{"id":37618,"date":"2023-07-07T08:36:30","date_gmt":"2023-07-07T00:36:30","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=37618"},"modified":"2023-07-07T08:36:30","modified_gmt":"2023-07-07T00:36:30","slug":"%e4%b8%ba%e8%be%b9%e7%bc%98%e8%ae%be%e5%a4%87%e6%b7%bb%e5%8a%a0%e4%bd%8e%e5%8a%9f%e8%80%97ai-ml%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/info\/37618.html","title":{"rendered":"\u4e3a\u8fb9\u7f18\u8bbe\u5907\u6dfb\u52a0\u4f4e\u529f\u8017AI\/ML\u63a8\u7406"},"content":{"rendered":"

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\u8fd8\u53ef\u4ee5\u5229\u7528\u4e13\u7528\u795e\u7ecf\u5904\u7406\u5668(NPU)\u548cNPU\u00a0IP\u3002\u8fd9\u7c7b\u5904\u7406\u5668\u5229\u7528MAC\u9635\u5217\u548c\u5fae\u8c03\u7f51\u7edc\u5728MAC\u4e4b\u95f4\u4f20\u9012\u6570\u636e\uff0c\u5982\u4eca\u5df2\u670930\u591a\u5bb6\u516c\u53f8\u80fd\u591f\u63d0\u4f9b\u3002\u8fd9\u4e9b\u5668\u4ef6\u63d0\u4f9b\u4e0d\u540c\u7ea7\u522b\u7684\u6027\u80fd\u548c\u529f\u7387\u6548\u7387\uff0c\u6bd4\u5e26\u6709AI\/ML\u6307\u4ee4\u7684\u5fae\u5904\u7406\u5668\u548c\u5fae\u63a7\u5236\u5668\u66f4\u597d\u3002\u7136\u800c\uff0c\u91c7\u7528NPU\u8fd9\u7c7b\u7684\u65b0\u67b6\u6784\uff0c\u9700\u8981\u5b66\u4e60\u66f2\u7ebf\u3002<\/p>\n

MemryX\u4f5c\u4e3a\u4e00\u4e2a\u65b0\u7684\u5e02\u573a\u53c2\u4e0e\u8005\uff0c\u5229\u7528\u4e00\u79cd\u4e0d\u540c\u7684AI\/ML\u52a0\u901f\u5668\u6765\u89e3\u51b3\u566a\u58f0\u95ee\u9898\u3002\u8be5\u516c\u53f8\u7684MX3\u00a0Edge\u00a0AI\u00a0Accelerator\u82af\u7247\uff0c\u53ef\u4ee5\u6267\u884cAI\/ML\u6a21\u578b\uff0c\u5e76\u4e14\u7531\u4e8e\u91c7\u7528\u7684\u662f\u201cat-memory\u201d\u67b6\u6784\uff0c\u4ece\u800c\u65e0\u9700\u8bbf\u95ee\u5916\u90e8DRAM\u3002MemryX\u7684\u8bbe\u8ba1\u65b9\u6cd5\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u901a\u8fc7\u8bad\u7ec3\u597d\u7684AI\/ML\u6a21\u578b\u6765\u4f20\u9012\u5b9e\u65f6\u6570\u636e\u7684\u5d4c\u5165\u5f0f\u8fb9\u7f18\u8bbe\u5907\u3002<\/p>\n

