{"id":3363,"date":"2021-08-24T03:39:50","date_gmt":"2021-08-24T03:39:50","guid":{"rendered":""},"modified":"2021-08-24T11:40:17","modified_gmt":"2021-08-24T03:40:17","slug":"fpga%e4%b8%8egpu%e8%ae%a1%e7%ae%97%e5%ad%98%e5%82%a8%e5%8a%a0%e9%80%9f%e5%af%b9%e6%af%94%ef%bc%9a%e5%8d%95%e4%bd%8d%e5%8a%9f%e8%80%97%e6%80%a7%e8%83%bd%e8%80%83%e9%87%8f%e5%9b%a0","status":"publish","type":"post","link":"http:\/\/www.szryc.com\/?p=3363","title":{"rendered":"FPGA\u4e0eGPU\u8ba1\u7b97\u5b58\u50a8\u52a0\u901f\u5bf9\u6bd4\uff1a\u5355\u4f4d\u529f\u8017\u6027\u80fd\u8003\u91cf\u56e0"},"content":{"rendered":"

\n\t\u4e3a\u4e86\u63d0\u5347\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u7684\u6027\u80fd\uff0c\u5e76\u7d27\u8ddf\u6570\u636e\u5206\u6790\u4e0e AI<\/u> \u4e0d\u65ad\u6500\u5347\u7684\u9700\u6c42\uff0c\u4f17\u591a\u4f01\u4e1a\u5c06\u786c\u4ef6\u52a0\u901f\u89c6\u4e3a\u4e3b\u8981\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u5148\u8fdb\u7684\u53ef\u7f16\u7a0b\u786c\u4ef6\uff08\u4e3b\u8981\u662f\u6307 GPU<\/u> \u548c FPGA<\/u>\uff09\u662f\u52a0\u901f\u7684\u4e3b\u8981\u65b9\u5f0f\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u79cd\u5148\u8fdb\u7684\u786c\u4ef6\uff0c\u4f01\u4e1a\u6b63\u5728\u8d62\u5f97\u8ba1\u7b97\u4f18\u52bf\uff1b\u7136\u800c\uff0c\u5bf9\u4e8e\u7f16\u7a0b\u96be\u5ea6\uff0c\u4ed6\u4eec\u4ecd\u7136\u5b58\u5728\u5408\u7406\u7684\u62c5\u5fe7\u3002<\/p>\n

\n\t\"poYBAGEfKIWAMSiTAANJzyTSf9k555.png\"<\/p>\n

\n\t <\/div>\n

\n\t\u56fe 1\uff1a\u5206\u6790\/AI \u6d41\u6c34\u7ebf\u7ec4\u4ef6<\/p>\n

\n\t\u786c\u4ef6\u5236\u9020\u5546\u6b63\u5728\u5c06\u52a0\u901f\u65b9\u6cd5\u5e94\u7528\u4e8e\u8ba1\u7b97\u5b58\u50a8\uff0c\u8fd9\u662f\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5305\u542b\u5185\u5d4c\u8ba1\u7b97\u5143\u7d20\u7684\u5b58\u50a8\u3002\u8fd9\u79cd\u65b9\u6cd5\u5df2\u7ecf\u88ab\u8bc1\u660e\u53ef\u4ee5\u4e3a\u5206\u6790\u548c AI \u5e94\u7528\u63d0\u4f9b\u4f18\u5f02\u7684\u6027\u80fd\uff08\u56fe 1\uff09\u3002\u4f7f\u7528\u6216\u8005\u4e0d\u4f7f\u7528\u673a\u5668\u5b66\u4e60<\/u>\u8f85\u52a9\u7684\u5206\u6790\u4ee5\u53ca\u9a8c\u8bc1\uff0c\u90fd\u53ef\u4ee5\u501f\u52a9\u8ba1\u7b97\u5b58\u50a8\u5668<\/u>\u4ef6\u8fdb\u884c\u52a0\u901f\u3002\u8fd9\u4e9b\u5668\u4ef6\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u4f18\u52bf\uff0c\u4f7f\u5f97\u6210\u672c\u9ad8\u6602\u7684\u8ba1\u7b97\u88ab\u5378\u8f7d\u5230\u5b58\u50a8\u5668\u4ef6\u4e0a\uff0c\u800c\u4e0d\u5fc5\u5728\u670d\u52a1\u5668 CPU<\/u> \u4e0a\u5b8c\u6210\u3002\u4e0e\u6807\u51c6\u7684\u5b58\u50a8\/CPU \u65b9\u6cd5\u76f8\u6bd4\uff0c\u901a\u8fc7\u8ba1\u7b97\u5b58\u50a8\u83b7\u5f97\u7684\u4f18\u52bf\u5305\u62ec\uff1a<\/p>\n

