{"id":48341,"date":"2023-11-03T08:15:00","date_gmt":"2023-11-03T00:15:00","guid":{"rendered":"https:\/\/www.ioiotimes.com\/?p=48341"},"modified":"2023-11-03T02:20:44","modified_gmt":"2023-11-02T18:20:44","slug":"arm%e8%88%87%e7%94%a2%e6%a5%ad%e9%a0%98%e5%b0%8e%e4%bc%81%e6%a5%ad%e5%90%88%e4%bd%9c%e5%bb%ba%e6%a7%8b%e6%9c%aa%e4%be%86%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e5%9f%ba%e7%a4%8e","status":"publish","type":"post","link":"https:\/\/www.ioiotimes.com\/?p=48341","title":{"rendered":"Arm\u8207\u7522\u696d\u9818\u5c0e\u4f01\u696d\u5408\u4f5c\u5efa\u69cb\u672a\u4f86\u7684\u4eba\u5de5\u667a\u6167\u57fa\u790e"},"content":{"rendered":"\n<p>Arm&nbsp;\u4eca\u65e5\u5ba3\u5e03\u591a\u9805\u5168\u65b0\u7684\u7b56\u7565\u5408\u4f5c\uff0c\u81f4\u529b\u65bc\u5e36\u52d5\u4eba\u5de5\u667a\u6167\uff08AI\uff09\u7684\u5275\u65b0\uff0c\u4e26\u5be6\u73fe&nbsp;AI&nbsp;\u9ad4\u9a57\u3002\u9664\u4e86\u80fd\u5be6\u73fe&nbsp;AI&nbsp;\u958b\u767c\u4f5c\u696d\u7684\u6280\u8853\u5e73\u53f0\uff0cArm&nbsp;\u4e5f\u6b63\u8207\u8d85\u5fae\u534a\u5c0e\u9ad4\uff08AMD\uff09\u3001\u82f1\u7279\u723e\u3001Meta\u3001\u5fae\u8edf\u3001\u8f1d\u9054\uff08NVIDIA\uff09\u8207\u9ad8\u901a\uff08Qualcomm Technologies, Inc.\uff09\u7b49\u5e02\u5834\u9818\u5148\u7684\u79d1\u6280\u516c\u53f8\u5408\u4f5c\uff0c\u900f\u904e\u5404\u9805\u8a08\u756b\uff0c\u805a\u7126\u65bc\u4fc3\u6210\u5148\u9032\u7684&nbsp;AI&nbsp;\u80fd\u529b\uff0c\u4ee5\u5e36\u4f86\u66f4\u9ad8\u7684\u56de\u61c9\u6027\u3001\u4e14\u66f4\u5b89\u5168\u7684\u4f7f\u7528\u8005\u9ad4\u9a57\u3002\u9019\u4e9b\u5408\u4f5c\u5c07\u5728\u5404\u500b\u904b\u7b97\u9032\u884c\u4e4b\u8655\uff0c\u70ba\u8d85\u904e&nbsp;1,500&nbsp;\u842c\u540d&nbsp;Arm&nbsp;\u958b\u767c\u4eba\u54e1\u6253\u9020\u5176\u6240\u9700\u7684\u57fa\u790e\u6846\u67b6\u3001\u6280\u8853\u8207\u898f\u683c\uff0c\u5e36\u4f86\u6b21\u4e16\u4ee3\u7684&nbsp;AI&nbsp;\u9ad4\u9a57\u3002<\/p>\n\n\n\n<p>Arm\u00a0\u8cc7\u6df1\u526f\u7e3d\u88c1\u66a8\u67b6\u69cb\u9577\u8207\u9662\u58eb\u00a0Richard Grisenthwaite\u00a0\u8868\u793a\uff1a\u300cAI\u00a0\u7684\u5ee3\u6cdb\u61c9\u7528\u4ef0\u8cf4\u65bc\u786c\u9ad4\u8207\u8edf\u9ad4\u5275\u65b0\u7684\u6301\u7e8c\u5354\u540c\u3002\u9019\u7a2e\u7d44\u5408\u5c07\u5728\u6bcf\u4e00\u500b\u6280\u8853\u63a5\u89f8\u9ede\u4e0a\u63d0\u5347\u00a0AI\u00a0\u80fd\u529b\uff0c\u5f9e\u5728\u908a\u7de3\u904b\u884c\u5de5\u4f5c\u8ca0\u8f09\u7684\u6700\u5c0f\u578b\u611f\u6e2c\u5668\uff0c\u5230\u8655\u7406\u8907\u96dc\u5de5\u4f5c\u8ca0\u8f09\u4ee5\u8a13\u7df4\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u8d85\u5927\u578b\u4f3a\u670d\u5668\u3002\u300d\u4ed6\u6307\u51fa\uff1a\u300c\u96a8\u8457\u751f\u614b\u7cfb\u4e0d\u65b7\u5730\u767c\u6398\u00a0AI\u00a0\u7684\u771f\u6b63\u6f5b\u529b\uff0c\u5b89\u5168\u6027\u3001\u6c38\u7e8c\u8207\u8cc7\u6599\u4e0a\u9650\u986f\u7136\u