{"id":518,"date":"2025-11-24T11:15:49","date_gmt":"2025-11-24T03:15:49","guid":{"rendered":"https:\/\/cwam.cc\/?p=518"},"modified":"2025-11-24T14:57:36","modified_gmt":"2025-11-24T06:57:36","slug":"%e8%b0%b7%e6%ad%8c%e3%80%81%e9%98%bf%e9%87%8c%e5%92%8c%e8%8b%b1%e4%bc%9f%e8%be%be%e7%b3%bb%e7%ae%97%e5%8a%9b%e6%88%90%e6%9c%ac%e6%af%94%e8%be%83","status":"publish","type":"post","link":"https:\/\/cwam.cc\/%e8%b0%b7%e6%ad%8c%e3%80%81%e9%98%bf%e9%87%8c%e5%92%8c%e8%8b%b1%e4%bc%9f%e8%be%be%e7%b3%bb%e7%ae%97%e5%8a%9b%e6%88%90%e6%9c%ac%e6%af%94%e8%be%83\/","title":{"rendered":"\u8c37\u6b4c\u3001\u963f\u91cc\u548c\u82f1\u4f1f\u8fbe\u7cfb\u7b97\u529b\u6210\u672c\u6bd4\u8f83"},"content":{"rendered":"\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/cwam.cc\/wp-content\/uploads\/2025\/11\/\u8c37\u6b4c\u963f\u91cc\u82f1\u4f1f\u8fbe\u6bd4\u8f83.mp3\"><\/audio><\/figure>\n\n\n\n<p>\u8c37\u6b4c\u62e5\u6709\u6700\u597d\u7684\u95ed\u6e90\u5927\u6a21\u578b\uff0c\u963f\u91cc\u62e5\u6709\u6700\u597d\u7684\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u800c\u4e14\u8c37\u6b4c\u548c\u963f\u91cc\u90fd\u6709\u81ea\u7814\u82af\u7247\uff0c\u8fd9\u7bc7\u4e3b\u8981\u662f\u5bf9\u6bd4\u4e00\u4e0b\u8c37\u6b4c\u3001\u963f\u91cc\u4f7f\u7528\u81ea\u7814\u82af\u7247\u7684\u7b97\u529b\u4e2d\u5fc3\u6210\u672c\uff0c\u540c\u4f7f\u7528\u82f1\u4f1f\u8fbeH200\u7684\u7b97\u529b\u4e2d\u5fc3\u6210\u672c\u8fdb\u884c\u5bf9\u6bd4\uff0c\u8fd9\u6837\u5927\u5bb6\u624d\u80fd\u76f4\u89c2\u7684\u611f\u53d7\u5230\u4e3a\u4ec0\u4e48\u8c37\u6b4c\u5bf9\u4e8eOpenAI\u548c\u82f1\u4f1f\u8fbe\u7684\u56fa\u6709\u8054\u76df\uff0c\u6784\u6210\u4e86\u6781\u5176\u4e25\u5cfb\u7684\u6311\u6218\uff0c\u4ee5\u53ca\u5728\u4e0e\u56fd\u5916\u5927\u6a21\u578b\u3001AI\u4e91\u7684\u7ade\u4e89\u4e2d\uff0c\u963f\u91cc\u662f\u6709\u673a\u4f1a\u5206\u4e00\u676f\u7fb9\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u7ef4\u5ea6<\/td><td>\u91c7\u7528NVIDIA H200 \u7684\u7b97\u529b\u4e2d\u5fc3<\/td><td>\u91c7\u7528\u963f\u91cc\u5e73\u5934\u54e5\u7684\u7b97\u529b\u4e2d\u5fc3<\/td><td>\u91c7\u7528Google TPU v5p \u7684\u7b97\u529b\u4e2d\u5fc3<\/td><\/tr><tr><td>\u89d2\u8272\u5b9a\u4f4d<\/td><td>\u201c\u4ec0\u4e48\u90fd\u80fd\u5e72\u201d\u7684\u96c7\u4f63\u5175<\/td><td>\u201c\u53ea\u4f1a\u5e72\u4e00\u4ef6\u4e8b\u201d\u7684\u5de5\u5320<\/td><td>\u201c\u81ea\u4ea7\u81ea\u9500\u201d\u7684\u95ed\u73af\u5e1d\u56fd<\/td><\/tr><tr><td>\u82af\u7247\u6765\u6e90<\/td><td>\u8d2d\u4e70 (\u88ab\u8d5a\u8d70\u5de8\u989d\u5229\u6da6)<\/td><td>\u81ea\u7814 (\u4e3b\u8981\u7701\u8bbe\u8ba1\/\u54c1\u724c\u8d39)<\/td><td>\u81ea\u7814 (\u65e0\u4e2d\u95f4\u5546\u8d5a\u5dee\u4ef7)<\/td><\/tr><tr><td>\u786c\u4ef6\u6210\u672c<\/td><td>\u6781\u9ad8&nbsp;(\u542b NVIDIA 70% \u6bdb\u5229)<\/td><td>\u6781\u4f4e&nbsp;(BOM \u6210\u672c\u4ef7)<\/td><td>\u4e2d\u7b49&nbsp;(BOM + \u9ad8\u6602\u7684 HBM\/CoWoS \u6210\u672c)<\/td><\/tr><tr><td>\u8f6f\u4ef6\u751f\u6001<\/td><td>CUDA (\u5168\u7403\u901a\u7528)<\/td><td>\u4e13\u6709 API (\u6781\u96be\u8fc1\u79fb)<\/td><td>JAX\/XLA (Google \u5185\u90e8\u751f\u6001)<\/td><\/tr><tr><td>\u7075\u6d3b\u6027<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50 (\u8bad\u7ec3\/\u63a8\u7406\/\u79d1\u5b66\u8ba1\u7b97)<\/td><td>\u2b50 (\u4ec5\u9650\u7279\u5b9a\u63a8\u7406)<\/td><td>\u2b50\u2b50\u2b50 (\u4e13\u6ce8 Transformer AI)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u4e09\u7c7b\u7b97\u529b\u4e2d\u5fc3\u7684\u6210\u672c (5\u5e74\u6298\u65e7\uff0c\u6bcf\u5c0f\u65f6\u6210\u672c)<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u5047\u8bbe\u963f\u91cc\u7684\u7b97\u529b\u4e2d\u5fc3\u662f\u5728\u56fd\u5185\uff0c\u4f7f\u7528\u56fd\u5185\u7684\u7535\u529b\u3002\u8c37\u6b4c\u4f7f\u7528\u81ea\u5df1\u7684TPU\uff0c\u7b2c\u4e09\u4e2a\u7b97\u529b\u4e2d\u5fc3\u4f7f\u7528\u82f1\u4f1f\u8fbe\u7684H200\u82af\u7247\uff0c\u540c\u7b49\u541e\u5410\u91cf\u7684 8 \u5361\u670d\u52a1\u5668\u96c6\u7fa4\uff08\u6216 TPU Pod Slice\uff09\u8fdb\u884c\u6bd4\u8f83\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u6210\u672c\u5206\u9879 (\u6bcf\u5c0f\u65f6)<\/td><td>\ud83c\uddfa\ud83c\uddf8 H200 \u4e2d\u5fc3<\/td><td>\ud83c\udde8\ud83c\uddf3 \u963f\u91cc\u5e73\u5934\u54e5<\/td><td>\ud83c\uddfa\ud83c\uddf8 Google TPU v5p<\/td><td>\u5907\u6ce8\u4e0e\u5206\u6790<\/td><\/tr><tr><td>A. \u786c\u4ef6\u6298\u65e7(5\u5e74 CAPEX)<\/td><td>$7.99<\/td><td>$1.37<\/td><td>$3.50<\/td><td>Google \u81ea\u5df1\u9020\u82af\u7247\uff0c\u7701\u53bb\u4e86 NVIDIA \u7684\u5229\u6da6\uff0c\u4f46 HBM \u548c\u5148\u8fdb\u5c01\u88c5\u6210\u672c\u4f9d\u7136\u5f88\u9ad8\uff0c\u4e14\u901a\u5e38\u5728\u7f8e\u56fd\u7ec4\u88c5\u3002<\/td><\/tr><tr><td>B. \u7535\u529b\u6210\u672c*(\u5fb7\u5dde $0.05 vs \u4e2d\u56fd $0.07)*<\/td><td>**$0.50**<\/td><td>$0.28<\/td><td>$0.40<\/td><td>TPU \u91c7\u7528\u8109\u52a8\u9635\u5217 (Systolic