{"id":19207,"date":"2024-03-06T15:25:26","date_gmt":"2024-03-06T07:25:26","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=19207"},"modified":"2024-03-06T15:25:26","modified_gmt":"2024-03-06T07:25:26","slug":"%e5%90%91%e8%8b%b1%e4%bc%9f%e8%be%be%e5%8f%91%e8%b5%b7%e6%8c%91%e6%88%98%e7%9a%84groq%e6%98%af%e4%bb%80%e4%b9%88%e6%9d%a5%e5%a4%b4%ef%bc%9f%e7%ae%80%e5%8d%95%e7%a7%91%e6%99%ae%e6%96%b0%e5%9e%8bai","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/03\/06\/19207\/","title":{"rendered":"\u5411\u82f1\u4f1f\u8fbe\u53d1\u8d77\u6311\u6218\u7684Groq\u662f\u4ec0\u4e48\u6765\u5934\uff1f\u7b80\u5355\u79d1\u666e\u65b0\u578bAI\u82af\u7247LPU"},"content":{"rendered":"<div class=\"article-desc\">\u4e00\u5bb6\u540d\u4e3a Groq \u7684\u521d\u521b\u516c\u53f8\u5f00\u53d1\u51fa\u4e86\u4e00\u79cd\u65b0\u7684 AI \u5904\u7406\u5668 \u2014\u2014LPU\uff08Language Processing Unit\uff09\uff0c\u5176\u63a8\u7406\u901f\u5ea6\u76f8\u8f83\u4e8e\u82f1\u4f1f\u8fbe GPU 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title=\"\u56fe\u7247\" \/><\/p>\n<p>\u6b64\u5916\uff0c\u5b83\u8fd8\u5728 Mixtral \u4e2d\u5c55\u793a\u4e86\u81ea\u5df1\u7684\u5b9e\u529b\uff0c\u5b9e\u73b0\u4e86\u6bcf\u4e2a\u7528\u6237\u6bcf\u79d2\u8fd1 500 \u4e2a token\u3002<\/p>\n<p>\u8fd9\u4e00\u7a81\u7834\u51f8\u663e\u4e86\u8ba1\u7b97\u6a21\u5f0f\u7684\u6f5c\u5728\u8f6c\u53d8\uff0c\u5373\u5728\u5904\u7406\u57fa\u4e8e\u8bed\u8a00\u7684\u4efb\u52a1\u65f6\uff0cLPU \u53ef\u4ee5\u63d0\u4f9b\u4e00\u79cd\u4e13\u4e1a\u5316\u3001\u66f4\u9ad8\u6548\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u6311\u6218\u4f20\u7edf\u4e0a\u5360\u4e3b\u5bfc\u5730\u4f4d\u7684 GPU\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u539f\u963f\u91cc\u6280\u672f\u526f\u603b\u88c1\u3001Lepton AI \u521b\u59cb\u4eba\u8d3e\u626c\u6e05\u53d1\u6587\u5206\u6790\u79f0\uff0cGroq \u7684\u5b9e\u9645\u90e8\u7f72\u6210\u672c\u53ef\u80fd\u8fdc\u9ad8\u4e8e\u9884\u671f\u3002\u56e0\u4e3a Groq \u7684\u5185\u5b58\u5bb9\u91cf\u8f83\u5c0f\uff0c\u8fd0\u884c\u540c\u4e00\u6a21\u578b\uff08LLaMA 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\u4e0d\u591f\u901a\u7528\u4e5f\u662f\u4e00\u5927\u5f31\u70b9\uff0c\u8fd9\u4f7f\u5f97\u5b83\u77ed\u671f\u5185\u5f88\u96be\u64bc\u52a8\u82f1\u4f1f\u8fbe GPU \u7684\u5730\u4f4d\u3002<\/p>\n<p><img data-dominant-color=\"2a343e\" data-has-transparency=\"false\" style=\"--dominant-color: #2a343e;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19210\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/48a4fd7743f34d87897043f3f99f44b116d017.png\" width=\"1080\" height=\"1063\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/48a4fd7743f34d87897043f3f99f44b116d017.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/48a4fd7743f34d87897043f3f99f44b116d017-300x295.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/48a4fd7743f34d87897043f3f99f44b116d017-1024x1008.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/48a4fd7743f34d87897043f3f99f44b116d017-150x148.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/48a4fd7743f34d87897043f3f99f44b116d017-768x756.