5730\u90fd\u5c07\u6210\u70ba\u6311\u6230\u3002\u56e0\u6b64\uff0c\u6301\u7e8c\u63a2\u5c0b\u6574\u500b\u7522\u696d\u4e2d\u7684\u5408\u4f5c\u6a5f\u6703\u6975\u70ba\u91cd\u8981\uff0c\u5982\u6b64\u624d\u80fd\u5927\u898f\u6a21\u5be6\u73fe\u00a0AI\u00a0\u7684\u90e8\u7f72\uff0c\u5305\u62ec\u52a0\u5927\u908a\u7de3\u7684\u63a8\u8ad6\u80fd\u529b\u3002\u300d<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u52a9\u529b\u908a\u7de3AI<\/strong><strong>\u767c\u5c55<\/strong><\/h3>\n\n\n\n<p>\u751f\u6210\u5f0f&nbsp;AI&nbsp;\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u6216\u8a31\u662f\u6642\u4e0b\u95dc\u6ce8\u7684\u7126\u9ede\uff0c\u800c\u6709\u9451\u65bc\u5728\u667a\u6167\u624b\u6a5f\u9818\u57df\uff0c\u9ad8\u9054\u4e03\u6210\u7684\u7b2c\u4e09\u65b9&nbsp;AI&nbsp;\u61c9\u7528\u662f\u5728&nbsp;Arm CPU&nbsp;\u4e0a\u904b\u884c\uff0cArm&nbsp;\u5df2\u5f15\u9818\u908a\u7de3\u5be6\u73fe&nbsp;AI&nbsp;\u9577\u9054\u591a\u5e74\u3002\u5728\u63a2\u7d22\u5982\u4f55\u4ee5\u6c38\u7e8c\u7684\u65b9\u5f0f\u5be6\u73fe&nbsp;AI&nbsp;\u8207\u66f4\u9ad8\u7684\u6548\u7387\u4f86\u50b3\u9001\u8cc7\u6599\u6642\uff0c\u7522\u696d\u4e5f\u9700\u8981\u540c\u6b65\u6f14\u9032\uff0c\u4ee5\u4fbf\u80fd\u5728\u908a\u7de3\u904b\u884c&nbsp;AI&nbsp;\u8207\u6a5f\u5668\u5b78\u7fd2\uff08ML\uff09\u6a21\u578b\u3002\u7136\u800c\uff0c\u958b\u767c\u4eba\u54e1\u5728\u6b64\u6240\u80fd\u904b\u7528\u7684\u904b\u7b97\u8cc7\u6e90\u8d8a\u4f86\u8d8a\u6709\u9650\uff0c\u8981\u9054\u5230\u6b64\u76ee\u7684\u4e5f\u5145\u6eff\u6311\u6230\u3002<\/p>\n\n\n\n<p>Arm <a href=\"https:\/\/community.arm.com\/arm-community-blogs\/b\/ai-and-ml-blog\/posts\/optimizing-ai-models-for-arm-ethos-u-npus-using-the-nvidia-tao-toolkit\" target=\"_blank\" rel=\"noreferrer noopener\">\u6b63\u8207\u00a0NVIDIA\u00a0\u5408\u4f5c<\/a>\uff0c\u9032\u884c\u00a0NVIDIA TAO\u00a0\u7684\u8abf\u9069\uff0c\u9019\u662f\u4e00\u5957\u53ef\u904b\u7528\u5728\u00a0Ethos-U NPU\u00a0\u4e0a\u7684\u4f4e\u7a0b\u5f0f\u78bc\u4e14\u958b\u6e90\u7684\u5de5\u5177\u5957\u4ef6\uff0c\u5b83\u53ef\u5354\u52a9\u6253\u9020\u6548\u80fd\u512a\u5316\u7684\u8996\u89ba\u00a0AI\u00a0\u6a21\u578b\uff0c\u4ee5\u4fbf\u5c07\u5176\u90e8\u7f72\u5728\u57fa\u65bc\u00a0Ethos-U\u00a0\u7684\u8655\u7406\u5668\u4e0a\u3002NVIDIA TAO\u00a0\u63d0\u4f9b\u4e00\u500b\u6613\u65bc\u4f7f\u7528\u7684\u4ecb\u9762\uff0c\u53ef\u5728\u00a0TensorFlow\u00a0\u8207\u00a0PyTorch\u00a0\u9019\u5169\u500b\u514d\u8cbb\u4e14\u958b\u6e90\u7684\u9886\u5148\u00a0AI\u00a0\u8207\u00a0ML\u00a0\u6846\u67b6\u4e0a\u9032\u884c\u958b\u767c\u4f5c\u696d\u3002\u70ba\u958b\u767c\u4eba\u54e1\u5e36\u4f86\u8f15\u9b06\u4e14\u7121\u7e2b\u7684\u6a21\u578b\u958b\u767c\u8207\u90e8\u7f72\u74b0\u5883\uff0c\u540c\u6642\u9084\u53ef\u4ee5\u5728\u908a\u7de3\u88dd\u7f6e\u904b\u884c\u66f4\u8907\u96dc\u7684\u00a0AI\u00a0\u5de5\u4f5c\u8ca0\u8f09\uff0c\u63d0\u5347\u00a0AI\u00a0\u9ad4\u9a57\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/NVIDIA-TAO-toolkit-main-image.jpg_2D00_900x506x2.jpg\" alt=\"\" class=\"wp-image-48359\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/NVIDIA-TAO-toolkit-main-image.jpg_2D00_900x506x2.jpg 