{"id":5576,"date":"2025-01-22T13:32:37","date_gmt":"2025-01-22T05:32:37","guid":{"rendered":"https:\/\/nullthought.net\/?p=5576"},"modified":"2025-07-24T15:34:46","modified_gmt":"2025-07-24T07:34:46","slug":"%e5%9f%ba%e4%ba%8e%e7%8e%b0%e5%9c%ba%e5%8f%af%e7%bc%96%e7%a8%8b%e9%97%a8%e9%98%b5%e5%88%97%ef%bc%88fpga%ef%bc%89%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%ef%bc%88ml%ef%bc%89%e5%8a%a0%e9%80%9f%e5%99%a8","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5576","title":{"rendered":"\u57fa\u4e8e\u73b0\u573a\u53ef\u7f16\u7a0b\u95e8\u9635\u5217\uff08FPGA\uff09\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u52a0\u901f\u5668\u7684\u7814\u7a76\u73b0\u72b6\u53ca\u53d1\u5c55\u8d8b\u52bf"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/www.arxiv.org\/abs\/2412.15666v1\" target=\"_blank\" rel=\"noreferrer noopener\">A survey on FPGA-based accelerator for ML models<\/a><\/strong>\u5bf9\u57fa\u4e8e<strong>\u73b0\u573a\u53ef\u7f16\u7a0b\u95e8\u9635\u5217\uff08FPGA\uff09<\/strong>\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u52a0\u901f\u5668\u7684\u7814\u7a76\u73b0\u72b6\u53ca\u53d1\u5c55\u8d8b\u52bf\u8fdb\u884c\u4e86\u5168\u9762\u7efc\u8ff0\u3002\u8bba\u6587\u4f5c\u8005\u4e3aFeng Yan, Andreas Koch, Oliver Sinnen\uff0c\u6765\u81eaUniversity of Auckland\u548cTechnische Universitat Darmstadt\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"711\" height=\"472\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-21.png\" alt=\"\" class=\"wp-image-5577\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-21.png 711w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-21-300x199.png 300w\" sizes=\"auto, (max-width: 711px) 100vw, 711px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/www.arxiv.org\/abs\/2412.15666v1\" target=\"_blank\" rel=\"noreferrer noopener\">A survey on FPGA-based accelerator for ML models<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u5f15\u8a00<\/h5>\n\n\n\n<p>\u8bba\u6587\u5168\u9762\u7efc\u8ff0\u4e86\u57fa\u4e8e<a href=\"https:\/\/en.wikipedia.org\/wiki\/Field-programmable_gate_array\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u73b0\u573a\u53ef\u7f16\u7a0b\u95e8\u9635\u5217\uff08Field-Programmable Gate Arrays\u00a0<\/strong>, <strong>FPGA\uff09<\/strong><\/a>\u7684\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u52a0\u901f\u5668\u7684\u7814\u7a76\u73b0\u72b6\u53ca\u53d1\u5c55\u8d8b\u52bf\uff0c\u7279\u522b\u5173\u6ce8\u63a8\u7406\u548c\u8bad\u7ec3\u4efb\u52a1\u5728FPGA\u4e0a\u7684\u5b9e\u73b0\u3002\u4f5c\u8005\u9009\u62e9\u4e86\u8fc7\u53bb\u516d\u5e74\u5185\u56db\u5927\u9876\u7ea7FPGA\u4f1a\u8bae\uff08FCCM\u3001FPL\u3001FPT\u7b49\uff09\u76841138\u7bc7\u8bba\u6587\uff0c\u5176\u4e2d\u6df1\u5165\u5206\u6790\u4e86287\u7bc7\uff0c\u4e0eML\u76f8\u5173\u7684\u7814\u7a76\u5360\u636e\u4e86\u663e\u8457\u6bd4\u4f8b\uff0825%\uff09\u3002\u8fd9\u4e00\u8d8b\u52bf\u8868\u660e\uff0cFPGA\u6280\u672f\u548cML\u6a21\u578b\u4e4b\u95f4\u7684\u7ed3\u5408\u6b63\u9010\u6b65\u52a0\u6df1\uff0c\u6210\u4e3a\u63a8\u52a8\u6280\u672f\u8fdb\u6b65\u7684\u91cd\u8981\u52a8\