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u4e0b\u6587\u5c06\u4ecb\u7ecd\u4e0e LPU \u6709\u5173\u7684\u4e00\u7cfb\u5217\u77e5\u8bc6\u3002<\/p>\n<h4>LPU \u662f\u4ec0\u4e48\uff1f<\/h4>\n<p>\u7a76\u7adf\u4ec0\u4e48\u662f LPU\uff1f\u5b83\u7684\u8fd0\u4f5c\u673a\u5236\u662f\u600e\u6837\u7684\uff1fGroq \u8fd9\u5bb6\u516c\u53f8\u662f\u4ec0\u4e48\u6765\u5934\uff1f<\/p>\n<p>\u6839\u636e Groq \u5b98\u7f51\u4ecb\u7ecd\uff0cLPU \u662f\u300clanguage processing units\uff08\u8bed\u8a00\u5904\u7406\u5355\u5143\uff09\u300d\u7684\u7f29\u5199\u3002\u5b83\u662f\u300c\u4e00\u79cd\u65b0\u578b\u7aef\u5230\u7aef\u5904\u7406\u5355\u5143\u7cfb\u7edf\uff0c\u53ef\u4e3a\u4eba\u5de5\u667a\u80fd\u8bed\u8a00\u5e94\u7528\u7b49\u5177\u6709\u5e8f\u5217\u6210\u5206\u7684\u8ba1\u7b97\u5bc6\u96c6\u578b\u5e94\u7528\u63d0\u4f9b\u6700\u5feb\u7684\u63a8\u7406\u300d\u3002<\/p>\n<p><img data-dominant-color=\"f4bcb3\" data-has-transparency=\"false\" style=\"--dominant-color: #f4bcb3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19211\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b6d104d0057d8384c35587c0581ce0eda8ce7e.png\" width=\"1080\" height=\"105\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b6d104d0057d8384c35587c0581ce0eda8ce7e.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b6d104d0057d8384c35587c0581ce0eda8ce7e-300x29.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b6d104d0057d8384c35587c0581ce0eda8ce7e-1024x100.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b6d104d0057d8384c35587c0581ce0eda8ce7e-150x15.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b6d104d0057d8384c35587c0581ce0eda8ce7e-768x75.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8fd8\u8bb0\u5f97 2016 \u5e74 AlphaGo \u51fb\u8d25\u4e16\u754c\u51a0\u519b\u674e\u4e16\u77f3\u7684\u90a3\u573a\u5386\u53f2\u6027\u56f4\u68cb\u6bd4\u8d5b\u5417\uff1f\u6709\u8da3\u7684\u662f\uff0c\u5728\u4ed6\u4eec\u5bf9\u51b3\u7684\u4e00\u4e2a\u6708\u524d\uff0cAlphaGo \u8f93\u6389\u4e86\u4e00\u573a\u7ec3\u4e60\u8d5b\u3002\u5728\u6b64\u4e4b\u540e\uff0cDeepMind \u56e2\u961f\u5c06 AlphaGo \u8f6c\u79fb\u5230 TPU \u4e0a\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u5b83\u7684\u6027\u80fd\uff0c\u4ece\u800c\u4ee5\u8f83\u5927\u4f18\u52bf\u53d6\u5f97\u4e86\u80dc\u5229\u3002<\/p>\n<p>\u8fd9\u4e00\u523b\u663e\u793a\u4e86\u5904\u7406\u80fd\u529b\u5728\u5145\u5206\u91ca\u653e\u590d\u6742\u8ba1\u7b97\u6f5c\u80fd\u65b9\u9762\u7684\u5173\u952e\u4f5c\u7528\u3002\u8fd9\u6fc0\u52b1\u4e86\u6700\u521d\u5728\u8c37\u6b4c\u9886\u5bfc TPU \u9879\u76ee\u7684 Jonathan Ross\uff0c\u4ed6\u4e8e 2016 \u5e74\u6210\u7acb\u4e86 Groq \u516c\u53f8\uff0c\u5e76\u7531\u6b64\u5f00\u53d1\u51fa\u4e86 LPU\u3002LPU \u7ecf\u8fc7\u72ec\u7279\u8bbe\u8ba1\uff0c\u53ef\u8fc5\u901f\u5904\u7406\u57fa\u4e8e\u8bed\u8a00\u7684\u64cd\u4f5c\u3002\u4e0e\u540c\u65f6\u5904\u7406\u591a\u9879\u4efb\u52a1\uff08\u5e76\u884c\u5904\u7406\uff09\u7684\u4f20\u7edf\u82af\u7247\u4e0d\u540c\uff0cLPU \u662f\u6309\u987a\u5e8f\u5904\u7406\u4efb\u52a1\uff08\u5e8f\u5217\u5904\u7406\uff09\uff0c\u56e0\u6b64\u5728\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u65b9\u9762\u975e\u5e38\u6709\u6548\u3002<\/p>\n<p><img data-dominant-color=\"f5f4f4\" data-has-transparency=\"false\" style=\"--dominant-color: #f5f4f4;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19212\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/f73cf3180da240f112c220864525b742b4a9fd.png\" width=\"1080\" height=\"1014\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/f73cf3180da240f112c220864525b742b4a9fd.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/f73cf3180da240f112c220864525b742b4a9fd-300x282.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/f73cf3180da240f112c220864525b742b4a9fd-1024x961.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/f73cf3180da240f112c220864525b742b4a9fd-150x141.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/f73cf3180da240f112c220864525b742b4a9fd-768x721.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff0c\u5728\u63a5\u529b\u8d5b\u4e2d\uff0c\u6bcf\u4e2a\u53c2\u8d5b\u8005\uff08\u82af\u7247\uff09\u90fd\u5c06\u63a5\u529b\u68d2\uff08\u6570\u636e\uff09\u4ea4\u7ed9\u4e0b\u4e00\u4e2a\u4eba\uff0c\u4ece\u800c\u5927\u5927\u52a0\u5feb\u4e86\u6bd4\u8d5b\u8fdb\u7a0b\u3002LPU \u7684\u5177\u4f53\u76ee\u6807\u662f\u89e3\u51b3\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u5728\u8ba1\u7b97\u5bc6\u5ea6\u548c\u5185\u5b58\u5e26\u5bbd\u65b9\u9762\u7684\u53cc\u91cd\u6311\u6218\u3002<\/p>\n<p>Groq \u4ece\u4e00\u5f00\u59cb\u5c31\u91c7\u53d6\u4e86\u521b\u65b0\u6218\u7565\uff0c\u5c06\u8f6f\u4ef6\u548c\u7f16\u8bd1\u5668\u7684\u521b\u65b0\u653e\u5728\u786c\u4ef6\u5f00\u53d1\u4e4b\u524d\u3002\u8fd9\u79cd\u65b9\u6cd5\u786e\u4fdd\u4e86\u7f16\u7a0b\u80fd\u591f\u5f15\u5bfc\u82af\u7247\u95f4\u7684\u901a\u4fe1\uff0c\u4fc3\u8fdb\u5b83\u4eec\u534f\u8c03\u9ad8\u6548\u5730\u8fd0\u884c\uff0c\u5c31\u50cf\u751f\u4ea7\u7ebf\u4e0a\u8fd0\u8f6c\u826f\u597d\u7684\u673a\u5668\u4e00\u6837\u3002<\/p>\n<p>\u56e0\u6b64\uff0cLPU \u5728\u5feb\u901f\u9ad8\u6548\u5730\u7ba1\u7406\u8bed\u8a00\u4efb\u52a1\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u975e\u5e38\u9002\u5408\u9700\u8981\u6587\u672c\u89e3\u91ca\u6216\u751f\u6210\u7684\u5e94\u7528\u3002\u8fd9\u4e00\u7a81\u7834\u4f7f\u7cfb\u7edf\u4e0d\u4ec5\u5728\u901f\u5ea6\u4e0a\u8d85\u8d8a\u4e86\u4f20\u7edf\u914d\u7f6e\uff0c\u800c\u4e14\u5728\u6210\u672c\u6548\u76ca\u548c\u964d\u4f4e\u80fd\u8017\u65b9\u9762\u4e5f\u66f4\u80dc\u4e00\u7b79\u3002\u8fd9\u79cd\u8fdb\u6b65\u5bf9\u91d1\u878d\u3001\u653f\u5e9c\u548c\u6280\u672f\u7b49\u884c\u4e1a\u5177\u6709\u91cd\u8981\u610f\u4e49\uff0c\u56e0\u4e3a\u5728\u8fd9\u4e9b\u884c\u4e1a\u4e2d\uff0c\u5feb\u901f\u548c\u7cbe\u786e\u7684\u6570\u636e\u5904\u7406\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h4>LPU \u6eaf\u6e90<\/h4>\n<p>\u5982\u679c\u60f3\u8981\u6df1\u5165\u4e86\u89e3 LPU \u7684\u67b6\u6784\uff0c\u53ef\u4ee5\u53bb\u8bfb Groq \u53d1\u8868\u7684\u4e24\u7bc7\u8bba\u6587\u3002<\/p>\n<p>\u7b2c\u4e00\u7bc7\u662f 