900w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/NVIDIA-TAO-toolkit-main-image.jpg_2D00_900x506x2-300x169.jpg 300w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/NVIDIA-TAO-toolkit-main-image.jpg_2D00_900x506x2-768x432.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5728\u6240\u6709\u88dd\u7f6e\u8207\u5e02\u5834\u63a8\u9032\u795e\u7d93\u7db2\u8def\u7684\u61c9\u7528<\/strong><\/h3>\n\n\n\n<p>\u5728\u908a\u7de3\u63a8\u9032\u795e\u7d93\u7db2\u8def\u7684\u90e8\u7f72\u662f\u5be6\u73fe&nbsp;AI&nbsp;\u6301\u7e8c\u6210\u9577\u7684\u91cd\u8981\u4e00\u74b0\u3002<a href=\"https:\/\/community.arm.com\/arm-community-blogs\/b\/ai-and-ml-blog\/posts\/executorch-and-tosa-enabling-pytorch-on-arm-platforms\" target=\"_blank\" rel=\"noreferrer noopener\">Arm&nbsp;\u8207&nbsp;Meta<\/a>&nbsp;\u6b63\u52aa\u529b\u904b\u7528&nbsp;ExecuTorch\uff0c\u628a&nbsp;PyTorch&nbsp;\u5c0e\u5165&nbsp;Arm&nbsp;\u67b6\u69cb\u7684\u884c\u52d5\u8207\u5d4c\u5165\u5f0f\u5e73\u53f0\u3002ExecuTorch&nbsp;\u80fd\u8b93\u958b\u767c\u4eba\u54e1\u66f4\u8f15\u9b06\u5730\u5728\u5404\u7a2e\u884c\u52d5\u8207\u908a\u7de3\u88dd\u7f6e\u4e0a\uff0c\u90e8\u7f72\u5148\u9032&nbsp;AI&nbsp;\u8207&nbsp;ML&nbsp;\u5de5\u4f5c\u8ca0\u8f09\u6240\u9700\u7684\u6700\u5c16\u7aef\u985e\u795e\u7d93\u7db2\u8def\u3002Arm&nbsp;\u8207&nbsp;Meta&nbsp;\u7684\u5408\u4f5c\u5c07\u78ba\u4fdd\u672a\u4f86\u900f\u904e&nbsp;PyTorch&nbsp;\u8207&nbsp;ExecuTorch\uff0c\u958b\u767c\u4eba\u54e1\u80fd\u66f4\u8f15\u9b06\u958b\u767c\u8207\u90e8\u7f72&nbsp;AI&nbsp;\u8207&nbsp;ML&nbsp;\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u8207\u00a0Meta\u00a0\u7684\u5408\u4f5c\u662f\u4ee5\u00a0Arm\u00a0\u5df2\u6295\u6ce8\u9f90\u5927\u8cc7\u6e90\u7684\u5f35\u91cf\u7b97\u5b50\u96c6\u67b6\u69cb\uff08TOSA\uff09\u70ba\u57fa\u790e\uff1bTOSA\u00a0\u70ba\u00a0AI\u00a0\u8207\u00a0ML\u00a0\u52a0\u901f\u5668\u63d0\u4f9b\u4e00\u500b\u5171\u540c\u7684\u6846\u67b6\uff0c\u4e26\u652f\u63f4\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u904b\u7528\u7684\u5404\u5f0f\u5de5\u4f5c\u8ca0\u8f09\u3002\u5c0d\u65bc\u591a\u5143\u7684\u8655\u7406\u5668\u8207\u6578\u5341\u5104\u500b\u4ee5\u00a0Arm\u00a0\u67b6\u69cb\u6253\u9020\u7684\u88dd\u7f6e\uff0cTOSA\u00a0\u5c07\u662f\u00a0AI\u00a0\u8207\u00a0ML\u00a0\u7684\u57fa\u77f3\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"506\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/Arm-NN-blog-post-image.png-900x506x2.png\" alt=\"\" class=\"wp-image-48361\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/Arm-NN-blog-post-image.png-900x506x2.png 900w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/Arm-NN-blog-post-image.png-900x506x2-300x169.png 300w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/Arm-NN-blog-post-image.png-900x506x2-768x432.