\n\t1. \u501f\u52a9\u5e94\u7528\u4e13\u7528\u7f16\u7a0b\u5b9a\u5236\u53ef\u7f16\u7a0b\u786c\u4ef6\uff0c\u83b7\u5f97\u66f4\u9ad8\u6027\u80fd<\/p>\n

\n\t2. \u5c06\u8ba1\u7b97\u4efb\u52a1\u4ece\u670d\u52a1\u5668\u5378\u8f7d\u5230\u5b58\u50a8\u5668\u4ef6\uff0c\u91ca\u653e CPU \u8d44\u6e90<\/p>\n

\n\t3. \u6570\u636e\u4e0e\u8ba1\u7b97\u5171\u5740\uff0c\u964d\u4f4e\u6570\u636e\u4f20\u8f93\u9700\u6c42<\/p>\n

\n\t\u8fd9\u79cd\u65b0\u9896\u7684\u65b9\u6cd5\u524d\u666f\u5149\u660e\u3002\u4e0d\u8fc7\uff0c\u60a8\u5e94\u6839\u636e\u5177\u4f53\u7528\u4f8b\u8bc4\u4f30\u8fd9\u79cd\u65b9\u6cd5\uff0c\u8003\u91cf\u6027\u80fd\u3001\u6210\u672c\u3001\u529f\u8017\u548c\u6613\u7528\u6027\u3002\u6027\u4ef7\u6bd4\u548c\u5355\u4f4d\u529f\u8017\u6027\u80fd\u5728\u9009\u62e9\u52a0\u901f\u786c\u4ef6\u8bc4\u4f30\u65f6\uff0c\u5360\u636e\u4e3b\u8981\u6bd4\u7387\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u7814\u8ba8\u5355\u4f4d\u529f\u8017\u6027\u80fd\uff08\u53e6\u4e00\u7bc7\u6587\u7ae0\u5219\u4e13\u95e8\u7814\u8ba8\u6027\u4ef7\u6bd4\uff09\u3002<\/p>\n

\n\t\u8ba1\u7b97\u5b58\u50a8\u529f\u8017\u6bd4\u8f83<\/strong><\/p>\n

\n\t3\u79cd\u7cfb\u7edf<\/strong><\/p>\n

\n\t\u5728\u8fd9\u4e2a\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u5c06\u6bd4\u8f83\u4ee5 CSV \u6570\u636e\u8bfb\u53d6\u7528\u4f8b\u4e3a\u4e3b\u7684\u4e09\u79cd\u5de5\u5177\uff1a\u82f1\u4f1f\u8fbe<\/u> GPUDirect \u5b58\u50a8 \u548cRAPI<\/u>DS\u5b58\u50a8\uff0c\u4ee5\u53ca\u57fa\u4e8e\u8d5b\u7075\u601d<\/u>\u6280\u672f\u7684\u4e09\u661f<\/u> SmartSSD \u5b58\u50a8\u3002CSV \u8bfb\u53d6\u5728\u8ba1\u7b97\u5bc6\u96c6\u578b\u6d41\u6c34\u7ebf\u4e2d\u8d77\u7740\u91cd\u8981\u7684\u4f5c\u7528\uff08\u53c2\u89c1\u56fe 1\uff09\u3002<\/p>\n