u529b\u3002<\/p>\n\n\n\n<p>FPGA\u4f5c\u4e3a\u4e00\u79cd\u53ef\u91cd\u914d\u7f6e\u7684\u786c\u4ef6\u5e73\u53f0\uff0c\u5176\u7075\u6d3b\u7684\u903b\u8f91\u5355\u5143\u548c\u5185\u5b58\u67b6\u6784\u4e3aML\u6a21\u578b\u7684\u5b9e\u73b0\u63d0\u4f9b\u4e86\u72ec\u7279\u7684\u4f18\u52bf\u3002\u4e0e\u901a\u7528\u7684\u4e2d\u592e\u5904\u7406\u5668\uff08CPU\uff09\u76f8\u6bd4\uff0cFPGA\u80fd\u591f\u901a\u8fc7\u9ad8\u5ea6\u5e76\u884c\u5316\u7684\u8ba1\u7b97\u6ee1\u8db3\u5b9e\u65f6\u4efb\u52a1\u9700\u6c42\uff0c\u800c\u76f8\u6bd4\u56fe\u5f62\u5904\u7406\u5668\uff08GPU\uff09\uff0cFPGA\u7684\u80fd\u6548\u8868\u73b0\u66f4\u4e3a\u5353\u8d8a\u3002\u8fd1\u5e74\u6765\uff0c\u968f\u7740ML\u6a21\u578b\u590d\u6742\u5ea6\u7684\u589e\u52a0\uff0c\u5c24\u5176\u662f\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u7684\u89c4\u6a21\u65e5\u76ca\u5e9e\u5927\uff0c\u5bf9\u9ad8\u6027\u80fd\u786c\u4ef6\u7684\u9700\u6c42\u53d8\u5f97\u66f4\u52a0\u8feb\u5207\u3002FPGA\u51ed\u501f\u5176\u52a8\u6001\u53ef\u91cd\u914d\u7f6e\u80fd\u529b\u3001\u9ad8\u80fd\u6548\u6bd4\u548c\u67b6\u6784\u7075\u6d3b\u6027\uff0c\u9010\u6e10\u6210\u4e3aML\u63a8\u7406\u548c\u8bad\u7ec3\u4efb\u52a1\u7684\u7406\u60f3\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>\u6587\u7ae0\u5728\u5f15\u8a00\u4e2d\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u5173\u952e\u95ee\u9898\uff0c\u4f8b\u5982\uff1aFPGA\u7684\u67b6\u6784\u8bbe\u8ba1\u662f\u5426\u4e3b\u8981\u504f\u5411\u4e8e\u63a8\u7406\u4efb\u52a1\uff1fFPGA\u5728\u6ee1\u8db3\u6a21\u578b\u590d\u6742\u8ba1\u7b97\u9700\u6c42\u548c\u6570\u636e\u7ba1\u7406\u65b9\u9762\u5b58\u5728\u54ea\u4e9b\u6311\u6218\uff1f\u8fd9\u4e9b\u95ee\u9898\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u65b9\u5411\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u8fd8\u5f3a\u8c03\u4e86FPGA\u5728\u5b9e\u73b0\u795e\u7ecf\u7f51\u7edc\uff08NN\uff09\u6a21\u578b\u3001\u7279\u522b\u662f\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u65b9\u9762\u7684\u663e\u8457\u4f18\u52bf\uff0c\u4ee5\u53ca\u5728\u975e\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u52a0\u901f\u4e2d\u7684\u6f5c\u5728\u4ef7\u503c\u3002\u8fd9\u4e9b\u8ba8\u8bba\u5960\u5b9a\u4e86\u672c\u6587\u7cfb\u7edf\u7814\u7a76FPGA\u52a0\u901f\u5668\u5728ML\u9886\u57df\u4e2d\u7684\u5b66\u672f\u57fa\u7840\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001FPGA\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u8ba1\u7b97\u6d41\u7a0b<\/h5>\n\n\n\n<p>\u6587\u7ae0\u8be6\u7ec6\u5206\u6790\u4e86FPGA\u52a0\u901fML\u6a21\u578b\u7684\u8ba1\u7b97\u6d41\u7a0b\uff0c\u5e76\u5c06\u7814\u7a76\u8303\u56f4\u5212\u5206\u4e3a\u63a8\u7406\u4e0e\u8bad\u7ec3\u4e24\u5927\u90e8\u5206\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63a8\u7406\u4e0e\u8bad\u7ec3\u7684\u5206\u5e03<br>\u7814\u7a76\u6570\u636e\u663e\u793a\uff0cFPGA\u52a0\u901f\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u4e8e\u63a8\u7406\u4efb\u52a1\uff0c\u5360\u7814\u7a76\u603b\u91cf\u768481%\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8bad\u7ec3\u4efb\u52a1\u7684\u7814\u7a76\u4ec5\u536013%\uff0c\u5176\u4f59\u90e8