{"id":34257,"date":"2024-12-03T05:57:50","date_gmt":"2024-12-02T21:57:50","guid":{"rendered":"https:\/\/17aitech.com\/?p=34257"},"modified":"2024-12-03T05:57:50","modified_gmt":"2024-12-02T21:57:50","slug":"%e5%8f%b2%e4%b8%8a%e6%9c%80%e5%bf%abai%e8%8a%af%e7%89%87%e3%80%8csohu%e3%80%8d%ef%bc%8c%e9%80%9f%e5%ba%a610%e5%80%8d%e4%ba%8eb200%ef%bc%8c%e5%93%88%e4%bd%9b%e8%be%8d%e5%ad%a6%e7%94%9f%e6%89%93","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34257","title":{"rendered":"\u53f2\u4e0a\u6700\u5febAI\u82af\u7247\u300cSohu\u300d\uff0c\u901f\u5ea610\u500d\u4e8eB200\uff0c\u54c8\u4f5b\u8f8d\u5b66\u751f\u6253\u9020"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-26-5\" target=\"_blank\">\u53f2\u4e0a\u6700\u5febAI\u82af\u7247\u300cSohu\u300d\uff0c\u901f\u5ea610\u500d\u4e8eB200\uff0c\u54c8\u4f5b\u8f8d\u5b66\u751f\u6253\u9020<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"21\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p>\u751f\u6210\u5f0f AI \u63a8\u7406\u6027\u4ef7\u6bd4\u662f GPU \u7684 140 \u500d\u3002<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<p>\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u5168\u7403\u90fd\u7f3a\u7b97\u529b\uff0c\u4e70\u94f2\u5b50\u7684\u82f1\u4f1f\u8fbe\u5e02\u503c\u88ab\u7092\u4e0a\u4e86\u5929\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u7ec8\u4e8e\u6709\u4e00\u5bb6\u516c\u53f8\u5e26\u7740\u81ea\u5df1\u7684 AI \u82af\u7247\u6765\u53eb\u677f\u4e86\u3002<\/p>\n<p>\u4eca\u5929\u51cc\u6668\uff0c\u79d1\u6280\u5708\u8fce\u6765\u4e86\u4e00\u4e2a\u91cd\u8981\u65b0\u95fb\u3002\u7f8e\u56fd\u82af\u7247\u521b\u4e1a\u516c\u53f8 Etched \u63a8\u51fa\u4e86\u81ea\u5df1\u7684\u7b2c\u4e00\u5757 AI \u82af\u7247 Sohu\uff0c\u5b83\u8fd0\u884c\u5927\u6a21\u578b\u7684\u901f\u5ea6\u6bd4\u82f1\u4f1f\u8fbe H100 \u8981\u5feb 20 \u500d\uff0c\u6bd4\u4eca\u5e74 3 \u6708\u624d\u63a8\u51fa\u7684\u9876\u914d\u82af\u7247 B200 \u4e5f\u8981\u5feb\u4e0a\u8d85\u8fc7 10 \u500d\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5d780cf0805eda687e76e0b0130290e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-5d780cf0805eda687e76e0b0130290e5.png\"><\/a><\/p>\n<p><em><sup>\u4e00\u53f0 Sohu \u7684\u670d\u52a1\u5668\u8fd0\u884c Llama 70B \u6bcf\u79d2\u53ef\u8f93\u51fa\u8d85\u8fc7 50 \u4e07\u4e2a token\uff0c\u6bd4 H100 \u670d\u52a1\u5668\uff0823,000 \u4e2a token \/ \u79d2\uff09\u591a 20 \u500d\uff0c\u6bd4 B200 \u670d\u52a1\u5668\uff08\u7ea6 45,000 \u4e2a token \/ \u79d2\uff09\u591a 10 \u500d\u3002<\/sup><\/em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-49cc86b88fc60fbb0d46b0580279acf1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-49cc86b88fc60fbb0d46b0580279acf1.png\"><\/a><\/p>\n<p>Sohu \u662f\u4e16\u754c\u7b2c\u4e00\u6b3e\u4e13\u7528\u4e8e Transformer \u8ba1\u7b97\u7684\u82af\u7247\uff0c\u5386\u65f6\u4e24\u5e74\u6253\u9020\u3002<\/p>\n<p>\u4f5c\u4e3a\u4e00\u5757 ASIC\uff08<mark data-type=\"concepts\" data-id=\"401c3596-042a-4410-8ae6-3ed28f7445d3\">\u4e13\u7528\u96c6\u6210\u7535\u8def<\/mark>\uff09\uff0cSohu \u628a\u5bf9\u4e8e transformer \u67b6\u6784\u7684\u4f18\u5316\u786c\u5316\u5728\u82af\u7247\u4e2d\uff0c\u65e0\u6cd5\u8fd0\u884c\u5927\u591a\u6570\u300c\u4f20\u7edf\u300d\u7684 AI \u6a21\u578b\uff1a\u5982\u4e3a Instagram \u5e7f\u544a\u63d0\u4f9b\u652f\u6301\u7684 DLRM\u3001<mark data-type=\"tech_methods\" data-id=\"c91750dd-3ddd-49bf-8f95-7ab4bc48a526\">AlphaFold<\/mark> 2 \u7b49\u86cb\u767d\u8d28\u6298\u53e0\u6a21\u578b\u6216 Stable Diffusion 2 \u7b49\u8f83\u65e7\u7684<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u6a21\u578b\u3002\u6211\u4eec\u4e5f\u65e0\u6cd5\u8fd0\u884c CNN\u3001RNN \u6216 LSTM\u3002<\/p>\n<p>\u4f46\u53e6\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e transformer \u6765\u8bf4\uff0cSohu \u5c31\u662f\u6709\u53f2\u4ee5\u6765\u6700\u5feb\u7684\u82af\u7247\uff0c\u4e0e\u5176\u4ed6\u4ea7\u54c1\u4e4b\u95f4\u662f\u91cf\u7ea7\u7684\u533a\u522b\u3002\u5982\u4eca\u7684\u6bcf\u6b3e\u4e3b\u6d41 AI \u4ea7\u54c1\u5982 ChatGPT\u3001Claude\u3001Gemini \u548c Sora \u90fd\u662f\u7531 transformer \u9a71\u52a8\u7684\u3002<\/p>\n<p>\u6700\u8fd1\u4e00\u6bb5\u65f6\u95f4\uff0c\u7531\u4e8e<mark data-type=\"concepts\" data-id=\"cefe69d4-bb4b-4ac0-ba28-a0e1fa44eafa\">\u6469\u5c14\u5b9a\u5f8b<\/mark>\u653e\u7f13\uff0cGPU \u6027\u80fd\u7684\u63d0\u5347\u5f88\u5927\u7a0b\u5ea6\u4e0a\u9700\u8981\u4f9d\u8d56\u4e8e\u589e\u52a0\u82af\u7247\u9762\u79ef\u548c\u529f\u8017\u3002\u4e0d\u8bba\u662f\u82f1\u4f1f\u8fbe B200\u3001<mark data-type=\"institutions\" data-id=\"59257b4b-235a-4864-a37b-956cede3debf\">AMD<\/mark> MI300X \u8fd8\u662f Intel Gaudi 3\uff0c\u90fd\u4e0d\u7ea6\u800c\u540c\u7684\u4f7f\u7528\u300c\u4e8c\u5408\u4e00\u300d\u7684\u65b9\u5f0f\u63d0\u5347\u6027\u80fd\uff0c\u529f\u8017\u4e5f\u7ffb\u500d\u4e86\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-87c8df5718a088f2c5c6f28d8f975417.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-87c8df5718a088f2c5c6f28d8f975417.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4ece 2022 \u5e74\u5230 2025 \u5e74\uff0cAI \u82af\u7247\u7684\u6027\u80fd\u5e76\u6ca1\u6709\u771f\u6b63\u53d8\u5f97\u66f4\u597d\uff0c\u800c\u662f\u53d8\u5f97\u66f4\u5927\u4e86\u3002<\/sup><\/em><\/section>\n<p>\u4f46\u5982\u679c\u5927\u6a21\u578b\u5e7f\u6cdb\u4f7f\u7528 Transformer \u67b6\u6784\uff0c\u8ffd\u6c42\u4e13\u4e1a\u5316\u6216\u8bb8\u662f\u63d0\u9ad8\u6027\u80fd\u7684\u597d\u65b9\u5411\u3002\u200d<\/p>\n<p>\u4f5c\u4e3a\u4e00\u4e2a\u65b0\u5174\u9886\u57df\uff0cAI \u6a21\u578b\u7684\u67b6\u6784\u8fc7\u53bb\u53d8\u5316\u5f88\u5927\u3002\u4f46\u81ea <mark data-type=\"tech_methods\" data-id=\"e8e4513e-695d-49e6-9155-31ae453de372\">GPT-2<\/mark> \u4ee5\u6765\uff0c\u6700\u5148\u8fdb\u7684\u6a21\u578b\u51e0\u4e4e\u90fd\u5728\u4f7f\u7528 Transformer\uff0c\u4ece OpenAI \u7684 GPT \u7cfb\u5217\u3001\u8c37\u6b4c\u7684 PaLM\u3001Facebook \u7684 LLaMa\uff0c\u518d\u5230\u7279\u65af\u62c9 FSD \u81ea\u52a8\u9a7e\u9a76\u6240\u9700\u7684\u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3c008b08914d4df16609dae2b9b46eed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3c008b08914d4df16609dae2b9b46eed.png\"><\/a><\/p>\n<p>Etched \u7ed9\u6211\u4eec\u7b97\u4e86\u4e00\u7b14\u8d26\uff1a\u82af\u7247\u9879\u76ee\u7684\u6210\u672c\u4e3a 5000 \u4e07\u81f3 1 \u4ebf\u7f8e\u5143\uff0c\u9700\u8981\u6570\u5e74\u65f6\u95f4\u624d\u80fd\u6295\u5165\u751f\u4ea7\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5f53\u6a21\u578b\u8bad\u7ec3\u6210\u672c\u8d85\u8fc7 10 \u4ebf\u7f8e\u5143\u3001\u63a8\u7406\u6210\u672c\u8d85\u8fc7 100 \u4ebf\u7f8e\u5143\u65f6\uff0c\u4f7f\u7528\u4e13\u7528\u82af\u7247\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002\u5728\u8fd9\u79cd\u4ea7\u4e1a\u89c4\u6a21\u4e0b\uff0c1% \u7684\u6539\u8fdb\u5c31\u80fd\u64ac\u52a8\u786c\u4ef6\u67b6\u6784\u7684\u66f4\u65b0\u3002<\/p>\n<p><strong>\u901f\u5ea6\u8d85 H100 20 \u500d\uff0cFLOPS \u5229\u7528\u7387\u8d85 90%<\/strong><\/p>\n<p>\u4f5c\u4e3a\u4e16\u754c\u4e0a\u9996\u6b3e transformer ASIC\uff08\u5e94\u7528\u578b<mark data-type=\"concepts\" data-id=\"401c3596-042a-4410-8ae6-3ed28f7445d3\">\u4e13\u7528\u96c6\u6210\u7535\u8def<\/mark>\uff09\u82af\u7247\uff0c\u4e00\u53f0\u96c6\u6210\u4e86 8 \u5757 Sohu \u7684\u670d\u52a1\u5668\u53ef\u4ee5\u5339\u654c 160 \u5757 H100 GPU\u3002\u4e5f\u5373\uff0cSohu \u7684\u8fd0\u884c\u901f\u5ea6\u662f H100 \u7684 20 \u591a\u500d\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bb2\uff0c\u901a\u8fc7\u4e13\u95e8\u5316\uff0cSohu \u5177\u5907\u4e86\u524d\u6240\u672a\u6709\u7684\u6027\u80fd\u3002\u4e00\u53f0\u96c6\u6210 8 \u5757 Sohu \u82af\u7247\u7684\u670d\u52a1\u5668\u6bcf\u79d2\u53ef\u4ee5\u5904\u7406 50 \u4e07\u7684 Llama 7B tokens\u3002<\/p>\n<p>\u9488\u5bf9 Llama 3 70B \u7684 FP8 \u7cbe\u5ea6<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u663e\u793a\uff1a\u65e0\u7a00\u758f\u6027\u30018 \u500d\u6a21\u578b\u5e76\u884c\u30012048 \u8f93\u5165\u6216 128 \u8f93\u51fa\u957f\u5ea6\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5bf9\u4e8e Llama\u3001Stable Diffusion 3\uff0cSohu \u4ec5\u652f\u6301 transformer \u63a8\u7406\u3002Sohu \u652f\u6301\u4e86\u5f53\u524d\u8c37\u6b4c\u3001Meta\u3001\u5fae\u8f6f\u3001OpenAI\u3001Anthropic \u7b49\u5404\u5bb6\u7684\u6a21\u578b\uff0c\u672a\u6765\u8fd8\u4f1a\u9002\u914d\u6a21\u578b\u8c03\u6574\u3002<\/p>\n<p>\u7531\u4e8e Sohu \u4ec5\u80fd\u8fd0\u884c\u4e00\u79cd\u7b97\u6cd5\uff0c\u56e0\u6b64\u53ef\u4ee5\u5220\u9664\u7edd\u5927\u591a\u6570\u63a7\u5236\u6d41<mark data-type=\"concepts\" data-id=\"95a97f4b-79d2-4bbc-91ae-300f074dff9f\">\u903b\u8f91<\/mark>\uff0c\u4ece\u800c\u5141\u8bb8\u62e5\u6709\u66f4\u591a\u6570\u5b66\u5757\u3002\u4e5f\u56e0\u6b64\uff0cSohu \u5b9e\u73b0\u4e86 90% \u4ee5\u4e0a\u7684 FLOPS \u5229\u7528\u7387\uff0c\u800c\u4f7f\u7528 TRT-LLM \u7684 GPU \u7ea6\u4e3a 30%\u3002<\/p>\n<p><strong>Sohu \u4e3a\u4f55\u80fd\u8f93\u51fa\u66f4\u591a FLOPS\uff1f<\/strong><\/p>\n<p>\u82f1\u4f1f\u8fbe H200 \u652f\u6301 989 TFLOPS \u7684 FP16\/BF16 \u8ba1\u7b97\u80fd\u529b\uff0c\u5e76\u4e14\u6ca1\u6709\u7a00\u758f\u6027\u3002\u8fd9\u662f\u5f53\u524d\u6700\u5148\u8fdb\u7684\u82af\u7247\uff0c\u800c 2025 \u5e74\u63a8\u51fa\u7684 GB200 \u5c06\u5728\u8ba1\u7b97\u80fd\u529b\u4e0a\u63d0\u5347 25%\uff0c\u652f\u6301 1250 TFLOPS\u3002<\/p>\n<p>\u7531\u4e8e GPU \u7684\u7edd\u5927\u90e8\u5206\u533a\u57df\u90fd\u662f\u53ef\u7f16\u7a0b\u7684\uff0c\u56e0\u6b64\u4e13\u6ce8\u4e8e transformer \u4f1a\u5bb9\u7eb3\u66f4\u591a\u7684\u8ba1\u7b97\u3002\u8fd9\u53ef\u4ee5\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u4e2d\u8bc1\u660e\uff1a<\/p>\n<p>\u6784\u5efa\u5355\u4e2a FP16\/BF16\/FP8 \u4e58\u52a0\u7535\u8def\u9700\u8981 10000 \u4e2a\u6676\u4f53\u7ba1\uff0c\u8fd9\u662f\u6240\u6709\u77e9\u9635\u6570\u5b66\u7684\u57fa\u77f3\u3002H100 SXM \u62e5\u6709 528 \u4e2a<mark data-type=\"concepts\" data-id=\"64cc669a-900a-449c-ac73-f71d0e91fc86\">\u5f20\u91cf<\/mark>\u6838\u5fc3\uff0c\u6bcf\u4e2a\u6838\u5fc3\u62e5\u6709 4\u00d7 8 \u00d7 16 FMA \u7535\u8def\u3002\u4e58\u6cd5\u544a\u8bc9\u6211\u4eec\uff1aH100 \u6709 27 \u4ebf\u4e2a\u6676\u4f53\u7ba1\u7528\u4e8e<mark data-type=\"concepts\" data-id=\"64cc669a-900a-449c-ac73-f71d0e91fc86\">\u5f20\u91cf<\/mark>\u6838\u5fc3\u3002<\/p>\n<p>\u4f46\u662f\uff0cH100 \u5374\u6709 800 \u4ebf\u4e2a\u6676\u4f53\u7ba1\u3002\u8fd9\u610f\u5473\u7740 H100 GPU \u4e0a\u53ea\u6709 3.3% \u7684\u6676\u4f53\u7ba1\u7528\u4e8e\u77e9\u9635\u4e58\u6cd5\u3002\u8fd9\u662f\u82f1\u4f1f\u8fbe\u548c\u5176\u4ed6\u82af\u7247\u5382\u5546\u7ecf\u8fc7\u6df1\u601d\u719f\u8651\u7684\u8bbe\u8ba1\u51b3\u5b9a\u3002\u5982\u679c\u4f60\u60f3\u652f\u6301\u6240\u6709\u7c7b\u578b\u7684\u6a21\u578b\uff08CNN\u3001LSTM\u3001SSM \u7b49\uff09\uff0c\u90a3\u4e48\u6ca1\u6709\u6bd4\u8fd9\u66f4\u597d\u7684\u4e86\u3002<\/p>\n<p>\u800c\u901a\u8fc7\u4ec5\u8fd0\u884c transformer\uff0cEtched \u53ef\u4ee5\u8ba9 Sohu \u82af\u7247\u8f93\u51fa\u66f4\u591a\u7684 FLOPS\uff0c\u4e14\u9700\u8981\u964d\u4f4e\u7cbe\u5ea6\u6216\u7a00\u758f\u6027\u3002<\/p>\n<p><strong>\u5185\u5b58\u5e26\u5bbd\u4e5f\u4e0d\u662f\u74f6\u9888<\/strong><\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u5bf9\u4e8e\u50cf Llama 3 \u8fd9\u6837\u7684\u6a21\u578b\uff0c\u60c5\u51b5\u5e76\u975e\u5982\u6b64\u3002<\/p>\n<p>\u6211\u4eec\u4ee5\u82f1\u4f1f\u8fbe\u548c <mark data-type=\"institutions\" data-id=\"59257b4b-235a-4864-a37b-956cede3debf\">AMD<\/mark> \u7684\u6807\u51c6<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e3a\u4f8b\uff1a2048 \u4e2a\u8f93\u5165 token \u548c 128 \u4e2a\u8f93\u51fa token\u3002\u5927\u591a\u6570 AI \u4ea7\u54c1\u7684 prompt \u66f4\u957f\uff0c\u6bd4\u5982\u6700\u65b0\u7684 Claude <mark data-type=\"tech_tasks\" data-id=\"b0ce5f76-6a3f-4248-8447-6215a4e416e2\">\u804a\u5929\u673a\u5668\u4eba<\/mark>\u5728\u7cfb\u7edf prompt \u4e2d\u62e5\u6709 1000+tokens\u3002<\/p>\n<p>\u5728 Sohu \u4e0a\uff0c\u63a8\u7406\u662f\u5206 batch \u8fd0\u884c\u7684\u3002\u6bcf\u4e2a batch \u90fd\u9700\u8981\u52a0\u8f7d\u6240\u6709\u6a21\u578b<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u4e00\u6b21\uff0c\u5e76\u5728 batch \u7684\u6bcf\u4e2a token \u4e2d\u91cd\u590d\u4f7f\u7528\u3002\u901a\u5e38\u6765\u8bf4\uff0cLLM \u8f93\u5165\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\u7684\uff0c\u800c LLM \u8f93\u51fa\u662f\u5185\u5b58\u5bc6\u96c6\u578b\u7684\u3002\u5f53\u6211\u4eec\u5c06\u8f93\u5165\u548c\u8f93\u51fa token \u4e0e\u8fde\u7eed batch \u7ed3\u5408\u65f6\uff0c\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u6210\u4e86\u9ad8\u5ea6\u8ba1\u7b97\u5bc6\u96c6\u578b\u3002<\/p>\n<p>\u4ee5\u4e0b\u4e3a LLM \u8fde\u7eed batching \u5904\u7406\u7684\u793a\u4f8b\uff0c\u8fd9\u91cc\u8fd0\u884c\u5177\u6709\u56db\u4e2a\u8f93\u5165 token \u548c\u56db\u4e2a\u8f93\u51fa token \u7684\u5e8f\u5217\u3002\u6bcf\u79cd\u989c\u8272\u4ee3\u8868\u4e0d\u540c\u7684\u5e8f\u5217\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-dcc6840ca4cef3f4e5bab29756725423.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-dcc6840ca4cef3f4e5bab29756725423.png\"><\/a><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u6269\u5c55\u76f8\u540c\u7684\u6280\u5de7\uff0c\u4ece\u800c\u8fd0\u884c\u5177\u6709 2048 \u4e2a\u8f93\u5165 token \u548c 128 \u4e2a\u8f93\u51fa token \u7684 Llama 3 70B\u3002\u6bcf\u4e2a batch \u4e2d\u5305\u542b\u7528\u4e8e\u4e00\u4e2a\u5e8f\u5217\u7684 2048 \u4e2a\u8f93\u5165 token\uff0c\u4ee5\u53ca\u7528\u4e8e 127 \u4e2a\u4e0d\u540c\u5e8f\u5217\u7684 127 \u4e2a\u8f93\u51fa token\u3002<\/p>\n<p>\u5982\u679c\u8fd9\u6837\u505a\u4e86\uff0c\u5219\u6bcf\u4e2a batch \u9700\u8981\u5927\u7ea6 (2048 + 127)\u00d770B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark> \u00d7 \u6bcf\u4e2a<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark> 2 \u5b57\u8282 = 304 TFLOP\uff0c\u800c\u4ec5\u9700\u8981\u52a0\u8f7d 70B <mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark> \u00d7 \u6bcf\u4e2a<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark> 2 \u5b57\u8282 = 140 GB \u7684\u6a21\u578b<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u548c\u5927\u7ea6 127\u00d7 64 \u00d7 8 \u00d7 128 \u00d7 (2048 + 127) \u00d7 2 \u00d7 2 = 72GB \u7684 KV \u7f13\u5b58<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u3002\u8fd9\u6bd4\u5185\u5b58\u5e26\u5bbd\u9700\u8981\u7684\u8ba1\u7b97\u91cf\u591a\u5f97\u591a\uff1aH200 \u9700\u8981 6.8 PFLOPS \u7684\u8ba1\u7b97\u624d\u80fd\u6700\u5927\u5316\u5176\u5185\u5b58\u5e26\u5bbd\u3002\u8fd9\u8fd8\u662f\u5229\u7528\u7387\u4e3a 100% \u7684\u60c5\u51b5\uff0c\u5982\u679c\u5229\u7528\u7387\u4ec5\u4e3a 30%\uff0c\u5219\u9700\u8981 3 \u500d\u4ee5\u4e0a\u7684\u5185\u5b58\u3002<\/p>\n<p>Sohu \u62e5\u6709\u4e86\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b\u4e14\u5229\u7528\u7387\u975e\u5e38\u9ad8\uff0c \u56e0\u6b64\u53ef\u4ee5\u8fd0\u884c\u5de8\u5927\u7684\u541e\u5410\u91cf\uff0c\u800c\u4e0d\u4f1a\u51fa\u73b0\u5185\u5b58\u5e26\u5bbd\u74f6\u9888\u3002<\/p>\n<p><strong>\u8f6f\u4ef6\u5982\u4f55\u5de5\u4f5c<\/strong><\/p>\n<p>\u5728 GPU \u548c TPU \u4e0a\uff0c\u8f6f\u4ef6\u662f\u4e00\u573a\u5669\u68a6\u3002\u5904\u7406\u4efb\u610f CUDA \u548c PyTorch \u4ee3\u7801\u9700\u8981\u6781\u5176\u590d\u6742\u7684\u7f16\u8bd1\u5668\u3002\u7b2c\u4e09\u65b9 AI \u82af\u7247\uff08\u5982 <mark data-type=\"institutions\" data-id=\"59257b4b-235a-4864-a37b-956cede3debf\">AMD<\/mark>\u3001Intel\u3001AWS \u7b49\uff09\u5728\u8f6f\u4ef6\u4e0a\u603b\u5171\u82b1\u8d39\u4e86\u6570\u5341\u4ebf\u7f8e\u5143\uff0c\u4f46\u6536\u6548\u751a\u5fae\u3002<\/p>\n<p>\u800c Sohu \u53ea\u8fd0\u884c transformer\uff0c\u56e0\u6b64\u53ea\u9700\u8981\u4e3a transformer \u7f16\u5199\u8f6f\u4ef6\u3002<\/p>\n<p>\u5927\u591a\u6570\u8fd0\u884c\u5f00\u6e90\u6216\u5185\u90e8\u6a21\u578b\u7684\u516c\u53f8\u90fd\u4f7f\u7528\u7279\u5b9a\u4e8e transformer \u7684\u63a8\u7406\u5e93\uff0c\u6bd4\u5982 TensorRT-LLM\u3001vLLM \u6216 HuggingFace \u7684 TGI\u3002<\/p>\n<p>\u8fd9\u4e9b\u6846\u67b6\u975e\u5e38\u50f5\u5316\uff0c\u867d\u7136\u4f60\u53ef\u4ee5\u8fdb\u884c\u6a21\u578b\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u8c03\u4f18\uff0c\u4f46\u5b9e\u9645\u4e0a\u4e0d\u652f\u6301\u66f4\u6539\u5e95\u5c42\u6a21\u578b\u4ee3\u7801\u3002\u4f46\u8fd9\u6ca1\u5173\u7cfb\uff0c\u56e0\u4e3a\u6240\u6709 transformer \u6a21\u578b\u90fd\u975e\u5e38\u76f8\u4f3c\uff08\u751a\u81f3\u662f\u6587\u672c \/ \u56fe\u50cf \/ \u89c6\u9891\u6a21\u578b\uff09\uff0c\u6240\u4ee5\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u8c03\u4f18\u5c31\u662f\u4f60\u771f\u6b63\u9700\u8981\u7684\u3002<\/p>\n<p>\u867d\u7136 95% \u7684 AI \u516c\u53f8\u662f\u8fd9\u6837\uff0c\u4f46\u4e00\u4e9b\u6700\u5927\u7684 AI \u5b9e\u9a8c\u5ba4\u91c7\u7528\u5b9a\u5236\u65b9\u5f0f\u3002\u4ed6\u4eec\u6709\u5de5\u7a0b\u5e08\u56e2\u961f\u6765\u624b\u52a8\u8c03\u6574 GPU \u6838\u5fc3\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u7684\u5229\u7528\u7387\uff0c\u5e76\u8fdb\u884c<mark data-type=\"tech_methods\" data-id=\"60715cba-d78d-45e4-9f5c-bfdbe702ca0e\">\u9006\u5411\u5de5\u7a0b<\/mark>\u4ee5\u5c06\u5bc4\u5b58\u5668\u5bf9\u6bcf\u4e2a<mark data-type=\"concepts\" data-id=\"64cc669a-900a-449c-ac73-f71d0e91fc86\">\u5f20\u91cf<\/mark>\u6838\u5fc3\u7684\u5ef6\u8fdf\u5c06\u81f3\u6700\u4f4e\u3002<\/p>\n<p>Etched \u8ba9\u6211\u4eec\u4e0d\u9700\u8981\u518d\u8fdb\u884c<mark data-type=\"tech_methods\" data-id=\"60715cba-d78d-45e4-9f5c-bfdbe702ca0e\">\u9006\u5411\u5de5\u7a0b<\/mark>\uff0c\u4ed6\u4eec\u7684\u8f6f\u4ef6\uff08\u4ece\u9a71\u52a8\u7a0b\u5e8f\u3001\u5185\u6838\u5230\u670d\u52a1\u5806\u6808\uff09\u90fd\u5c06\u662f\u5f00\u6e90\u7684\u3002\u5982\u679c\u4f60\u60f3\u5b9e\u73b0\u81ea\u5b9a\u4e49 transformer \u5c42\uff0c\u5219\u5185\u6838\u5411\u5bfc\u53ef\u4ee5\u81ea\u7531\u5730\u8fd9\u6837\u505a\u3002<\/p>\n<p><strong>\u521b\u4e1a\u56e2\u961f\uff1a\u54c8\u4f5b\u8f8d\u5b66\u751f\u9886\u8854<\/strong><\/p>\n<p>Etched \u7684 CEO Gavin Uberti \u544a\u8bc9\u8bb0\u8005\uff1a\u300c\u5982\u679c\u672a\u6765 Transformer \u4e0d\u518d\u662f\u4e3b\u6d41\uff0c\u90a3\u6211\u4eec\u5c31\u4f1a\u706d\u4ea1\u3002\u4f46\u5982\u679c\u5b83\u7ee7\u7eed\u5b58\u5728\uff0c\u6211\u4eec\u5c31\u4f1a\u6210\u4e3a\u6709\u53f2\u4ee5\u6765\u6700\u5927\u7684\u516c\u53f8\u3002\u300d<\/p>\n<p>\u6253\u9020 Sohu \u82af\u7247\u7684 Etched \u4f4d\u4e8e\u52a0\u5dde\u5e93\u6bd4\u8482\u8bfa\uff0c\u516c\u53f8\u6210\u7acb\u4ec5\u4e24\u5e74\uff0c\u76ee\u524d\u56e2\u961f\u53ea\u6709 35 \u4eba\uff0c\u521b\u59cb\u4eba\u662f\u4e00\u5bf9\u54c8\u4f5b\u8f8d\u5b66\u751f Gavin Uberti\uff08\u524d OctoML \u548c\u524d Xnor.ai \u5458\u5de5\uff09\u548c Chris Zhu\uff0c\u4ed6\u4eec\u4e0e Robert Wachen \u548c\u524d\u8d5b\u666e\u62c9\u65af\u534a\u5bfc\u4f53\u516c\u53f8\u9996\u5e2d\u6280\u672f\u5b98 Mark Ross \u4e00\u8d77\uff0c\u4e00\u76f4\u81f4\u529b\u4e8e\u6253\u9020\u4e13\u7528\u4e8e AI \u5927\u6a21\u578b\u7684\u82af\u7247\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-54bc0221268cad5fca57518efd88317e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-54bc0221268cad5fca57518efd88317e.png\"><\/a><\/p>\n<p>\u5728 