\n\t\u5728\u4e0b\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u6027\u80fd\u5b9a\u4e49\u6210 CSV \u7684\u5904\u7406\u901f\u7387\uff0c\u6216\u5904\u7406“\u5e26\u5bbd”\u3002\u6211\u4eec\u5148\u5feb\u901f\u56de\u987e\u4e00\u4e0b\u4e09\u79cd\u7cfb\u7edf\u7684\u8fd0\u884c\u65b9\u5f0f\u3002<\/p>\n

\n\t\u82f1\u4f1f\u8fbe GPUDirect \u5b58\u50a8<\/strong><\/p>\n

\n\t·\u7aef\u5230\u7aef\u6ee1\u8db3\u5206\u6790\u548c AI \u9700\u6c42<\/p>\n

\n\t·\u5c06 GPU \u7528\u4f5c\u8ba1\u7b97\u5355\u5143\uff0c\u7d27\u8d34\u57fa\u4e8e NVMe \u7684\u5b58\u50a8\u5668\u4ef6\u5e03\u5c40 \uff08GPUDirect\uff09<\/p>\n

\n\t·\u4f7f\u7528 CUDA \u8fdb\u884c\u7f16\u7a0b \uff08RAPIDS\uff09<\/p>\n

\n\t\u82f1\u4f1f\u8fbe\u7528\u5176 CSV \u6570\u636e\u8bfb\u53d6\u6280\u672f\u8861\u91cf\u76f8\u5bf9\u4e8e\u6807\u51c6 SSD \u7684\u6027\u80fd\u63d0\u5347\u3002\u7ed3\u679c\u5982\u56fe 1 \u6240\u793a\u3002\u4f7f\u7528 1 \u5230 8 \u4e2a\u52a0\u901f\u5668\u65f6\uff0c\u5bf9\u5e94\u7684\u541e\u5410\u91cf\u662f 4 \u5230 23GB\/s\u3002<\/p>\n

\n\t\u4e09\u661f SmartSSD \u9a71\u52a8\u5668<\/strong><\/p>\n

\n\t·\u5c06\u8d5b\u7075\u601d FPGA \u7528\u4f5c\u8ba1\u7b97\u5355\u5143<\/p>\n

\n\t·\u4e0e\u5b58\u50a8\u903b\u8f91\u5185\u5d4c\u9a7b\u7559\u5728\u540c\u4e00\u4e2a\u5185\u90e8 PCIe \u4e92\u8054\u4e0a<\/p>\n

\n\t·\u901a\u8fc7\u7f16\u7a0b\u5728\u5b58\u50a8\u5e73\u53f0\u4e0a\u5f00\u5c55\u8fd0\u7b97<\/p>\n

\n\t\u8d5b\u7075\u601d\u6570\u636e\u5206\u6790\u89e3\u51b3\u65b9\u6848\u5408\u4f5c\u4f19\u4f34 Bigstream \u4e0e\u4e09\u661f\u5408\u4f5c\uff0c\u4e3a Apache Spark \u8bbe\u8ba1\u52a0\u901f\u5668\uff0c\u5305\u62ec\u7528\u4e8e CSV \u548c Parquet \u5904\u7406\u7684 IP\u3002SmartSSD \u7684\u6d4b\u8bd5<\/u>\u4f7f\u7528\u5355\u673a\u6a21\u5f0f\u7684 CSV \u89e3\u6790\u5f15\u64ce\uff0c\u4ee5\u4fbf\u5f00\u5c55\u6bd4\u8f83\u3002\u7ed3\u679c\u5982\u56fe 2 \u6240\u793a\uff0c\u4f7f\u7528 1 \u5230 12 \u4e2a\u52a0\u901f\u5668\u65f6\uff0c\u5bf9\u5e94\u7684\u541e\u5410\u91cf\u662f 4 \u5230 23GB\/s\uff0c\u540c\u65f6\u4e5f\u7ed9\u51fa\u82f1\u4f1f\u8fbe\u7684\u7ed3\u679c\uff08\u4f7f\u7528 1 \u5230 8 \u4e2a\u52a0\u901f\u5668\uff09\u3002\u8bf7\u6ce8\u610f\uff0c\u672c\u8ba8\u8bba\u4e2d\u7684\u6240\u6709\u7ed3\u679c\u90fd\u6309 x \u8f74\u4e0a\u7684\u52a0\u901f\u5668\u6570\u91cf\u8fdb\u884c\u53c2\u6570\u5316\u3002<\/p>\n