Array)&nbsp;\u67b6\u6784\uff0c\u80fd\u6548\u6bd4\u9ad8\u4e8e GPU\uff0c\u4f46\u7565\u900a\u4e8e\u529f\u80fd\u66f4\u7b80\u5355\u7684\u963f\u91cc ASIC\u3002<\/td><\/tr><tr><td>C. \u8fd0\u7ef4\/\u57fa\u5efa<\/td><td>$4.00<\/td><td>$1.20<\/td><td>$3.50<\/td><td>Google \u7684\u6db2\u51b7\u548c\u81ea\u52a8\u5316\u8fd0\u7ef4\u6781\u5f3a\uff08Jupiter \u7f51\u7edc\uff09\uff0c\u7565\u4f4e\u4e8e\u901a\u7528 H200 \u4e2d\u5fc3\uff0c\u4f46\u4ecd\u53d7\u7f8e\u56fd\u4eba\u529b\u6210\u672c\u5f71\u54cd\u3002<\/td><\/tr><tr><td>\u6bcf\u5c0f\u65f6\u603b\u6210\u672c<\/td><td>$12.49<\/td><td>$2.85<\/td><td>$7.40<\/td><td>TPU \u7684\u6210\u672c\u5927\u7ea6\u662f H200 \u7684 60%\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>TCO per 1000 Tokens (\u7ec8\u6781\u6bd4\u62fc)<\/strong><\/p>\n\n\n\n<p>\u5047\u8bbe\u90fd\u5728\u8fd0\u884c Transformer \u67b6\u6784\u6a21\u578b\uff08\u5982 Llama 3 \u6216 Gemini Pro\uff09\uff0c\u4e14\u90fd\u7ecf\u8fc7\u6df1\u5ea6\u4f18\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83c\uddfa\ud83c\uddf8 NVIDIA H200:<\/li>\n\n\n\n<li>\u6210\u672c\uff1a$12.49 \/ hr<\/li>\n\n\n\n<li>\u5355\u4ef7\uff1a~$0.000165 \/ 1k tokens<\/li>\n\n\n\n<li><em>\u8bc4\u4ef7\uff1a\u6700\u8d35\uff0c\u4f46\u5b83\u662f\u786c\u901a\u8d27\uff0c\u8c01\u90fd\u80fd\u7528\u3002<\/em><\/li>\n\n\n\n<li>\ud83c\udde8\ud83c\uddf3 \u963f\u91cc\u5e73\u5934\u54e5 (ASIC):<\/li>\n\n\n\n<li>\u6210\u672c\uff1a$2.85 \/ hr<\/li>\n\n\n\n<li>\u5355\u4ef7\uff1a~$0.000038 \/ 1k tokens<\/li>\n\n\n\n<li><em>\u8bc4\u4ef7\uff1a\u5730\u677f\u4ef7\u3002\u4f9d\u9760\u4e2d\u56fd\u4f9b\u5e94\u94fe + \u727a\u7272\u7075\u6d3b\u6027\u6362\u6765\u7684\u6781\u81f4\u4f4e\u4ef7\u3002<\/em><\/li>\n\n\n\n<li>\ud83c\uddfa\ud83c\uddf8 Google TPU v5p:<\/li>\n\n\n\n<li>\u6210\u672c\uff1a$7.40 \/ hr<\/li>\n\n\n\n<li>\u541e\u5410\u91cf\u52a0\u6210\uff1aTPU v5p \u62e5\u6709\u6781\u5f3a\u7684\u7247\u95f4\u4e92\u8054 (ICI)\uff0c\u5728\u5927\u89c4\u6a21\u96c6\u7fa4\u4e0b\u6548\u7387\u9ad8\u4e8e GPU\u3002\u5047\u8bbe\u541e\u5410\u91cf\u6bd4 H200 \u9ad8 10%\u3002<\/li>\n\n\n\n<li>\u5355\u4ef7\uff1a~$0.000089 \/ 1k tokens<\/li>\n\n\n\n<li><em>\u8bc4\u4ef7\uff1a\u6700\u5f3a\u5e73\u8861\u3002\u6bd4\u4e70 NVIDIA \u4fbf\u5b9c\u4e00\u534a\uff0c\u6027\u80fd\u5374\u6781\u5f3a\u3002<\/em><\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e09\u79cd\u5927\u6a21\u578b\u5382\u5546\u7684\u7ade\u4e89\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u5230\u5168\u7403\u7b97\u529b\u7684\u4e09\u4e2a\u9636\u5c42\uff1a<\/p>\n\n\n\n<p>1. Google