MemryX\u8ba4\u4e3a\uff0cMX3\u7684\u6570\u636e\u6d41\u67b6\u6784\u6700\u9002\u5408\u4e8e\u5bf9\u8fde\u7eed\u6d41\u6570\u636e\u8fdb\u884cAI\/ML\u63a8\u7406\uff0c\u8fd9\u7c7b\u8fde\u7eed\u6d41\u6570\u636e\u662f\u7531\u89c6\u9891\u3001\u5b89\u5168\u6444\u50cf\u5934\u548c\u5176\u4ed6\u7c7b\u578b\u7684\u4f20\u611f\u5668\u751f\u6210\u7684\u8fde\u7eed\u6570\u636e\u3002\u7531\u4e8eMX3\u7684\u7247\u4e0a\u5b58\u50a8\u5668\u5b58\u50a8\u4e86AI\/ML\u6a21\u578b\u6240\u9700\u7684\u6240\u6709\u6743\u91cd\uff0c\u5e76\u4e14\u4e0d\u4e0e\u4e3b\u5904\u7406\u5668\u5171\u4eab\u8fd0\u7b97\uff0c\u56e0\u6b64\u53ea\u6709\u6570\u636e\u9700\u8981\u6d41\u5165MemryX\u82af\u7247\uff0c\u800c\u8f93\u51fa\u7684\u53ea\u6709\u7ed3\u679c\u3002\u6545\u5bf9\u4e8e\u5404\u79cd\u9700\u8981\u4f20\u9012\u5b9e\u65f6\u6570\u636e\u901a\u8fc7\u5df2\u8bad\u7ec3\u7684AI\/ML\u6a21\u578b\u7684\u5d4c\u5165\u5f0f\u8fb9\u7f18\u8bbe\u5907\u6765\u8bf4\uff0c\u8fd9\u662f\u6700\u5408\u9002\u7684\u6b63\u786e\u5de5\u4f5c\u6a21\u578b\u3002<\/p>\n

<\/p>\n

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AI\/ML\u82af\u7247\u5236\u9020\u5546\u559c\u6b22\u8ba8\u8bba\u7684\u4e8b\u60c5\u4e4b\u4e00\u662f\u4ed6\u4eec\u7684model\u00a0zoo\u3002\u4e00\u4e2a\u5178\u578b\u7684zoo\u662f\u8bb8\u591a\u5df2\u7ecf\u9002\u7528\u4e8e\u652f\u6301\u4f9b\u5e94\u5546\u72ec\u7279\u7684\u4eba\u5de5\u667a\u80fd\u67b6\u6784\u7684AI\/ML\u6a21\u578b\u7684\u96c6\u5408\u3002\u82af\u7247\u4f9b\u5e94\u5546\u7684model\u00a0zoo\u89c4\u6a21\uff0c\u901a\u5e38\u53ef\u6839\u636e\u516c\u53f8\u7684\u8f6f\u4ef6\u8d44\u6e90\u89c4\u6a21\u8fdb\u884c\u6269\u5c55\uff0c\u6bcf\u4e2a\u6a21\u578b\u90fd\u5fc5\u987b\u8fdb\u884c\u4fee\u6539\u548c\u518d\u8bad\u7ec3\u3002<\/p>\n

MemryX\u6709\u4e00\u4e2a\u975e\u5178\u578b\u7684AI\u00a0Model\u00a0Zoo\uff0c\u7ecf\u8fc7\u4e00\u952e\u7f16\u8bd1\u540e\uff0cMX3\u5c31\u53ef\u4ee5\u6267\u884c\u7ecf\u8fc7\u8bad\u7ec3\u7684AI\u6a21\u578b\u3002\u7531\u4e8e\u5df2\u7ecf\u9a8c\u8bc1\u4e86\u6570\u767e\u4e2a\u76f4\u63a5\u4ece\u4e92\u8054\u7f51\u4e0a\u5404\u79cd\u5b58\u50a8\u5e93\u4e2d\u63d0\u53d6\u7684\u7ecf\u8fc7\u8bad\u7ec3\u7684AI\/ML\u6a21\u578b\uff0c\u4ee5\u53ca\u6570\u767e\u4e2a\u76f4\u63a5\u6765\u81ea\u5ba2\u6237\u548c\u5408\u4f5c\u4f19\u4f34\u7684\u79c1\u6709\u6a21\u578b\uff0c\u4ece\u800c\u53ef\u4ee5\u65ad\u8a00\uff0c\u8be5\u4e00\u952e\u7f16\u8bd1\u80fd\u81ea\u52a8\u751f\u621050\uff5e80%\u7684\u5229\u7528\u7387\u3002<\/p>\n

