff0c\u5f15\u5165 \u4f4d\u7f6e\u7f16\u7801\uff08Positional Encoding\uff09\uff1a<\/p>\n\n\n\n
\u5bf9\u6bcf\u4e2a\u4f4d\u7f6e\u6dfb\u52a0\u4e00\u4e2a\u5411\u91cf\uff0c\u8868\u793a\u5b83\u5728\u5e8f\u5217\u4e2d\u7684\u4f4d\u7f6e<\/p>\n\n\n\n
\u4f4d\u7f6e\u5411\u91cf\u53ef\u4ee5\u662f\u6b63\u5f26\/\u4f59\u5f26\u51fd\u6570\u7f16\u7801\uff0c\u4e5f\u53ef\u4ee5\u662f\u53ef\u8bad\u7ec3\u5411\u91cf<\/p>\n\n\n\n
\u4e0e\u8f93\u5165\u5d4c\u5165\u76f8\u52a0\uff0c\u4f7f\u6a21\u578b\u611f\u77e5\u8bcd\u5e8f\u4fe1\u606f<\/p>\n\n\n\n
\u4f4d\u7f6e\u7f16\u7801\u662f\u4fdd\u8bc1 Transformer \u80fd\u5904\u7406\u987a\u5e8f\u6570\u636e\u7684\u5173\u952e\u3002<\/p>\n\n\n\n
\u4e94\u3001Transformer \u7684\u5de5\u4f5c\u539f\u7406\u6d41\u7a0b<\/p>\n\n\n\n
\u4ee5\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e3a\u4f8b\uff0cTransformer \u7684\u5de5\u4f5c\u6d41\u7a0b\u53ef\u4ee5\u6982\u62ec\u5982\u4e0b\uff1a<\/p>\n\n\n\n
\u8f93\u5165\u5d4c\u5165\uff1a\u5c06\u8bcd\u6216\u5b50\u8bcd\u8f6c\u5316\u4e3a\u5411\u91cf\u8868\u793a\uff0c\u5e76\u52a0\u5165\u4f4d\u7f6e\u7f16\u7801\u3002<\/p>\n\n\n\n
\u7f16\u7801\u5668\u5904\u7406\uff1a\u8f93\u5165\u5e8f\u5217\u901a\u8fc7\u7f16\u7801\u5668\u5c42\u5c42\u5904\u7406\uff0c\u81ea\u6ce8\u610f\u529b\u6355\u83b7\u5168\u5c40\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n
\u89e3\u7801\u5668\u751f\u6210\uff1a\u89e3\u7801\u5668\u5728\u63a9\u7801\u81ea\u6ce8\u610f\u529b\u548c\u4ea4\u53c9\u6ce8\u610f\u529b\u4f5c\u7528\u4e0b\u9010\u6b65\u751f\u6210\u8f93\u51fa\u5e8f\u5217\uff0c\u6bcf\u4e00\u6b65\u53c2\u8003\u7f16\u7801\u5668\u8f93\u51fa\u548c\u5df2\u751f\u6210\u8bcd\u3002<\/p>\n\n\n\n
\u8f93\u51fa\u6982\u7387\uff1a\u89e3\u7801\u5668\u6700\u540e\u901a\u8fc7\u7ebf\u6027\u5c42\u548c Softmax\uff0c\u5c06\u5411\u91cf\u6620\u5c04\u4e3a\u8bcd\u6c47\u8868\u4e0a\u7684\u6982\u7387\u5206\u5e03\uff0c\u9009\u62e9\u6700\u53ef\u80fd\u7684\u8bcd\u4f5c\u4e3a\u8f93\u51fa\u3002<\/p>\n\n\n\n
\u8fed\u4ee3\u751f\u6210\uff1a\u5c06\u65b0\u751f\u6210\u8bcd\u52a0\u5165\u8f93\u5165\uff0c\u91cd\u590d\u89e3\u7801\u8fc7\u7a0b\uff0c\u76f4\u5230\u751f\u6210\u7ed3\u675f\u7b26\u6216\u8fbe\u5230\u6700\u5927\u957f\u5ea6\u3002<\/p>\n\n\n\n
\u8fd9\u79cd\u6d41\u7a0b\u5b9e\u73b0\u4e86 \u9ad8\u6548\u7684\u5e8f\u5217\u5efa\u6a21\u3001\u5168\u5c40\u4e0a\u4e0b\u6587\u6355\u83b7\u548c\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3002<\/p>\n\n\n\n
\u516d\u3001Transformer \u7684\u4f18\u52bf<\/p>\n\n\n\n
Transformer \u76f8\u6bd4\u4f20\u7edf RNN\/CNN \u6a21\u578b\u6709\u591a\u4e2a\u663e\u8457\u4f18\u52bf\uff1a<\/p>\n\n\n\n
\u9ad8\u5e76\u884c\u6027<\/p>\n\n\n\n
\u7531\u4e8e\u4e0d\u4f9d\u8d56\u65f6\u95f4\u6b65\u8ba1\u7b97\uff0c\u5e8f\u5217\u53ef\u4ee5\u4e00\u6b21\u6027\u5e76\u884c\u5904\u7406\uff0c\u8bad\u7ec3\u901f\u5ea6\u5927\u5e45\u63d0\u5347\u3002<\/p>\n\n\n\n
\u957f\u5e8f\u5217\u5efa\u6a21\u80fd\u529b\u5f3a<\/p>\n\n\n\n