TPU\uff1a\u81ea\u7ed9\u81ea\u8db3\u7684\u201c\u8d35\u65cf\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f18\u52bf\uff1a\u00a0Google \u4e0d\u9700\u8981\u8ba9 NVIDIA \u8d5a\u8d70\u90a3 70% \u7684\u6bdb\u5229\u3002\u56e0\u6b64\uff0cGemini \u6a21\u578b\u7684\u63a8\u7406\u6210\u672c\uff0c\u5929\u751f\u5c31\u6bd4\u4f7f\u7528 H100 \u7684 OpenAI\/Microsoft\u00a0\u4f4e 40%-50%\u3002<\/li>\n\n\n\n<li>\u6218\u7565\u610f\u4e49\uff1a \u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48 Google \u6562\u5728 Search \u91cc\u514d\u8d39\u63a5\u5165 AI\uff0c\u6216\u8005\u63d0\u4f9b\u62e5\u6709 100\u4e07 Context Window \u7684 Gemini 1.5 Pro\u3002\u56e0\u4e3a\u5b83\u7684\u81ea\u7814TPU\u6210\u672c\u8fdc\u4f4e\u4e8e\u53bb \u4f9d\u8d56NVIDIA\u7b97\u529b\u82af\u7247\u7684\u5bf9\u624b\u3002<\/li>\n<\/ul>\n\n\n\n<p>2. \u963f\u91cc\u5e73\u5934\u54e5\uff1a\u964d\u7ef4\u6253\u51fb\u7684\u201c\u523a\u5ba2\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f18\u52bf\uff1a\u00a0\u628a AI \u7b97\u529b\u53d8\u6210\u4e86\u201c\u6c34\u7535\u7164\u201d\u3002\u5728\u5904\u7406\u6dd8\u5b9d\u8bc6\u56fe\u3001\u5b89\u9632\u76d1\u63a7\u3001\u7b80\u5355\u7684\u5ba2\u670d\u5bf9\u8bdd\u65f6\uff0c\u8fd9\u79cd\u65b9\u6848\u662f\u65e0\u654c\u7684\u3002<\/li>\n\n\n\n<li>\u52a3\u52bf\uff1a\u00a0\u6280\u672f\u5b64\u5c9b\u3002\u5982\u679c Google \u53d1\u660e\u4e86\u65b0\u7684 Transformer \u67b6\u6784\uff0cTPU \u53ea\u8981\u6539\u6539\u7f16\u8bd1\u5668\u5c31\u80fd\u8dd1\uff0cH200 \u66f4\u65b0\u9a71\u52a8\u5c31\u80fd\u8dd1\uff0c\u4f46\u963f\u91cc\u7684 ASIC \u53ef\u80fd\u9700\u8981\u91cd\u65b0\u6d41\u7247\uff08\u8017\u65f61-2\u5e74\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>3. NVIDIA H200\uff1a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u519b\u706b\u5546\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f18\u52bf\uff1a\u00a0\u751f\u6001\u5784\u65ad\u3002\u867d\u7136\u8d35\uff0c\u4f46\u9664\u4e86 Google \u8fd9\u79cd\u5de8\u5934\u548c\u963f\u91cc\u8fd9\u79cd\u7279\u5b9a\u573a\u666f\uff0c\u4e16\u754c\u4e0a 99% \u7684\u516c\u53f8\uff08Tesla, xAI, Meta, \u521d\u521b\u516c\u53f8\uff09\u53ea\u80fd\u4e70 H200\u3002\u56e0\u4e3a\u4ed6\u4eec\u6ca1\u6709\u80fd\u529b\u81ea\u7814\u82af\u7247\uff0c\u6216\u8005\u4ed6\u4eec\u7684\u4e1a\u52a1\u592a\u590d\u6742\uff0c\u9700\u8981 CUDA \u7684\u901a\u7528\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5c0f\u7ed3 1 TFLOPS (FP8)&nbsp;\u7684\u63a8\u7406\u6210\u672c\u8fdb\u884c\u6392\u540d\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6700\u8d35\uff1a\u00a0\ud83c\uddfa\ud83c\uddf8\u00a0H200 \u7b97\u529b\u4e2d\u5fc3\u00a0(\u4e70\u7684\u662f\u901a\u7528\u6027\u548c\u4e0a\u5e02\u901f\u5ea6)<\/li>\n\n\n\n<li>\u4e2d\u95f4\uff1a\u00a0\ud83c\uddfa\ud83c\uddf8\u00a0Google TPU \u4e2d\u5fc3\u00a0(\u4e70\u7684\u662f\u7cfb\u7edf\u6548\u7387\u548c\u89c4\u6a21\u7ea2\u5229) \u2014\u2014\u00a0<em>\u6210\u672c\u7ea6\u4e3a H200 \u7684 50%<\/em><\/li>\n\n\n\n<li>\u6700\u4fbf\u5b9c\uff1a\u00a0\ud83c\udde8\ud83c\uddf3\u00a0\u963f\u91cc\u5e73\u5934\u54e5\u4e2d\u5fc3\u00a0(\u4e70\u7684\u662f\u4e13\u7528\u6027\u548c\u4f9b\u5e94\u94fe\u4f4e\u4ef7) \u2014\u2014\u00a0<em>\u6210\u672c\u7ea6\u4e3a H200 \u7684 25%<\/em><\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 OpenAI (\u76ee\u524d\u4e3b\u8981\u7528 NVIDIA) \u6781\u5176\u6e34\u671b\u81ea\u7814\u82af\u7247\u2014\u2014\u4ed6\u4eec\u4e0d\u60f3\u518d\u5fcd\u53d7\u6bd4 Google \u9ad8\u51fa\u4e00\u500d\u7684\u63a8\u7406\u6210\u672c\u4e86\u3002<\/p>\n\n\n\n<p>\u53c2\u8003scale law\u6cd5\u5219\u2014\u2014\u5f53\u6a21\u578b\u53c2\u6570\u91cf\u3001\u8bad\u7ec3\u6570\u636e\u91cf\u548c\u8ba1\u7b97\u8d44\u6e90\uff08FLOPs\uff09\u6309\u4e00\u5b9a\u6bd4\u4f8b\u589e\u52a0\u65f6\uff0c\u6a21\u578b\u7684\u6027\u80fd\uff08\u5982\u635f\u5931\u51fd\u6570\u503c\u3001\u51c6\u786e\u7387\u7b49\uff09\u4f1a\u4ee5\u53ef\u9884\u6d4b\u7684\u65b9\u5f0f\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u8c37\u6b4c\u5728\u8bad\u7ec3\u6570\u636e\u65b9\u9762\u662f\u7edd\u5bf9\u7684\u7b2c\u4e00\uff0c30\u5e74\u7684\u641c\u7d22\u5f15\u64ce\u4e1a\u52a1\uff0c\u79ef\u7d2f\u4e8630\u5e74\u7684\u4e92\u8054\u7f51\u6570\u636e\uff0c\u4ee5\u53ca\u8c37\u6b4c\u5b66\u672f\u7684\u6570\u636e\uff0c\u90fd\u662f\u4f18\u4e8e\u5176\u4ed6\u7ade\u4e89\u5bf9\u624b\u7684\u3002\u5728\u7b97\u529b\u5c42\u9762\uff0c\u8c37\u6b4c\u7684TPU\u8ba9\u7ade\u4e89\u5bf9\u624b\u7684\u7b97\u529b\u6210\u672c\u6bd4\u81ea\u5df1\u9ad8\u51e0\u500d\uff0c\u540c\u65f6\u8c37\u6b4c\u8fd8\u62e5\u6709\u5168\u7403\u6700\u4f18\u79c0\u7684\u79d1\u5b66\u5bb6\uff0c\u957f\u671f\u5728\u79d1\u5b66\u7406\u8bba\u5c42\u9762\u7684\u6295\u5165\u5f62\u6210\u4e86\u4e86\u6df1\u539a\u7684\u6280\u672f\u5e95\u8574\u3002<\/p>\n\n\n\n<p>\u963f\u91cc\u5728\u5404\u65b9\u9762\u90fd\u6bd4\u8c37