\u5206\u6d89\u53ca\u77e9\u9635\u8fd0\u7b97\u7b49\u57fa\u7840\u64cd\u4f5c\uff086%\uff09\u3002\u8fd9\u79cd\u4e0d\u5747\u8861\u7684\u5206\u5e03\u53cd\u6620\u4e86FPGA\u5f53\u524d\u5728ML\u52a0\u901f\u4e2d\u7684\u4e3b\u8981\u5e94\u7528\u65b9\u5411\u3002\u63a8\u7406\u4efb\u52a1\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u8f83\u9ad8\uff0c\u800cFPGA\u7684\u67b6\u6784\u7075\u6d3b\u6027\u548c\u5e76\u884c\u5904\u7406\u80fd\u529b\u6b63\u597d\u80fd\u6ee1\u8db3\u4f4e\u5ef6\u8fdf\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u63a8\u7406\u7684\u5173\u952e\u9a71\u52a8\u56e0\u7d20<br>\uff081\uff09\u4f4e\u5ef6\u8fdf\u9700\u6c42\uff1a\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u89c6\u9891\u76d1\u63a7\u7b49\u5b9e\u65f6\u5e94\u7528\u573a\u666f\u4e2d\uff0cFPGA\u51ed\u501f\u5176\u53ef\u5b9a\u5236\u5316\u7684\u8ba1\u7b97\u5355\u5143\u548c\u9ad8\u6548\u7684\u5185\u5b58\u5c42\u7ea7\uff0c\u80fd\u591f\u663e\u8457\u964d\u4f4e\u63a8\u7406\u5ef6\u8fdf\u3002\u4f8b\u5982\uff0c\u5728\u67d0\u4e9b\u5b9e\u65f6\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u4e2d\uff0cFPGA\u901a\u8fc7\u4f18\u5316\u6570\u636e\u4f20\u8f93\u8def\u5f84\uff0c\u6ee1\u8db3\u6beb\u79d2\u7ea7\u7684\u5ef6\u8fdf\u9700\u6c42\u3002\u6b64\u5916\uff0cFPGA\u7075\u6d3b\u652f\u6301\u4e0d\u540c\u7684\u4f4d\u5bbd\u4e0e\u6570\u636e\u7cbe\u5ea6\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u80fd\u6548\u6bd4\u3002<\/li>\n<\/ol>\n\n\n\n<p>\uff082\uff09\u80fd\u6548\u4f18\u5316\uff1a\u80fd\u6548\u662f\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u91cd\u8981\u8bbe\u8ba1\u76ee\u6807\uff0c\u7279\u522b\u662f\u5728<a href=\"https:\/\/iot.nullthought.net\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u7269\u8054\u7f51\uff08IoT\uff09<\/a>\u8bbe\u5907\u548c\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u4e2d\u3002FPGA\u901a\u8fc7\u52a8\u6001\u529f\u7387\u7ba1\u7406\u548c\u4f4e\u7cbe\u5ea6\u8ba1\u7b97\u7b49\u6280\u672f\uff0c\u964d\u4f4e\u4e86\u63a8\u7406\u80fd\u8017\u3002\u4f8b\u5982\uff0cFPGA\u7684\u6d41\u5904\u7406\u67b6\u6784\u51cf\u5c11\u4e86\u4e0d\u5fc5\u8981\u7684\u6570\u636e\u79fb\u52a8\uff0c\u7ed3\u5408\u7247\u4e0a\u5b58\u50a8\u4f18\u5316\uff0c\u5b9e\u73b0\u4e86\u9ad8\u80fd\u6548\u63a8\u7406\u3002<\/p>\n\n\n\n<ol start=\"3\" 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start=\"4\" class=\"wp-block-list\">\n<li>\u77e9\u9635\u8fd0\u7b97\u7684\u91cd\u8981\u6027<br>\u77e9\u9635\u8fd0\u7b97\u662fML\u7b97\u6cd5\u7684\u6838\u5fc3\u64cd\u4f5c\uff0c\u5176\u6027\u80fd\u4f18\u5316\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u6574\u4f53\u8868\u73b0\u3002FPGA\u51ed\u501f\u9ad8\u5ea6\u5e76\u884c\u5316\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u80fd\u591f\u663e\u8457\u52a0\u901f\u77e9\u9635\u8fd0\u7b97\u3002\u4f8b\u5982\uff0cFPGA\u901a\u8fc7\u81ea\u5b9a\u4e49\u77e9\u9635\u4e58\u6cd5\u7535\u8def\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u6d6e\u70b9\u8fd0\u7b97\u3002\u6b64\u5916\uff0cFPGA\u5728\u7a00\u758f\u77e9\u9635\u5904\u7406\u4e2d\u7684\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff0c\u8fd9\u5bf9