2020 \u5e74\u7684\u300aThink Fast: A Tensor Streaming Processor (TSP) for Accelerating Deep Learning Workloads\u300b\u3002\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0cGroq \u4ecb\u7ecd\u4e86\u4e00\u79cd\u540d\u4e3a TSP \u7684\u67b6\u6784\uff0c\u8fd9\u662f\u4e00\u79cd\u529f\u80fd\u5206\u7247\u5fae\u67b6\u6784\uff0c\u5176\u5185\u5b58\u5355\u5143\u4e0e\u5411\u91cf\u548c\u77e9\u9635\u6df1\u5ea6\u5b66\u4e60\u529f\u80fd\u5355\u5143\u4ea4\u9519\u6392\u5217\uff0c\u4ee5\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u8fd0\u7b97\u7684\u6570\u636e\u6d41\u5c40\u90e8\u6027\u3002<\/p>\n<p><img data-dominant-color=\"f0f0f0\" data-has-transparency=\"false\" style=\"--dominant-color: #f0f0f0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19213\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/13a1bae11844f36e43a068bf5c27c548ba2abd.png\" width=\"1080\" height=\"530\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/13a1bae11844f36e43a068bf5c27c548ba2abd.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/13a1bae11844f36e43a068bf5c27c548ba2abd-300x147.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/13a1bae11844f36e43a068bf5c27c548ba2abd-1024x503.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/13a1bae11844f36e43a068bf5c27c548ba2abd-150x74.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/13a1bae11844f36e43a068bf5c27c548ba2abd-768x377.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/wow.groq.com\/wp-content\/uploads\/2020\/06\/ISCA-TSP.pdf<\/p>\n<p>\u7b2c\u4e8c\u7bc7\u662f 2022 \u5e74\u7684\u300aA Software-defined Tensor Streaming Multiprocessor for Large-scale Machine Learning\u300b\u3002\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0cGroq \u4ecb\u7ecd\u4e86\u7528\u4e8e TSP \u5143\u4ef6\u5927\u89c4\u6a21\u4e92\u8fde\u7f51\u7edc\u7684\u65b0\u578b\u5546\u7528\u8f6f\u4ef6\u5b9a\u4e49\u65b9\u6cd5\u3002\u7cfb\u7edf\u67b6\u6784\u5305\u62ec TSP \u4e92\u8fde\u7f51\u7edc\u7684\u6253\u5305\u3001\u8def\u7531\u548c\u6d41\u91cf\u63a7\u5236\u3002<\/p>\n<p><img data-dominant-color=\"f1f1f1\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f1f1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19214\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b3c33dd22023cb22ffa83987769976b7a03289.png\" width=\"1080\" height=\"539\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b3c33dd22023cb22ffa83987769976b7a03289.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b3c33dd22023cb22ffa83987769976b7a03289-300x150.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b3c33dd22023cb22ffa83987769976b7a03289-1024x511.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b3c33dd22023cb22ffa83987769976b7a03289-150x75.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/b3c33dd22023cb22ffa83987769976b7a03289-768x383.