Sohu \u82af\u7247\u53d1\u5e03\u7684\u540c\u65f6\uff0cEtched \u4e5f\u5ba3\u5e03\u5df2\u5b8c\u6210\u4e86 1.2 \u4ebf\u7f8e\u5143\u7684 A \u8f6e\u878d\u8d44\uff0c\u7531 Primary Venture Partners \u548c Positive Sum Ventures \u5171\u540c\u9886\u6295\u3002Etched \u7684\u603b\u878d\u8d44\u989d\u5df2\u8fbe\u5230 1.2536 \u4ebf\u7f8e\u5143\uff0c\u672c\u8f6e\u878d\u8d44\u7684\u91cd\u8981\u6295\u8d44\u8005\u5305\u62ec Peter Thiel\u3001GitHub \u9996\u5e2d\u6267\u884c\u5b98 Thomas Dohmke\u3001Cruise \u8054\u5408\u521b\u59cb\u4eba Kyle Vogt \u548c Quora \u8054\u5408\u521b\u59cb\u4eba Charlie Cheever\u3002<\/p>\n<p>\u4e0d\u8fc7\u5bf9\u4e8e\u5360\u636e\u8d85\u8fc7 80% AI \u82af\u7247\u5e02\u573a\u4efd\u989d\u7684\u82f1\u4f1f\u8fbe\u6765\u8bf4\uff0c1.2 \u4ebf\u7f8e\u5143\u53ea\u76f8\u5f53\u4e8e\u5b83\u534a\u5929\u7684\u6536\u5165\u3002<\/p>\n<p>\u300c\u6211\u4eec\u5982\u6b64\u5174\u594b\u7684\u539f\u56e0\uff0c\u9009\u62e9\u8f8d\u5b66\u7684\u539f\u56e0\uff0c\u4ee5\u53ca\u6211\u4eec\u53ec\u96c6\u56e2\u961f\uff0c\u6295\u8eab\u82af\u7247\u9879\u76ee\u7684\u539f\u56e0\u5728\u4e8e \u2014\u2014 \u8fd9\u662f\u6700\u91cd\u8981\u7684\u5de5\u4f5c\uff0c\u300dEtched \u8fd0\u8425\u4e3b\u7ba1 Robert Wachen \u8bf4\u9053\u3002\u300c\u6574\u4e2a\u6280\u672f\u7684\u672a\u6765\u5c06\u53d6\u51b3\u4e8e\u7b97\u529b\u57fa\u7840\u8bbe\u65bd\u80fd\u5426\u5b9e\u73b0\u5927\u89c4\u6a21\u3002\u300d<\/p>\n<p>Uberti \u58f0\u79f0\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u5df2\u6709\u533f\u540d\u5ba2\u6237\u9884\u8ba2\u4e86\u300c\u6570\u5343\u4e07\u7f8e\u5143\u300d\u7684\u786c\u4ef6\uff0c\u9884\u8ba1\u5728\u4eca\u5e74\u4e09\u5b63\u5ea6\uff0cSohu \u5c06\u63a8\u5411\u5e02\u573a\u3002<\/p>\n<p>\u672a\u6765\u771f\u7684\u5982 Uberti \u6240\u8bf4\uff0c\u53ea\u6709\u5728 Sohu \u8fd9\u6837\u7684\u82af\u7247\u4e0a\uff0c<mark data-type=\"tech_tasks\" data-id=\"29c7c16c-acac-4bc9-87f4-279f97bf02fc\">\u89c6\u9891\u751f\u6210<\/mark>\u3001\u97f3\u9891\u751f\u6210\u3001\u5177\u8eab\u667a\u80fd\u7b49\u6280\u672f\u624d\u80fd\u771f\u6b63\u843d\u5730\u5417\uff1f<\/p>\n<p><em><sup>\u53c2\u8003\u5185\u5bb9\uff1a<\/sup><\/em><\/p>\n<p><sup><em>https:\/\/www.etched.com\/announcing-etched<\/em><\/sup><\/p>\n<p><sup><em>https:\/\/twitter.com\/Etched\/status\/1805625693113663834<\/em><\/sup><\/p>\n<p><sup><em>https:\/\/www.cnbc.com\/2024\/06\/25\/etched-raises-120-million-to-build-chip-to-take-on-nvidia-in-ai.html<\/em><\/sup><\/p>\n<p><em><sup>https:\/\/techcrunch.com\/2024\/06\/25\/etched-is-building-an-ai-chip-that-only-runs-transformer-models\/<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-26-5\" 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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