MemryX\u00a0MX3\u5e76\u4e0d\u662f\u4e00\u6b3e\u72ec\u7acb\u7684AI\/ML\u5668\u4ef6\u3002\u5b83\u65e8\u5728\u7528\u4f5c\u4e3bCPU\u7684\u914d\u5957\u82af\u7247\uff0c\u901a\u8fc7PCIe\u6216USB\u63a5\u53e3\u8fde\u63a5\u3002\u8fd9\u79cd\u65b9\u6848\u76f8\u5bf9\u5bb9\u6613\uff0c\u53ef\u65b9\u4fbf\u5730\u5c06\u8be5\u5668\u4ef6\u96c6\u6210\u5230\u65b0\u7684\u6216\u5df2\u6709\u7684\u786c\u4ef6\u8bbe\u8ba1\u4e2d\u3002<\/p>\n

\u5982\u4eca\uff0c\u901a\u5e38\u90fd\u4f1a\u5728\u67d0\u4e2a\u5730\u65b9\u7559\u6709\u5907\u7528\u7aef\u53e3\u3002\u7531\u4e8eMX3\u52a0\u901f\u5668\u662f\u72ec\u7acb\u7684\uff0c\u4e0d\u9700\u8981\u5916\u90e8\u5b58\u50a8\u5668\uff0c\u56e0\u6b64\u5728\u8bbe\u5907\u7684\u786c\u4ef6\u8bbe\u8ba1\u4e2d\u6dfb\u52a0AI\/ML\u6a21\u578b\u5904\u7406\u80fd\u529b\uff0c\u5e76\u4e0d\u6bd4\u5728\u73b0\u6709CPU\u548cMX3\u52a0\u901f\u5668\u4e4b\u95f4\u63d0\u4f9b\u7aef\u53e3\u8fde\u63a5\u66f4\u590d\u6742\u3002<\/p>\n

\u6bcf\u9897MemryX\u00a0MX3\u52a0\u901f\u5668\u82af\u7247\u589e\u52a0\u4e86\u5927\u7ea65\u00a0TFLOPS(\u6bcf\u79d2\u4e07\u4ebf\u6b21\u6d6e\u70b9\u8fd0\u7b97)\u7684AI\/ML\u5904\u7406\u6027\u80fd\u3002\u8be5\u5668\u4ef6\u5185\u90e8\u4f7f\u7528bfloat16\u683c\u5f0f\u6570\u636e\u8fdb\u884c\u6fc0\u6d3b\uff0c\u5e76\u9010\u5c42\u9009\u62e94\u4f4d\u30018\u4f4d\u621616\u4f4d\u6574\u6570\u4f5c\u4e3a\u6743\u91cd\u3002MX3\u5668\u4ef6\u8bbe\u8ba1\u4e3a\u83ca\u82b1\u94fe\u72b6\uff0c\u5e76\u4e14\u91c7\u7528\u7684\u662f\u201cat\u00a0memory\u201d\u4ee5\u53ca\u6570\u636e\u6d41\u67b6\u6784\uff0c\u6545\u5176\u5904\u7406\u80fd\u529b\u53ef\u968f\u7740\u6dfb\u52a0\u7684\u82af\u7247\u6570\u91cf\u800c\u7ebf\u6027\u6269\u5c55\u3002<\/p>\n

\u56e0\u6b64\uff0c2\u5668\u4ef6\u9635\u5217\u7684MX3\u52a0\u901f\u5668\u53ef\u63d0\u4f9b10\u00a0TFLOPS\uff0c4\u5668\u4ef6\u9635\u5217\u5219\u53ef\u63d0\u4f9b20\u00a0TFLOPS\u3002\u901a\u5e38\u6bcf\u9897MX3\u5668\u4ef6\u7684\u529f\u8017\u7ea6\u4e3a1\u74e6\uff0c\u5982\u679c\u914d\u4e0aMX3\u7684\u7247\u4e0a\u6743\u91cd\u5b58\u50a8\u5668\uff0c\u5219\u53ef\u4ee5\u540c\u65f6\u5b9e\u73b0\u591a\u4e2aAI\/ML\u6a21\u578b\u3002\u6b64\u5916\uff0c\u5728\u8fdb\u51faMX3\u52a0\u901f\u5668\u65f6\uff0c\u53ef\u4ee5\u5b9e\u73b0\u6a21\u578b\u4ea4\u6362\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u6240\u9700\u7684\u65f6\u95f4\u8fd8\u4e0d\u523010\u6beb\u79d2\u3002<\/p>\n