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/wow.groq.com\/wp-content\/uploads\/2024\/02\/GroqISCAPaper2022_ASoftwareDefinedTensorStreamingMultiprocessorForLargeScaleMachineLearning.pdf<\/p>\n<p>\u5728 Groq \u7684\u8bcd\u5178\u4e2d\uff0c\u300cLPU\u300d\u4f3c\u4e4e\u662f\u4e00\u4e2a\u8f83\u65b0\u7684\u672f\u8bed\uff0c\u56e0\u4e3a\u5728\u8fd9\u4e24\u7bc7\u8bba\u6587\u4e2d\u90fd\u6ca1\u6709\u51fa\u73b0\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u73b0\u5728\u8fd8\u4e0d\u662f\u629b\u5f03 GPU \u7684\u65f6\u5019\u3002\u56e0\u4e3a\u5c3d\u7ba1 LPU \u64c5\u957f\u63a8\u7406\u4efb\u52a1\uff0c\u80fd\u6beb\u4e0d\u8d39\u529b\u5730\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u5e94\u7528\u5230\u65b0\u6570\u636e\u4e2d\uff0c\u4f46 GPU \u5728\u6a21\u578b\u8bad\u7ec3\u9636\u6bb5\u4ecd\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002LPU \u548c GPU \u4e4b\u95f4\u7684\u534f\u540c\u4f5c\u7528\u53ef\u5728\u4eba\u5de5\u667a\u80fd\u786c\u4ef6\u9886\u57df\u5f62\u6210\u5f3a\u5927\u7684\u5408\u4f5c\u4f19\u4f34\u5173\u7cfb\uff0c\u4e8c\u8005\u90fd\u80fd\u5728\u5176\u7279\u5b9a\u9886\u57df\u53d1\u6325\u4e13\u957f\u548c\u9886\u5148\u5730\u4f4d\u3002<\/p>\n<h4>LPU vs GPU<\/h4>\n<p>\u8ba9\u6211\u4eec\u6bd4\u8f83\u4e00\u4e0b LPU \u548c GPU\uff0c\u4ee5\u4fbf\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u5b83\u4eec\u5404\u81ea\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\u3002<\/p>\n<p><strong>\u7528\u9014\u5e7f\u6cdb\u7684 GPU<\/strong><\/p>\n<p>\u56fe\u5f62\u5904\u7406\u5355\u5143\uff08GPU\uff09\u5df2\u7ecf\u8d85\u8d8a\u4e86\u5176\u6700\u521d\u7528\u4e8e\u6e32\u67d3\u89c6\u9891\u6e38\u620f\u56fe\u5f62\u7684\u8bbe\u8ba1\u76ee\u7684\uff0c\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u7684\u5173\u952e\u8981\u7d20\u3002\u5b83\u4eec\u7684\u67b6\u6784\u662f\u5e76\u884c\u5904\u7406\u80fd\u529b\u7684\u706f\u5854\uff0c\u53ef\u540c\u65f6\u6267\u884c\u6570\u5343\u4e2a\u4efb\u52a1\u3002<\/p>\n<p>\u8fd9\u4e00\u7279\u6027\u5bf9\u90a3\u4e9b\u9700\u8981\u5e76\u884c\u5316\u7684\u7b97\u6cd5\u5c24\u4e3a\u6709\u5229\uff0c\u53ef\u6709\u6548\u52a0\u901f\u4ece\u590d\u6742\u6a21\u62df\u5230\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u7684\u5404\u79cd\u4efb\u52a1\u3002<\/p>\n<p>GPU \u7684\u591a\u529f\u80fd\u6027\u662f\u53e6\u4e00\u4e2a\u503c\u5f97\u79f0\u9053\u7684\u7279\u70b9\uff1b\u5b83\u80fd\u719f\u7ec3\u5904\u7406\u5404\u79cd\u4efb\u52a1\uff0c\u4e0d\u4ec5\u9650\u4e8e\u4eba\u5de5\u667a\u80fd\uff0c\u8fd8\u5305\u62ec\u6e38\u620f\u548c\u89c6\u9891\u6e32\u67d3\u3002\u5b83\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\u5927\u5927\u52a0\u5feb\u4e86 ML \u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u9636\u6bb5\uff0c\u663e\u793a\u51fa\u663e\u8457\u7684\u901f\u5ea6\u4f18\u52bf\u3002<\/p>\n<p>\u7136\u800c\uff0cGPU \u5e76\u975e\u6ca1\u6709\u5c40\u9650\u6027\u3002\u5b83\u7684\u9ad8\u6027\u80fd\u662f\u4ee5\u5927\u91cf\u80fd\u8017\u4e3a\u4ee3\u4ef7\u7684\uff0c\u8fd9\u7ed9\u80fd\u6548\u5e26\u6765\u4e86\u6311\u6218\u3002\u6b64\u5916\uff0cGPU \u7684\u901a\u7528\u8bbe\u8ba1\u867d\u7136\u7075\u6d3b\uff0c\u4f46\u5e76\u4e0d\u603b\u80fd\u4e3a\u7279\u5b9a\u7684\u4eba\u5de5\u667a\u80fd\u4efb\u52a1\u63d0\u4f9b\u6700\u9ad8\u6548\u7387\uff0c\u8fd9\u4e5f\u6697\u793a\u4e86\u5176\u5728\u4e13\u4e1a\u5e94\u7528\u4e2d\u6f5c\u5728\u7684\u4f4e\u6548\u95ee\u9898\u3002<\/p>\n<p><strong>\u64c5\u957f\u8bed\u8a00\u5904\u7406\u7684 