\u6b4c\u5f31\u4e00\u4e9b\uff0c\u4f46\u5728\u4e2d\u6587\u4e16\u754c\uff0c\u7279\u522b\u662f\u5728\u5899\u5185\u8fd8\u662f\u62e5\u6709\u9886\u5148\u4e8e\u5176\u4ed6\u56fd\u5185\u516c\u53f8\u7684\u4f18\u52bf\u7684\u3002\u7279\u522b\u662f\u81ea\u7814\u82af\u7247\u6781\u5927\u7684\u538b\u4f4e\u4e86\u63a8\u7406\u6210\u672c\uff0c\u53ea\u8981\u5927\u7684\u7b97\u6cd5\u7ed3\u6784\u4e0d\u53d1\u751f\u53d8\u5316\uff0c\u5e73\u5934\u54e5\u7684\u82af\u7247\u5c31\u4e0d\u4f1a\u51fa\u73b0\u8fed\u4ee3\u98ce\u9669\uff0c\u5728\u6700\u8fd1\u4e24\u4e09\u5e74\u5e94\u8be5\u770b\u4e0d\u5230\u65b0\u7684\u7b97\u6cd5\u7ed3\u6784\u5347\u7ea7\u3002<\/p>\n\n\n\n<p><strong>\u963f\u91cc\u7684ASIC\u82af\u7247\u4f1a\u4e0d\u4f1a\u6709\u5347\u7ea7\u98ce\u9669\uff1f\ufeff<\/strong><\/p>\n\n\n\n<p>\u963f\u91cc\u4f7f\u7528ASIC\u82af\u7247\uff0c\u727a\u7272\u4e86\u82af\u7247\u7684\u7075\u6d3b\u6027\u6362\u6765\u6781\u9650\u7684\u6027\u4ef7\u6bd4\u548c\u80fd\u8017\u6bd4\uff0c\u4f46\u5728\u76ee\u524d\u7684\u73af\u5883\u4e0b\u5176\u5b9e\u4e5f\u662f\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u56e0\u4e3a\u76ee\u524d\u5927\u9884\u8a00\u6a21\u578b\u7684\u6027\u80fd\u74f6\u9888\uff0c70% \u53d6\u51b3\u4e8e\u6570\u636e\u8d28\u91cf\uff0c\u800c\u4e0d\u662f\u6a21\u578b\u67b6\u6784\u3002\u4e5f\u5c31\u662f\u8bf4\u5373\u4f7f\u7528\u6700\u8001\u65e7\u7684 Transformer \u67b6\u6784\uff08\u5168\u662f\u6807\u51c6\u7684\u77e9\u9635\u4e58\u6cd5\uff0c\u5e73\u5934\u54e5\u6700\u559c\u6b22\u7684\uff09\uff0c\u53ea\u8981\u4f60\u5582\u7ed9\u5b83\u7684\u6570\u636e\u662f\u7ecf\u8fc7\u6781\u5ea6\u6e05\u6d17\u7684\u3001\u5408\u6210\u7684\u9ad8\u8d28\u91cf\u6570\u636e\uff0c\u6a21\u578b\u5c31\u4f1a\u53d8\u5f3a\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u8fd9\u6b21\u8c37\u6b4c\u7684Gemini3.0\u7684\u6a21\u578b\u4f18\u5316\u7b56\u7565\uff0c\u5408\u6210\u6570\u636e\u548c\u9690\u5f62\u63a8\u7406\u5faa\u73af\uff0c\u90fd\u662f\u5bf9\u8001\u82af\u7247\u53cb\u597d\u7684\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u8c37\u6b4c\u4f7f\u7528\u4e86\u5927\u91cf\u5408\u6210\u6570\u636e (Synthetic Data)\u8fd9\u662f\u6a21\u578b\u5347\u7ea7\u7684\u91cd\u8981\u6293\u624b\uff0c\u5373\u4f7f\u7528\u4e86\u5927\u91cf AI \u751f\u6210\u7684\u9ad8\u8d28\u91cf\u6570\u5b66\u548c\u4ee3\u7801\u6570\u636e\u3002\u8fd9\u4e0d\u9700\u8981\u65b0\u7b97\u5b50\uff0c\u53ea\u9700\u8981\u66f4\u806a\u660e\u7684\u201c\u6570\u636e\u7b5b\u9009\u7b56\u7565\u201d\uff0c\u963f\u91cc\u4e5f\u5728\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u5347\u7ea7\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\uff0c\u8c37\u6b4c\u5728\u63a8\u7406\u73af\u8282\u5f15\u5165\u4e86\u9690\u5f62\u63a8\u7406\u5faa\u73af\u5bf9\u6a21\u578b\u51c6\u786e\u5ea6\u63d0\u9ad8\u5f88\u591a\uff0c\u8fd9\u5bf9\u4e8e\u8001\u82af\u7247\u4e5f\u662f\u53cb\u597d\u7684\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<p>\u4ee5\u524d\u7528\u6237\u95ee\uff1a\u201c9.11 \u548c 9.9 \u8c01\u5927\uff1f\u201c\uff0c\u6a21\u578b\u7acb\u523b\u9760\u76f4\u89c9\u7b54\uff1a\u201c9.11\u201d\u3002(\u7b54\u9519\u4e86)<\/p>\n\n\n\n<p>\u73b0\u5728\u7528\u6237\u95ee\u540c\u6837\u7684\u95ee\u9898\uff0c\u6a21\u578b\u5185\u90e8\u4f1a\u628a\u8fd9\u4e2a\u95ee\u9898\u62c6\u6210\u4e00\u7cfb\u5217\u7684\u6570\u7406\u903b\u8f91\uff08\u9690\u5f62\u63a8\u7406\u5faa\u73af\uff09\u2014\u2014<\/p>\n\n\n\n<p><em>Step 1:<\/em> \u628a\u6570\u5b57\u62c6\u89e3\u3002<\/p>\n\n\n\n<p><em>Step 2:<\/em> \u6bd4\u8f83\u6574\u6570\u4f4d\u3002<\/p>\n\n\n\n<p><em>Step 3:<\/em> \u6bd4\u8f83\u5c0f\u6570\u4f4d\u3002<\/p>\n\n\n\n<p><em>Step 4:<\/em> \u68c0\u67e5\u903b\u8f91\u3002<\/p>\n\n\n\n<p><em>Output:<\/em> \u201c9.9 \u5927\u201d\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u5347\u7ea7\u4e0d\u9700\u8981\u65b0\u7b97\u5b50\u3002\u5b83\u53ea\u662f\u628a\u5df2\u6709\u7684 Transformer \u63a8\u7406\u8fc7\u7a0b\u91cd\u590d\u8fd0\u884c\u4e86 100 \u904d\uff08CoT\uff09\u3002\u8fd9\u5bf9\u8c37\u6b4c\u81ea\u5df1\u7684TPU\u548c\u963f\u91cc\u7684\u5e73\u5934\u54e5\u82af\u7247\u90fd\u975e\u5e38\u53cb\u597d\uff0c\u56e0\u4e3a\u5b83\u672c\u8d28\u4e0a\u662f\u7528\u65f6\u95f4\u6362\u667a\u80fd\u3002\u53ea\u8981\u82af\u7247\u80fd\u8dd1\u57fa\u7840\u63a8\u7406\uff0c\u8dd1\u6162\u70b9\u6ca1\u5173\u7cfb\uff0c\u591a\u8dd1\u4e00\u4f1a\u513f\u5c31\u80fd\u5f97\u51fa\u7edd\u9876\u806a\u660e\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u5373\u4f7f\u9762\u5bf9\u7ec6\u5fae\u7b97\u6cd5\u7684\u5347\u7ea7\uff0c\u963f\u91cc\u7684\u8f6f\u786c\u534f\u540c\u4e5f\u53ef\u4ee5\u505a\u5230\u3002\ufeff<\/p>\n\n\n\n<p>\u56e0\u4e3a\u901a\u4e49\u5343\u95ee\u56e2\u961f\u548c\u5e73\u5934\u54e5\u56e2\u961f\u662f\u540c\u4e00\u4e2a\u516c\u53f8\u7684\u3002\u5f53\u901a\u4e49\u5343\u95ee\u56e2\u961f\u60f3\u5347\u7ea7\u6a21\u578b\u65f6\uff0c\u5e73\u5934\u54e5\u56e2\u961f\u4f1a\u62ff\u7740\u82af\u7247\u624b\u518c\u5750\u5728\u5bf9\u9