\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5141\u8bb8\u6bcf\u4e2a\u4f4d\u7f6e\u76f4\u63a5\u5173\u6ce8\u5e8f\u5217\u4e2d\u4efb\u610f\u4f4d\u7f6e\uff0c\u89e3\u51b3 RNN \u957f\u4f9d\u8d56\u95ee\u9898\u3002<\/p>\n\n\n\n
\u53ef\u6269\u5c55\u6027\u5f3a<\/p>\n\n\n\n
\u53ef\u4ee5\u901a\u8fc7\u5806\u53e0\u66f4\u591a\u5c42\u548c\u589e\u52a0\u6ce8\u610f\u529b\u5934\u6765\u63d0\u5347\u6a21\u578b\u5bb9\u91cf\uff0c\u9002\u5e94\u5927\u89c4\u6a21\u6570\u636e\u548c\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n
\u901a\u7528\u6027<\/p>\n\n\n\n
\u4e0d\u4ec5\u9002\u7528\u4e8e NLP\uff0c\u8fd8\u53ef\u6269\u5c55\u5230\u56fe\u50cf\u3001\u97f3\u9891\u3001\u56fe\u50cf-\u6587\u672c\u591a\u6a21\u6001\u4efb\u52a1\u3002<\/p>\n\n\n\n
\u4e03\u3001Transformer \u7684\u5e94\u7528\u573a\u666f<\/p>\n\n\n\n
Transformer \u7684\u6210\u529f\u4f7f\u5b83\u6210\u4e3a\u73b0\u4ee3 AI \u7684\u6838\u5fc3\u6280\u672f\uff1a<\/p>\n\n\n\n
\u673a\u5668\u7ffb\u8bd1\uff1a\u5982 Google Translate \u7684\u6838\u5fc3\u67b6\u6784<\/p>\n\n\n\n
\u6587\u672c\u751f\u6210\uff1a\u5927\u8bed\u8a00\u6a21\u578b(GPT \u7cfb\u5217)<\/p>\n\n\n\n
\u6587\u672c\u7406\u89e3\uff1aBERT \u7cfb\u5217\u7528\u4e8e\u95ee\u7b54\u3001\u60c5\u611f\u5206\u6790<\/p>\n\n\n\n
\u56fe\u50cf\u751f\u6210\u4e0e\u5904\u7406\uff1aVision Transformer(ViT)<\/p>\n\n\n\n
\u591a\u6a21\u6001\u4efb\u52a1\uff1a\u56fe\u6587\u751f\u6210\u3001\u89c6\u9891\u7406\u89e3<\/p>\n\n\n\n
\u53ef\u4ee5\u8bf4\uff0cTransformer \u662f\u73b0\u4ee3\u6df1\u5ea6\u5b66\u4e60\u51e0\u4e4e\u6240\u6709\u5e8f\u5217\u548c\u591a\u6a21\u6001\u4efb\u52a1\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n
FAQ\uff1aTransformer \u67b6\u6784\u5e38\u89c1\u95ee\u9898<\/p>\n\n\n\n
Q1\uff1aTransformer \u548c RNN \u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/p>\n\n\n\n
Transformer \u4f7f\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5e76\u884c\u5904\u7406\u5e8f\u5217\uff0c\u800c RNN \u662f\u987a\u5e8f\u8ba1\u7b97\uff0c\u96be\u4ee5\u5904\u7406\u957f\u5e8f\u5217\u4f9d\u8d56\uff0c\u8bad\u7ec3\u901f\u5ea6\u6162\u3002<\/p>\n\n\n\n
Q2\uff1a\u591a\u5934\u6ce8\u610f\u529b\u7684\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n
\u5b83\u5141\u8bb8\u6a21\u578b\u5728\u4e0d\u540c\u8868\u793a\u5b50\u7a7a\u95f4\u4e2d\u6355\u6349\u591a\u79cd\u8bed\u4e49\u5173\u7cfb\uff0c\u63d0\u9ad8\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n\n\n\n
Q3\uff1a\u4e3a\u4ec0\u4e48\u9700\u8981\u4f4d\u7f6e\u7f16\u7801\uff1f<\/p>\n\n\n\n
Transformer \u4e0d\u4f7f\u7528\u5faa\u73af\u6216\u5377\u79ef\uff0c\u4f4d\u7f6e\u7f16\u7801\u63d0\u4f9b\u5e8f\u5217\u987a\u5e8f\u4fe1\u606f\uff0c\u8ba9\u6a21\u578b\u7406\u89e3\u8bcd\u5e8f\u5173\u7cfb\u3002<\/p>\n\n\n\n
Q4\uff1a\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u53ef\u4ee5\u5355\u72ec\u4f7f\u7528\u5417\uff1f<\/p>\n\n\n\n