LPU<\/strong><\/p>\n<p>\u8bed\u8a00\u5904\u7406\u5355\u5143\uff08LPU\uff09\u4ee3\u8868\u4e86 AI \u5904\u7406\u5668\u6280\u672f\u7684\u6700\u524d\u6cbf\uff0c\u5176\u8bbe\u8ba1\u7406\u5ff5\u6df1\u6df1\u690d\u6839\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\u3002\u4e0e GPU \u4e0d\u540c\uff0cLPU \u9488\u5bf9\u5e8f\u5217\u5904\u7406\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u8fd9\u662f\u51c6\u786e\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u7684\u5fc5\u8981\u6761\u4ef6\u3002\u8fd9\u79cd\u4e13\u4e1a\u5316\u8d4b\u4e88\u4e86 LPU \u5728 NLP \u5e94\u7528\u4e2d\u7684\u5353\u8d8a\u6027\u80fd\uff0c\u4f7f\u5176\u5728\u7ffb\u8bd1\u548c\u5185\u5bb9\u751f\u6210\u7b49\u4efb\u52a1\u4e2d\u8d85\u8d8a\u4e86\u901a\u7528\u5904\u7406\u5668\u3002LPU \u5904\u7406\u8bed\u8a00\u6a21\u578b\u7684\u6548\u7387\u975e\u5e38\u7a81\u51fa\uff0c\u6709\u53ef\u80fd\u51cf\u5c11 NLP \u4efb\u52a1\u7684\u65f6\u95f4\u548c\u80fd\u6e90\u6d88\u8017\u3002<\/p>\n<p>\u7136\u800c\uff0cLPU \u7684\u4e13\u4e1a\u5316\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u867d\u7136\u5b83\u4eec\u5728\u8bed\u8a00\u5904\u7406\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u5e94\u7528\u8303\u56f4\u8f83\u7a84\u3002\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5728\u66f4\u5e7f\u6cdb\u7684 AI \u4efb\u52a1\u8303\u56f4\u5185\u7684\u901a\u7528\u6027\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u65b0\u5174\u6280\u672f\uff0cLPU \u8fd8\u6ca1\u6709\u5f97\u5230\u793e\u533a\u7684\u5e7f\u6cdb\u652f\u6301\uff0c\u53ef\u7528\u6027\u4e5f\u9762\u4e34\u6311\u6218\u3002\u4e0d\u8fc7\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u548c\u8be5\u6280\u672f\u9010\u6b65\u88ab\u91c7\u7528\uff0c\u8fd9\u4e9b\u5dee\u8ddd\u53ef\u80fd\u5728\u672a\u6765\u5f97\u5230\u5f25\u8865\u3002<\/p>\n<p><img data-dominant-color=\"f9f9f9\" data-has-transparency=\"false\" style=\"--dominant-color: #f9f9f9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-19215\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/449b85a82c68f26abf2502bd7ce0fd051a98c2.png\" width=\"1080\" height=\"576\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/449b85a82c68f26abf2502bd7ce0fd051a98c2.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/449b85a82c68f26abf2502bd7ce0fd051a98c2-300x160.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/449b85a82c68f26abf2502bd7ce0fd051a98c2-1024x546.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/449b85a82c68f26abf2502bd7ce0fd051a98c2-150x80.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/03\/449b85a82c68f26abf2502bd7ce0fd051a98c2-768x410.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h4>Groq LPU \u4f1a\u6539\u53d8\u4eba\u5de5\u667a\u80fd\u63a8\u7406\u7684\u672a\u6765\u5417\uff1f<\/h4>\n<p>\u56f4\u7ed5 LPU \u4e0e GPU \u7684\u4e89\u8bba\u8d8a\u6765\u8d8a\u591a\u3002\u53bb\u5e74\u5e74\u5e95\uff0cGroq 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