{"id":8477,"date":"2024-12-26T11:14:25","date_gmt":"2024-12-26T03:14:25","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=8477"},"modified":"2025-01-13T15:34:18","modified_gmt":"2025-01-13T07:34:18","slug":"ai-model-training-gpu-resource","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/ai-model-training-gpu-resource","title":{"rendered":"AI\u958b\u767cML\u6a21\u578b\u8a13\u7df4\u9700\u8981\u4f7f\u7528\u591a\u5c11GPU\u8cc7\u6e90?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001AI \u958b\u767c\u8207\u6a21\u578b\u8a13\u7df4\u9700\u8981\u591a\u5c11 GPU \u8cc7\u6e90\uff1f\u8b93 AI-Stack \u52a9\u60a8\u9ad8\u6548\u7ba1\u7406\uff01<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u80fd(AI) \u548c\u6a5f\u5668\u5b78\u7fd2\uff08ML\uff09\u7684\u6a21\u578b\u8a13\u7df4\uff0c\u5c0d GPU \u8cc7\u6e90\u9700\u6c42\u56e0\u6a21\u578b\u7684\u8907\u96dc\u5ea6\u3001\u6578\u64da\u96c6\u898f\u6a21\u548c\u8cc7\u6599\u4f86\u6e90\u800c\u7570\u3002\u5f9e\u8f15\u91cf\u7d1a\u5f71\u50cf\u5206\u985e\u6a21\u578b\u7684\u55ae\u5f35 GPU\uff0c\u5230\u8a13\u7df4 GPT-3 \u7d1a\u5225\u7684\u5927\u578b\u6a21\u578b\u6240\u9700\u7684\u6578\u767e\u751a\u81f3\u4e0a\u5343\u5f35 GPU\uff0c\u8cc7\u6e90\u914d\u7f6e\u7684\u9748\u6d3b\u6027\u548c\u6548\u7387\u5c0d AI \u7814\u767c\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI-Stack<\/strong> \u662f\u6578\u4f4d\u7121\u9650\u8edf\u9ad4\u6838\u5fc3\u7522\u54c1\uff0c\u70ba AI \u958b\u767c\u5718\u968a\u53caGPU\u57fa\u790e\u8a2d\u65bd\u7ba1\u7406\u71df\u904b\u63d0\u4f9b\u7684\u4e00\u7ad9\u5f0f\u5e73\u53f0\u89e3\u6c7a\u65b9\u6848\u3002\u900f\u904e AI-Stack\u80fd\u5354\u52a9\u4f01\u696d\u8f15\u9b06\u8abf\u5ea6<strong>GPU \u7b97\u529b\u8cc7\u6e90<\/strong> \u5354\u52a9 ML\u548c <strong>AI \u958b\u767c\u7ba1\u7406\u7dad\u904b<\/strong>\uff0c\u4f7f\u4f3a\u670d\u5668\u6295\u8cc7\u6548\u76ca\u6975\u5927\u5316\uff0cAI-Stack\u5c0e\u5165AI(ML)\u958b\u767c\u5faa\u74b0\uff0c\u80fd\u66f4\u9748\u6d3b\u8abf\u5ea6\u6574\u9ad4GPU\u8cc7\u6e90\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPU\u7b97\u529b\u8abf\u5ea6<\/strong>\uff1a\u7b2c\u4e09\u4ee3 GPU \u5207\u5272\u6280\u8853\u53caGPU\u591a\u7247\u805a\u5408\u6280\u8853\uff0c\u61c9\u56e0\u9700\u6c42\u6700\u9069\u5408\u7684 GPU \u8cc7\u6e90\uff0c\u5f9e\u55ae GPU \u539f\u578b\u5be6\u9a57\u5230\u8d85\u5927\u898f\u6a21\u5206\u5e03\u5f0f\u8a13\u7df4\u7686\u8f15\u9b06\u61c9\u5c0d\u3002<\/li>\n\n\n\n<li><strong>\u8cc7\u6e90\u512a\u5316\u8207\u5f48\u6027<\/strong>\uff1a\u8de8\u54c1\u724c\u591a\u6b3e GPU \u578b\u865f\u7684\u9ad8\u517c\u5bb9\u6027\uff0c\u652f\u6301\u6df7\u5408\u8a13\u7df4\u3001HPC\u8de8\u7bc0\u9ede\u904b\u7b97\u80fd\u529b\uff0c\u958b\u6e90\u6df1\u5ea6\u5b78\u7fd2\u5de5\u5177\u6574\u5408\uff0c\u7e2e\u77ed\u6a21\u578b\u8a13\u7df4\u6642\u9593\u4e26\u964d\u4f4e\u6210\u672c\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u6548\u80fd\u7ba1\u7406<\/strong>\uff1a\u5168\u65b0\u76f4\u89baUI\u64cd\u4f5c\u4ecb\u9762\uff0c\u4e00\u9375\u74b0\u5883\u90e8\u7f72\u529f\u80fd\uff0c\u6574\u5408\u81ea\u52d5\u5316\u9810\u8a2d\u74b0\u5883\u90e8\u5c6c\u53ca\u6a21\u578b\u8a13\u7df4\u4efb\u52d9\u9700\u6c42\uff1b\u4e00\u7ad9\u5f0fDashboard\u90e8\u7f72\u8207\u76e3\u63a7\u5be6\u73fe\u5f9e\u958b\u767c\u5230\u61c9\u7528\u7684\u7121\u7e2b\u929c\u63a5\u3002<\/li>\n\n\n\n<li><strong>\u591a\u96f2\u652f\u6301\u8207\u7bc0\u7701\u6210\u672c<\/strong>\uff1a\u53ef\u652f\u6301\u4e32\u63a5\u5730\u7aef\u4f3a\u670d\u5668\u3001\u79c1\u6709\u96f2\u8207\u516c\u6709\u96f2\u7684\u6df7\u5408\u90e8\u7f72\uff0c\u9748\u6d3b\u61c9\u5c0d\u5404\u7a2e\u696d\u52d9\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7121\u8ad6\u60a8\u662f\u521d\u5275\u516c\u53f8\u9084\u662f\u5927\u578b\u4f01\u696d\uff0cAI-Stack \u70ba\u60a8\u6253\u9020\u9ad8\u6548\u7a69\u5b9a\u7684 GPU \u8a13\u7df4\u74b0\u5883\uff0c\u63d0\u5347\u6a21\u578b\u958b\u767c\u6548\u7387\uff0c\u52a9\u529b AI \u5275\u65b0\u7a81\u7834\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>\u6578\u4f4d\u7121\u9650AI-Stack\u8207\u5ba2\u6236\u4e26\u80a9\u4e00\u540c\u5275\u9020AI\u50f9\u503c<\/em><\/strong><em>\uff01<\/em><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfWehYleIS2K4N6MF6lSgCPT1eVCVREukbst611IQ3kPcAIAPS3UHhUIQLW0VoE1l7ZOxPNMeYP4Thh7VARNNb9bzJyEy3LbXf-_eYq7rH6YY_yhx-xVYAKQtkGsMBX4gEnoPpDTjFANKtcbEBduP4?key=ijXGx3wPDxm-A5TJxsX7bZeo\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u4ee5\u4e0b\u8209\u4f8b\u5177\u9ad4AI\u958b\u767c\u985e\u578b\u548c\u6578\u64da\u898f\u6a21\u793a\u4f8b\uff0c\u53ca\u6a21\u578b\u4efb\u52d9\u5c0d GPU \u8cc7\u6e90\u7684\u9700\u6c42<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8cc7\u6e90\u9700\u6c42\u7e3d\u7d50\u8868:<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table aligncenter is-style-stripes has-small-font-size\" style=\"line-height:1.2\"><table class=\"has-palette-color-3-color has-text-color has-link-color has-fixed-layout\"><thead><tr><th><strong>\u6a21\u578b<\/strong><\/th><th><strong>\u6578\u64da\u96c6\u898f\u6a21<\/strong><\/th><th><strong>\u6a21\u578b\u53c3\u6578\u91cf<\/strong><\/th><th><strong>\u63a8\u85a6 GPU<\/strong><\/th><th><strong>\u8a13\u7df4\u6642\u9593<\/strong><\/th><th><strong>\u968e\u6bb5<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>ResNet-50<\/strong><\/td><td>150GB<\/td><td>25M<\/td><td>1-4 \u5f35 RTX 3090 \/ A100<\/td><td>1 \u5929 &#8211; 1 \u9031<\/td><td>Fine-tune<\/td><\/tr><tr><td><strong>GPT-2 Small<\/strong><\/td><td>1GB<\/td><td>117M<\/td><td>1-4 \u5f35 RTX 3090 \/ A100<\/td><td>1 \u5929 &#8211; 5 \u5929<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>GPT-3<\/strong><\/td><td>45TB<\/td><td>175B<\/td><td>1024 \u5f35 A100<\/td><td>\u6578\u5468 &#8211; \u6578\u6708<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>CLIP<\/strong><\/td><td>\u6578\u5341 TB<\/td><td>100M<\/td><td>64-128 \u5f35 A100<\/td><td>1-2 \u500b\u6708<\/td><td>Pre-trained<\/td><\/tr><tr><td><strong>\u6642\u9593\u5e8f\u5217 Transformer<\/strong><\/td><td>1GB<\/td><td>10M-50M<\/td><td>\u55ae\u5f35 RTX 3060 \u6216\u66f4\u9ad8<\/td><td>\u6578\u5c0f\u6642<\/td><td>Fine-tune<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0d\u540c\u53c3\u6578\u91cf\u4e0b\u7b97\u529b\u9700\u6c42:<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table is-style-stripes has-small-font-size\"><table><thead><tr><th>\u6a21\u578b\u53c3\u6578\u91cf(\u5104)<\/th><th>\u6578\u64da\u91cf<\/th><th>\u4e26\u884c\u5361\u6578(\u5982A100)<\/th><th>\u6642\u9593(\u5929)<\/th><th>\u7b97\u529b(P\/\u5929)<\/th><\/tr><\/thead><tbody><tr><td>10<\/td><td>300 billion token<\/td><td>12<\/td><td>40<\/td><td>312Tx12=3.7P<\/td><\/tr><tr><td>100<\/td><td>300 billion token<\/td><td>128<\/td><td>40<\/td><td>312T x 128=40P<\/td><\/tr><tr><td>1000<\/td><td>1 trillion token<\/td><td>2048<\/td><td>60<\/td><td>312Tx2048=638P<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c3\u8003\u4f86\u6e90\uff1a<a href=\"https:\/\/blog.csdn.net\/sinat_36458870\" target=\"_blank\" rel=\"noopener\">BRUCE_WUANG<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u53c3\u8003\u91ab\u7642\u5f71\u50cf\u5224\u8b80\u8fa8\u8b58\u6a21\u578b\u662f\u6df1\u5ea6\u5b78\u7fd2\u61c9\u7528<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u91ab\u7642\u5f71\u50cf\u5224\u8b80\u8fa8\u8b58\u6a21\u578b\u662f\u6df1\u5ea6\u5b78\u7fd2\u7684\u91cd\u8981\u61c9\u7528\u4e4b\u4e00\uff0c\u4e3b\u8981\u7528\u65bc\u75be\u75c5\u8a3a\u65b7\u3001\u81ea\u52d5\u5206\u5272\u75c5\u7076\u3001\u5668\u5b98\u6aa2\u6e2c\u7b49\u4efb\u52d9\u3002\u4ee5\u4e0b\u662f\u5e7e\u500b\u5e38\u898b\u7684\u6a21\u578b\u793a\u4f8b\uff0c\u4e26\u63d0\u4f9b\u5c0d\u61c9\u7684 GPU \u8cc7\u6e90\u9700\u6c42\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91ab\u7642\u5f71\u50cf\u61c9\u7528\u7684\u8cc7\u6e90\u9700\u6c42 (fine tune \u968e\u6bb5\u6578\u64da\u53c3\u8003)<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes has-small-font-size\"><table><thead><tr><th><strong>\u4efb\u52d9\u985e\u578b<\/strong><\/th><th><strong>\u6a21\u578b\u985e\u578b<\/strong><\/th><th><strong>\u6578\u64da\u96c6\u898f\u6a21<\/strong><\/th><th><strong>\u8a13\u7df4\u6642\u9593<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u75be\u75c5\u5206\u985e<\/td><td>ResNet\/DenseNet<\/td><td>10,000-100,000 \u5f35\u5f71\u50cf<\/td><td>10-20 \u5c0f\u6642<\/td><\/tr><tr><td>\u816b\u7624\u5206\u5272<\/td><td>U-Net\/Attention U-Net<\/td><td>50GB-200GB<\/td><td>1-2 \u5929<\/td><\/tr><tr><td>\u5668\u5b98\u6aa2\u6e2c<\/td><td>3D CNN (V-Net)<\/td><td>300GB<\/td><td>1-2 \u9031<\/td><\/tr><tr><td>\u75c5\u7406\u5716\u50cf\u5206\u6790<\/td><td>ViT\/EfficientNet<\/td><td>\u6578\u767e MB-\u6578 GB<\/td><td>2-3 \u5929<\/td><\/tr><tr><td>\u52d5\u614b\u5f71\u50cf\u5206\u6790<\/td><td>RNN-CNN\/3D CNN<\/td><td>10GB<\/td><td>1-2 \u5929<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u4e0a\u8ff0\u63d0\u4f9b\u7684\u6a21\u578b\u985e\u578b\u548c\u6578\u64da\u898f\u6a21\u793a\u4f8b\u7684 GPU \u8cc7\u6e90\u9700\u6c42\u7e3d\u7d50\u8868\uff0c\u4e3b\u8981\u57fa\u65bc\u4ee5\u4e0b\u6578\u64da\u4f86\u6e90\u8207\u53c3\u8003\u57fa\u790e<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u5404\u985e\u91ab\u7642\u5f71\u50cf\u5206\u6790\u7684\u7814\u7a76\u8ad6\u6587\uff0c\u7d50\u5408 GPU \u786c\u4ef6\u6027\u80fd\u7684\u5be6\u9a57\u7d30\u7bc0\u8207\u516c\u958b\u8a0e\u8ad6\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>\u516c\u958b\u7684\u57fa\u6e96\u6e2c\u8a66\u8207\u6a21\u578b\u898f\u6a21\u4fe1\u606f<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>ResNet\/DenseNet<\/strong>\uff1aImageNet \u8a13\u7df4\u7684\u5e38\u898f\u57fa\u6e96\uff0c\u53c3\u8003\u5b98\u65b9\u5be6\u9a57\u8a18\u9304\u8207\u5b78\u8853\u7814\u7a76\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">He, K., Zhang, X., Ren, S., &amp; Sun, J. (2016). Deep Residual Learning for Image Recognition. CVPR.<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>U-Net<\/strong>\uff1a\u91ab\u7642\u5f71\u50cf\u5206\u5272\u9818\u57df\u7684\u5178\u578b\u7814\u7a76\uff0c\u5305\u62ec\u8166\u816b\u7624\u5206\u5272\u7684 BraTS \u6311\u6230\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">Ronneberger, O., Fischer, P., &amp; Brox, T. (2015). U-Net: Convolutional Networks for Biomedical Image Segmentation. MICCAI.<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>3D CNN<\/strong>\uff1a\u591a\u5668\u5b98\u5206\u5272\u4efb\u52d9\uff0c\u57fa\u65bc\u516c\u958b\u7684 CT \u6578\u64da\u96c6\uff08\u5982 KiTS19 \u548c LiTS\uff09\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">Milletari, F., Navab, N., &amp; Ahmadi, S. A. (2016). V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation. 3DV.<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>Vision Transformer (ViT)<\/strong>\uff1a\u5f71\u50cf\u8655\u7406\u4efb\u52d9\uff0c\u53c3\u8003\u5176\u5728\u5927\u898f\u6a21\u6578\u64da\u96c6\u4e0a\u7684\u5be6\u9a57\u8a2d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">Dosovitskiy, A., Beyer, L., Kolesnikov, A., et al. (2021). An Image is Worth 16&#215;16 Words: Transformers for Image Recognition at Scale. ICLR.