\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u7b49\u6a21\u578b\u7684\u52a0\u901f\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u4e0d\u540c\u6a21\u578b\u7684FPGA\u52a0\u901f\u7814\u7a76<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li>CNN\u52a0\u901f\u7814\u7a76<br>CNN\u5728FPGA\u52a0\u901f\u7814\u7a76\u4e2d\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002\u8fd9\u5f97\u76ca\u4e8eCNN\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u4e2d\u7684\u5353\u8d8a\u6027\u80fd\uff0c\u4f8b\u5982\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u548c\u8bed\u97f3\u8bc6\u522b\u7b49\u3002CNN\u7684\u5c40\u90e8\u8fde\u63a5\u7279\u6027\u51cf\u5c11\u4e86\u5bf9\u6570\u636e\u4f20\u8f93\u7684\u9700\u6c42\uff0c\u800c\u6743\u91cd\u5171\u4eab\u673a\u5236\u5219\u63d0\u9ad8\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u5229\u7528\u7387\u3002FPGA\u901a\u8fc7\u8fd9\u4e9b\u7279\u6027\u5b9e\u73b0\u4e86\u5bf9CNN\u7684\u6709\u6548\u52a0\u901f\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6b64\u5916\uff0c<strong><a href=\"https:\/\/nullthought.net\/?p=4092\" target=\"_blank\" rel=\"noreferrer noopener\">\u91cf\u5316\uff08Quantization\uff09<\/a><\/strong>\u548c\u526a\u679d\uff08\u88c1\u526a\uff0cPruning\uff09\u662fCNN\u4f18\u5316\u7684\u4e24\u5927\u5173\u952e\u6280\u672f\u3002\u91cf\u5316\u901a\u8fc7\u5c06\u6d6e\u70b9\u6743\u91cd\u8f6c\u6362\u4e3a\u5b9a\u70b9\u8868\u793a\uff0c\u51cf\u5c11\u4e86\u6a21\u578b\u7684\u5b58\u50a8\u9700\u6c42\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\uff1b\u526a\u679d\u5219\u901a\u8fc7\u79fb\u9664\u5197\u4f59\u8fde\u63a5\uff0c\u8fdb\u4e00\u6b65\u538b\u7f29\u4e86\u6a21\u578b\u89c4\u6a21\u3002<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>RNN\u52a0\u901f\u7814\u7a76<br>RNN\u56e0\u5176\u5728\u65f6\u95f4\u5e8f\u5217\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u800c\u5907\u53d7\u5173\u6ce8\u3002\u5c3d\u7ba1RNN\u7684\u9012\u5f52\u7ed3\u6784\u5e26\u6765\u4e86\u6570\u636e\u4f9d\u8d56\u6027\u548c\u5b58\u50a8\u74f6\u9888\uff0c\u4f46FPGA\u901a\u8fc7\u5b9a\u5236\u5316\u67b6\u6784\u8bbe\u8ba1\uff0c\u5728\u964d\u4f4e\u5ef6\u8fdf\u548c\u63d0\u9ad8\u5e76\u884c\u6027\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u4f8b\u5982\uff0c\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u548c\u95e8\u63a7\u5faa\u73af\u5355\u5143\uff08GRU\uff09\u7684\u786c\u4ef6\u5b9e\u73b0\u6210\u4e3aRNN\u52a0\u901f\u7814\u7a76\u7684\u91cd\u70b9\u3002<\/li>\n\n\n\n<li>GNN\u52a0\u901f\u7814\u7a76<br>GNN\u56e0\u5176\u5904\u7406\u56fe\u7ed3\u6784\u6570\u636e\u7684\u80fd\u529b\u800c\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8\u3002FPGA\u901a\u8fc7\u7075\u6d3b\u7684\u6570\u636e\u8def\u5f84\u8bbe\u8ba1\uff0c\u80fd\u591f\u9ad8\u6548\u5904\u7406GNN\u7684\u7a00\u758f\u77e9\u9635\u8fd0\u7b97\u548c\u52a8\u6001\u56fe\u66f4\u65b0\u4efb\u52a1\u3002\u7814\u7a76\u8fd8\u63d0\u51fa\u4e86\u591a\u79cd\u786c\u4ef6\u4f18\u5316\u7b56\u7565\uff0c\u4f8b\u5982\u5206\u5757\u5904\u7406\u548c\u786c\u4ef6\u52a0\u901f\u6846\u67b6\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86GNN\