\n\t\u8fd9\u4e9b\u7ed3\u679c\u4ee4\u4eba\u632f\u594b\uff0c\u4f46\u5728\u9009\u62e9\u60a8\u7684\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u8bf7\u52a1\u5fc5\u5c06\u529f\u8017\u60c5\u51b5\u7eb3\u5165\u8003\u8651\u3002<\/p>\n

\n\t\"poYBAGEfKJiAMRnjAAGoUIW3J0c769.png\"<\/p>\n

\n\t\u56fe 2\uff1aSmartSSD \u9a71\u52a8\u5668\u7684 CSV \u89e3\u6790\u6027\u80fd\u7ed3\u679c<\/p>\n

\n\t\u5355\u4f4d\u529f\u8017\u6027\u80fd\u6bd4\u8f83<\/strong><\/p>\n

\n\t\u56fe 3 \u663e\u793a\u4e86\u5c06\u529f\u8017\u8003\u8651\u5728\u5185\u540e\u7684\u5206\u6790\u7ed3\u679c\u3002\u5b83\u4eec\u4ee3\u8868\u5355\u4f4d\u529f\u8017\u8fbe\u5230\u7684\u6027\u80fd\u6c34\u5e73\uff0c\u6839\u636e\u4e0a\u8ff0\u8ba8\u8bba\u4e2d\u5f15\u7528\u7684\u76f8\u5173\u6750\u6599\uff0c\u7ed9\u51fa\u4e86\u4ee5\u4e0b\u5047\u8bbe\uff1a<\/p>\n

\n\t·Te<\/u>sla V100 GPU\uff1a\u6700\u5927\u529f\u8017 200 \u74e6<\/p>\n

\n\t·SmartSSD \u9a71\u52a8\u5668 FPGA\uff1a\u6700\u5927\u529f\u8017 30 \u74e6<\/p>\n

\n\t\"poYBAGEfKKSAZzVDAAFnh5Dujr4099.png\"<\/p>\n

\n\t\u56fe 3\uff1aCSV \u89e3\u6790\u7684\u6bcf\u74e6\u529f\u8017\u5e26\u5bbd\u6bd4\u8f83<\/p>\n

\n\t\u5728\u8fd9\u4e2a\u573a\u666f\u4e0b\uff0c\u8ba1\u7b97\u8868\u660e\uff0c\u5728\u5168\u90e8\u4f7f\u7528 8 \u4e2a\u52a0\u901f\u5668\u7684\u60c5\u51b5\u4e0b\uff0cSmartSSD \u7684\u5355\u4f4d\u529f\u8017\u6027\u80fd\u6bd4 GPUDirect Storage \u9ad8 25 \u500d\u3002<\/p>\n

\n\tFPGA \u4e0e GPU \u5bf9\u6bd4\uff1a\u6709\u5173\u5355\u4f4d\u529f\u8017\u6027\u80fd\u7684\u6700\u7ec8\u601d\u8003<\/strong><\/p>\n

\n\t\u8ba1\u7b97\u5b58\u50a8\u7684\u4f18\u52bf\u5728\u4e8e\u80fd\u589e\u5f3a\u6570\u636e\u5206\u6790\u548c AI \u5e94\u7528\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u8981\u8ba9\u8fd9\u79cd\u65b9\u6cd5\u5177\u5907\u53ef\u5b9e\u9645\u90e8\u7f72\u7684\u80fd\u529b\u548c\u5b9e\u7528\u6027\uff0c\u5c31\u5fc5\u987b\u5728\u8bc4\u4f30\u65f6\u5c06\u529f\u8017\u7eb3\u5165\u8003\u8651\u3002<\/p>\n