<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>\u73fe\u4ee3\u786c\u4ef6\u6027\u80fd\u6587\u6a94\u8207\u57fa\u6e96\u6e2c\u8a66<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">NVIDIA \u63d0\u4f9b\u7684 GPU \u8a13\u7df4\u6027\u80fd\u6e2c\u8a66\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><a href=\"https:\/\/developer.nvidia.com\/\" target=\"_blank\" rel=\"noopener\">NVIDIA Developer Documentation<\/a><\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff08\u5982 PyTorch\u3001TensorFlow\uff09\u7684\u5206\u5e03\u5f0f\u8a13\u7df4\u6027\u80fd\u6307\u5357\u3002<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\"><strong>\u91ab\u7642\u5f71\u50cf\u61c9\u7528\u884c\u696d\u5831\u544a<\/strong>\uff1a<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\u5404\u985e\u91ab\u7642\u5f71\u50cf\u5206\u6790\u7684\u7814\u7a76\u8ad6\u6587\uff0c\u7d50\u5408 GPU \u786c\u4ef6\u6027\u80fd\u7684\u5be6\u9a57\u7d30\u7bc0\u8207\u516c\u958b\u8a0e\u8ad6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd(AI) \u548c\u6a5f\u5668\u5b78\u7fd2\uff08ML\uff09\u7684\u6a21\u578b\u8a13\u7df4\uff0c\u5c0d GPU \u8cc7\u6e90\u9700\u6c42\u56e0\u6a21\u578b\u7684\u8907\u96dc\u5ea6\u3001\u6578\u64da\u96c6\u898f\u6a21\u548c\u8cc7\u6599\u4f86\u6e90\u800c\u7570\u3002\u5f9e\u8f15\u91cf\u7d1a\u5f71\u50cf\u5206\u985e\u6a21\u578b\u7684\u55ae\u5f35 GPU\uff0c\u5230\u8a13\u7df4 GPT-3 \u7d1a\u5225\u7684\u5927\u578b\u6a21\u578b\u6240\u9700\u7684\u6578\u767e\u751a\u81f3\u4e0a\u5343\u5f35 GPU\uff0c\u8cc7\u6e90\u914d\u7f6e\u7684\u9748\u6d3b\u6027\u548c\u6548\u7387\u5c0d AI \u7814\u767c\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n","protected":false},"author":253372381,"featured_media":8916,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96987794,96987793],"tags":[96987615,96987630,96987775,96987795],"class_list":["post-8477","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","category-solutions","tag-ai","tag-ml","tag-gpu"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2024\/12\/AI_ML_DEV_0.png?fit=8001%2C4501&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-2cJ","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/8477","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/users\/253372381"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/comments?post=8477"}],"version-history":[{"count":0,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/8477\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media\/8916"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media?parent=8477"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/categories?post=8477"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/tags?post=8477"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}