MX3\u5f00\u53d1\u6d41\u7a0b\u4f7f\u7528\u4e00\u952e\u7f16\u8bd1\u65b9\u6848\uff0c\u63a5\u53d7\u6765\u81ea\u6240\u6709\u6d41\u884c\u7684AI\/ML\u5f00\u53d1\u6846\u67b6\u7684\u8bad\u7ec3\u6a21\u578b\uff0c\u5305\u62ecPyTorch\u3001ONNX\u3001Tensorflow\u3001Tensorflow\u00a0Lite\u548cKeras\u7b49\u3002\u5f53\u7136\uff0c\u50cfMX3\u8fd9\u6837\u5177\u6709\u6570\u636e\u6d41\u5b9a\u5411\u529f\u80fd\u7684\u52a0\u901f\u5668\uff0c\u53ef\u4ee5\u4e0e\u57fa\u4e8e\u4efb\u4f55\u67b6\u6784(Arm\u3001x86\u3001RISC-V\u7b49)\u7684\u4efb\u4f55\u5fae\u5904\u7406\u5668\u6216\u5fae\u63a7\u5236\u5668\u517c\u5bb9\uff0c\u5e76\u4e14\u4e5f\u72ec\u7acb\u4e8e\u64cd\u4f5c\u7cfb\u7edf\uff0c\u6545\u5904\u7406\u5668\u4e5f\u5f88\u65b9\u4fbf\u5730\u4e3aMX3\u63d0\u4f9b\u914d\u7f6e\u6587\u4ef6\u548c\u6570\u636e\u3002\u4e0a\u8ff0\u6240\u6709\u8fd9\u4e9b\u7279\u6027\uff0c\u4f7fMX3\u52a0\u901f\u5668\u975e\u5e38\u9002\u5408\u90a3\u4e9b\u5e0c\u671b\u5728\u8bbe\u8ba1\u4e2d\u6dfb\u52a0AI\/ML\u3001\u800c\u53c8\u4e0d\u81f3\u4e8e\u5f15\u8d77\u592a\u5927\u9ebb\u70e6\u7684\u8bbe\u8ba1\u56e2\u961f\u3002<\/p>\n

(\u53c2\u8003\u539f\u6587\uff1a<\/a>Adding Low-Power AI\/ML Inference to Edge Devices<\/a>\uff09<\/a><\/p>\n

\u672c\u6587\u4e3a\u300a\u7535\u5b50\u5de5\u7a0b\u4e13\u8f91\u300b2023\u5e747\u6708\u520a\u6742\u5fd7\u6587\u7ae0\uff0c\u7248\u6743\u6240\u6709\uff0c\u7981\u6b62\u8f6c\u8f7d\u3002\u70b9\u51fb<\/strong>\u7533\u8bf7\u514d\u8d39\u6742\u5fd7\u8ba2\u9605<\/a><\/p>\n

\u6587\u7ae0\u6765\u81ea\uff1ahttps:\/\/www.eet-china.com\/<\/p>\n","protected":false},"excerpt":{"rendered":"\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60(AI\/ML)\u63d0\u4f9b\u4e86\u65e0\u4e0e\u4f26\u6bd4\u7684\u8bc6\u522b\u590d\u6742\u6a21\u5f0f\u548c\u5feb\u901f\u505a\u51fa\u51b3\u7b56\u7684\u80fd\u529b\u3002\u56e0\u6b64\uff0c\u8bb8\u591a\u516c\u53f8\u6b63\u5728\u8fc5\u901f\u5c06AI […]","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[134],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/37618"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=37618"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/37618\/revisions"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=37618"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=37618"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=37618"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}