\n\t\u9488\u5bf9\u7528\u4e8e CSV \u6570\u636e\u89e3\u6790\u7684\u4e24\u79cd\u4e0d\u540c\u7684\u8ba1\u7b97\u5b58\u50a8\u65b9\u6cd5\uff0c\u6211\u4eec\u5df2\u7ecf\u63d0\u51fa\u6309\u529f\u8017\u53c2\u6570\u5316\u7684\u541e\u5410\u91cf\u6027\u80fd\u66f2\u7ebf\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5728\u4f7f\u7528\u76f8\u4f3c\u6570\u91cf\u7684\u52a0\u901f\u5668\u8fdb\u884c\u6bd4\u8f83\u65f6\uff0cSmartSSD \u9a71\u52a8\u5668\u7684\u5355\u4f4d\u529f\u8017\u6027\u80fd\u4f18\u4e8e GPUDirect\u5b58\u50a8\u65b9\u6cd5\u3002<\/p>\n

\n\tGPUDirect \u662f\u82f1\u4f1f\u8fbe\u901a\u8fc7 NVIDIA DGX-2 \u5e94\u7528\u5e73\u53f0\u63d0\u4f9b\u7684\u7814\u7a76\u7cfb\u7edf\u3002<\/p>\n

\n\t\u4e09\u661f SmartSSD \u9a71\u52a8\u5668\u662f\u4e00\u79cd\u53ef\u90e8\u7f72\u7684\u91cf\u4ea7\u578b PCIe \u53ef\u63d2\u62d4\u5e73\u53f0\uff0c\u73b0\u5728\u5df2\u7ecf\u901a\u8fc7\u8d5b\u7075\u601d\u53ca\u5206\u9500\u5546\u4f9b\u8d27\u3002<\/p>\n

\n\t\u5982\u9700\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u67e5\u770b\uff1a<\/p>\n

\n\t· \u6709\u5173 Bigstream \u4e0e SmartSSD \u8ba1\u7b97\u5b58\u50a8\u5668\u4ef6\u7ed3\u5408\u4f7f\u7528\uff0c\u52a0\u901f\u5927\u6570\u636e<\/u>\u548c\u6570\u636e\u5206\u6790\u7684\u7535\u5b50\u4e66\u3002<\/p>\n

\n\t· Bigstream \u786c\u4ef6\u52a0\u901f Apache Spark\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\n\t· \u6709\u5173\u4f7f\u7528\u4e09\u661f SmartSSD \u9a71\u52a8\u5668\u7ed9\u5de5\u4f5c\u8d1f\u8f7d\u5e26\u6765\u4f18\u52bf\u7684 \u4e09\u661f SmartSSD \u9875\u9762\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4e3a\u4e86\u63d0\u5347\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u7684\u6027\u80fd\uff0c\u5e76\u7d27\u8ddf\u6570\u636e\u5206\u6790\u4e0e AI \u4e0d\u65ad\u6500\u5347\u7684\u9700\u6c42\uff0c\u4f17\u591a\u4f01\u4e1a\u5c06\u786c\u4ef6\u52a0\u901f\u89c6\u4e3a\u4e3b\u8981\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u5148\u8fdb\u7684\u53ef\u7f16\u7a0b\u786c\u4ef6\uff08\u4e3b\u8981\u662f\u6307 GPU \u548c FPGA \uff09\u662f\u52a0\u901f\u7684<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"_links":{"self":[{"href":"http:\/\/www.szryc.com\/index.php?rest_route=\/wp\/v2\/posts\/3363"}],"collection":[{"href":"http:\/\/www.szryc.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.szryc.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.szryc.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.szryc.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3363"}],"version-history":[{"count":0,"href":"http:\/\/www.szryc.com\/index.php?rest_route=\/wp\/v2\/posts\/3363\/revisions"}],"wp:attachment":[{"href":"http:\/\/www.szryc.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3363"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.szryc.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3363"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.szryc.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3363"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}