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u6ce8\u610f\u529b\u673a\u5236\u4e0eTransformer\u52a0\u901f<br>Transformer\u6a21\u578b\u7684\u6210\u529f\u63a8\u52a8\u4e86\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u7814\u7a76\u3002FPGA\u901a\u8fc7\u77e9\u9635\u8fd0\u7b97\u4f18\u5316\u548c\u975e\u7ebf\u6027\u8ba1\u7b97\u52a0\u901f\uff0c\u663e\u8457\u63d0\u5347\u4e86Transformer\u7684\u8ba1\u7b97\u6548\u7387\u3002\u4f8b\u5982\uff0c\u52a8\u6001\u91cf\u5316\u6280\u672f\u548c\u5206\u7247\u77e9\u9635\u64cd\u4f5c\u5b9e\u73b0\u4e86\u5bf9\u5927\u89c4\u6a21\u5e8f\u5217\u4efb\u52a1\u7684\u9ad8\u6548\u652f\u6301\u3002<\/li>\n\n\n\n<li>\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u6a21\u578b\u52a0\u901f<br>\u5c3d\u7ba1\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5360\u4e3b\u5bfc\u5730\u4f4d\uff0c\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff08\u5982k\u8fd1\u90bb\u3001\u51b3\u7b56\u6811\u7b49\uff09\u5728\u7279\u5b9a\u573a\u666f\u4e2d\u4ecd\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002FPGA\u901a\u8fc7\u5b9a\u5236\u5316\u7684\u8ba1\u7b97\u5355\u5143\u548c\u4f4e\u529f\u8017\u8bbe\u8ba1\uff0c\u63d0\u5347\u4e86\u8fd9\u4e9b\u4f20\u7edf\u6a21\u578b\u5728\u5b9e\u65f6\u5e94\u7528\u4e2d\u7684\u6027\u80fd\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u56db\u3001\u7814\u7a76\u8d8b\u52bf\u4e0e\u5c55\u671b<\/h5>\n\n\n\n<p>\u672c\u6587\u603b\u7ed3\u4e86FPGA\u5728ML\u52a0\u901f\u9886\u57df\u7684\u7814\u7a76\u8d8b\u52bf\uff0c\u6307\u51fa\u672a\u6765\u7684\u7814\u7a76\u53ef\u80fd\u96c6\u4e2d\u4e8e\u4ee5\u4e0b\u65b9\u5411\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6a21\u578b\u878d\u5408\uff1a\u63a2\u7d22CNN\u3001GNN\u548cTransformer\u7684\u7ed3\u5408\uff0c\u4ee5\u6ee1\u8db3\u591a\u6837\u5316\u7684\u5e94\u7528\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u7279\u5b9a\u573a\u666f\u4f18\u5316\uff1a\u9488\u5bf9\u8fb9\u7f18\u8ba1\u7b97\u548c\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u573a\u666f\uff0c\u5f00\u53d1\u4e13\u7528\u52a0\u901f\u5668\u3002<\/li>\n\n\n\n<li>\u786c\u4ef6\u4e0e\u7b97\u6cd5\u534f\u540c\u8bbe\u8ba1\uff1a\u901a\u8fc7\u7ed3\u5408\u7b97\u6cd5\u521b\u65b0\u548c\u786c\u4ef6\u4f18\u5316\uff0c\u5b9e\u73b0\u6027\u80fd\u4e0e\u80fd\u6548\u7684\u53cc\u91cd\u63d0\u5347\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587A survey on FPGA-based accelerator for ML models\u5bf9\u57fa\u4e8e\u73b0\u573a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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models\u5bf9\u57fa\u4e8e\u73b0\u573a&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5576","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5576"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5576\/revisions"}],"predecessor-version":[{"id":5578,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5576\/revisions\/5578"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5576"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5576"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5576"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}