762\u8bf4\uff1a\u201c\u4f60\u8981\u5347\u7ea7\u53ef\u4ee5\uff0c\u4f46\u5c3d\u91cf\u590d\u7528\u76ee\u524d\u7684\u7b97\u5b50\u3002\u5982\u679c\u4f60\u975e\u8981\u52a0\u4e2a\u602a\u5f02\u7684\u65b0\u7b97\u5b50\uff0c\u8bf7\u63d0\u524d\u534a\u5e74\u544a\u8bc9\u6211\uff0c\u6211\u53bb\u6539\u7f16\u8bd1\u5668\u7684\u5e95\u5c42\u9a71\u52a8\u3002\u201d\u4e4b\u540e\uff0c\u963f\u91cc\u7684\u8f6f\u4ef6\u56e2\u961f\u4f1a\u75af\u72c2\u4f18\u5316\u5e95\u5c42\u9a71\u52a8\u3002\u5373\u4f7f\u82af\u7247\u786c\u4ef6\u4e0d\u652f\u6301\u67d0\u4e2a\u65b0\u7b97\u5b50\uff0c\u4ed6\u4eec\u4e5f\u53ef\u4ee5\u901a\u8fc7\u201c\u6570\u5b66\u7b49\u4ef7\u53d8\u6362\u201d\uff0c\u628a\u65b0\u7b97\u5b50\u62c6\u89e3\u6210 3 \u4e2a\u65e7\u7b97\u5b50\u7684\u7ec4\u5408\uff0c\u8ba9\u786c\u4ef6\u7ee7\u7eed\u8dd1\u3002\u867d\u7136\u6548\u7387\u4e8f\u4e00\u70b9\uff0c\u4f46\u4e0d\u81f3\u4e8e\u8dd1\u4e0d\u4e86\u3002<\/p>\n\n\n\n<p><strong>\u6240\u4ee5\uff0c\u56de\u5230\u672c\u6587\u7684\u7ed3\u8bba\uff0c\u8c37\u6b4c\u662f\u7edd\u5bf9\u738b\u8005\uff0c\u963f\u91cc\u51ed\u501f\u5de8\u5927\u7684\u5de5\u7a0b\u5e08\u7ea2\u5229\uff0c\u9ad8\u8d28\u91cf\u6570\u636e\u7ea2\u5229\uff0c\u6210\u672c\u4f18\u52bf\uff0c\u4e5f\u80fd\u5728\u5168\u7403AI\u6a21\u578b\u5e02\u573a\u5206\u4e00\u676f\u7fb9\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8c37\u6b4c\u62e5\u6709\u6700\u597d\u7684\u95ed\u6e90\u5927\u6a21\u578b\uff0c\u963f\u91cc\u62e5\u6709\u6700\u597d\u7684\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u800c\u4e14\u8c37\u6b4c\u548c\u963f\u91cc\u90fd\u6709\u81ea\u7814\u82af\u7247\uff0c\u8fd9\u7bc7\u4e3b\u8981\u662f\u5bf9\u6bd4\u4e00\u4e0b\u8c37\u6b4c\u3001\u963f\u91cc\u4f7f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-518","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/posts\/518","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/comments?post=518"}],"version-history":[{"count":3,"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/posts\/518\/revisions"}],"predecessor-version":[{"id":524,"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/posts\/518\/revisions\/524"}],"wp:attachment":[{"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/media?parent=518"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/categories?post=518"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cwam.cc\/huiyuan\/wp-json\/wp\/v2\/tags?post=518"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}