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5728\u7522\u696d\u5167\u63a8\u52d5\u898f\u6a21\u5316\u7684AI<\/strong><\/h3>\n\n\n\n<p>\u8981\u4ee5\u76f8\u5c0d\u8f03\u4f4e\u7684\u6210\u672c\u5be6\u73fe&nbsp;AI&nbsp;\u7684\u898f\u6a21\u5316\uff0c\u652f\u63f4\u8cc7\u6599\u683c\u5f0f\u7684\u5ee3\u6cdb\u90e8\u7f72\u76f8\u7576\u95dc\u9375\u3002Arm&nbsp;\u5411\u4f86\u81f4\u529b\u65bc\u652f\u63f4\u5404\u7a2e\u65b0\u8208\u5c0f\u578b\u8cc7\u6599\u5eab\u985e\u578b\u7684&nbsp;AI&nbsp;\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n\n\n\n<p>Arm\u3001\u82f1\u7279\u723e\u8207\u00a0NVIDIA\u00a0\u53bb\u5e74\u5728<a href=\"https:\/\/community.arm.com\/arm-community-blogs\/b\/announcements\/posts\/arm-supports-fp8-a-new-8-bit-floating-point-interchange-format-for-neural-network-processing\" target=\"_blank\" rel=\"noreferrer noopener\">\u5408\u4f5c\u8a08\u5283<\/a>\u4e2d\u767c\u8868\u4e86\u5168\u65b0\u7684\u00a08\u00a0\u4f4d\u5143\u6d6e\u9ede\u898f\u683c\uff1aFP8\u3002\u5f9e\u90a3\u4e4b\u5f8c\uff0c\u6b64\u4e00\u683c\u5f0f\u5099\u53d7\u95dc\u6ce8\uff0c\u800c\u53c3\u8207\u7684\u4f01\u696d\u4e5f\u64f4\u5927\u5230\u00a0AMD\u3001Arm\u3001Google\u3001\u82f1\u7279\u723e\u3001Meta\u00a0\u8207\u00a0NVIDIA\uff0c\u4e26\u5171\u540c\u5275\u5efa\u4e86\u6b63\u5f0f\u7684\u00a0<a href=\"https:\/\/www.opencompute.org\/documents\/ocp-8-bit-floating-point-specification-ofp8-revision-1-0-2023-06-20-pdf\" target=\"_blank\" rel=\"noreferrer noopener\">OCP 8\u4f4d\u5143\u6d6e\u9ede\u898f\u683c\uff08OFP8<\/a>\uff09\u3002Arm\u00a0\u5728\u5176\u6700\u65b0\u7684\u00a0A\u00a0\u7cfb\u5217\u67b6\u69cb\u66f4\u65b0\u4e2d\uff0c\u65b0\u589e\u4e86\u7b26\u5408\u6b64\u4e00\u6a19\u6e96\u7684\u00a0OFP8\uff0c\u70ba\u7522\u696d\u5167\u7684\u985e\u795e\u7d93\u7db2\u8def\u7684\u5feb\u901f\u63a1\u7528\u63d0\u4f9b\u652f\u63f4\u3002OFP8\u00a0\u662f\u4e00\u7a2e\u4ea4\u63db\u7684\u00a08\u00a0\u4f4d\u5143\u8cc7\u6599\u683c\u5f0f\uff0c\u53ef\u4ee5\u8b93\u8edf\u9ad4\u751f\u614b\u7cfb\u8f15\u9b06\u5206\u4eab\u985e\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u4e26\u5728\u6578\u5341\u5104\u500b\u88dd\u7f6e\u4e0a\u6301\u7e8c\u63a8\u9032\u00a0AI\u00a0\u904b\u7b97\u80fd\u529b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"570\" height=\"474\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231102-arm01.png\" alt=\"\" class=\"wp-image-48362\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231102-arm01.png 570w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231102-arm01-300x249.png 300w\" sizes=\"(max-width: 570px) 100vw, 570px\" 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