\u53ef\u4ee5\u3002BERT \u53ea\u4f7f\u7528\u7f16\u7801\u5668\u7528\u4e8e\u7406\u89e3\u4efb\u52a1\uff0cGPT \u53ea\u4f7f\u7528\u89e3\u7801\u5668\u7528\u4e8e\u751f\u6210\u4efb\u52a1\u3002<\/p>\n\n\n\n
Q5\uff1aTransformer \u6a21\u578b\u4e3a\u4ec0\u4e48\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u6570\u636e\u548c\u7b97\u529b\uff1f<\/p>\n\n\n\n
\u56e0\u4e3a\u6bcf\u4e00\u5c42\u90fd\u5305\u542b\u591a\u5934\u6ce8\u610f\u529b\u548c\u5168\u8fde\u63a5\u7f51\u7edc\uff0c\u53c2\u6570\u91cf\u5de8\u5927\uff0c\u5e76\u884c\u8ba1\u7b97\u9700\u8981\u5f3a\u5927 GPU \u652f\u6301\u3002<\/p>\n\n\n\n
Q6\uff1aTransformer \u80fd\u5904\u7406\u591a\u6a21\u6001\u4efb\u52a1\u5417\uff1f<\/p>\n\n\n\n
\u53ef\u4ee5\uff0c\u7ecf\u8fc7\u4fee\u6539\u540e\u53ef\u5904\u7406\u56fe\u50cf\u3001\u97f3\u9891\u6216\u56fe\u6587\u6df7\u5408\u8f93\u5165\uff0c\u5982 CLIP\u3001DALL\u00b7E\u3001Video Transformer \u7b49\u3002<\/p>\n\n\n\n
Transformer \u67b6\u6784\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u3001\u591a\u5934\u6ce8\u610f\u529b\u548c\u524d\u9988\u7f51\u7edc\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u5e8f\u5217\u5efa\u6a21\u548c\u5168\u5c40\u4fe1\u606f\u4ea4\u4e92\u3002\u5b83\u7a81\u7834\u4e86 RNN \u5728\u957f\u4f9d\u8d56\u95ee\u9898\u4e0a\u7684\u5c40\u9650\uff0c\u5e76\u652f\u6301\u5927\u89c4\u6a21\u5e76\u884c\u8bad\u7ec3\uff0c\u4f7f\u5f97\u73b0\u4ee3 NLP \u548c\u751f\u6210\u5f0f AI \u6280\u672f\u6210\u4e3a\u53ef\u80fd\u3002\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u7684\u7ec4\u5408\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u4f7f Transformer \u80fd\u540c\u65f6\u9002\u7528\u4e8e\u7406\u89e3\u3001\u751f\u6210\u548c\u591a\u6a21\u6001\u4efb\u52a1\u3002\u7406\u89e3 Transformer \u7684\u7ed3\u6784\u4e0e\u5de5\u4f5c\u539f\u7406\uff0c\u662f\u638c\u63e1\u5927\u8bed\u8a00\u6a21\u578b\u548c\u751f\u6210\u5f0f AI \u7684\u5173\u952e\u57fa\u7840\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
Transformer \u662f\u8fd1\u5e74\u6765\u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\u548c\u751f\u6210…<\/p>\n","protected":false},"author":2,"featured_media":970,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-967","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":54,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/967","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=967"}],"version-history":[{"count":2,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/967\/revisions"}],"predecessor-version":[{"id":976,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/967\/revisions\/976"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/970"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=967"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=967"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=967"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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<\/figure>\n<\/div>\n\n\n