{"id":23902,"date":"2026-06-10T14:51:14","date_gmt":"2026-06-10T06:51:14","guid":{"rendered":"https:\/\/ab123.xyz\/?p=23902"},"modified":"2026-06-10T14:51:14","modified_gmt":"2026-06-10T06:51:14","slug":"intel-gaudi-3-ai-%e5%8a%a0%e9%80%9f%e5%99%a8%e4%b8%8e-pytorch-%e9%9b%86%e6%88%90%e6%9c%80%e4%bd%b3%e5%ae%9e%e8%b7%b5-2","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=23902","title":{"rendered":"Intel Gaudi 3 AI \u52a0\u901f\u5668\u4e0e PyTorch \u96c6\u6210\u6700\u4f73\u5b9e\u8df5"},"content":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u9700\u6c42\u7684\u7206\u53d1\u5f0f\u589e\u957f\uff0cIntel Gaudi 3 AI \u52a0\u901f\u5668\u51ed\u501f\u5176\u5353\u8d8a\u7684\u7b97\u529b\u6548\u7387\u4e0e\u5f00\u653e\u6027\u67b6\u6784\uff0c\u5df2\u6210\u4e3a\u4f01\u4e1a\u7ea7\u6df1\u5ea6\u5b66\u4e60\u90e8\u7f72\u7684\u91cd\u8981\u9009\u62e9\u3002\u672c\u6587\u5c06\u7cfb\u7edf\u4ecb\u7ecd Intel Gaudi 3 \u4e0e PyTorch \u6846\u67b6\u7684\u6df1\u5ea6\u96c6\u6210\u65b9\u6cd5\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u6700\u5927\u5316\u786c\u4ef6\u6027\u80fd\uff0c\u52a0\u901f\u6a21\u578b\u8fed\u4ee3\u3002\u5982\u9700\u83b7\u53d6\u6700\u65b0\u9a71\u52a8\u4e0e\u6587\u6863\uff0c\u8bf7\u8bbf\u95ee <a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/products\/details\/processors\/ai-accelerators\/gaudi.html\" target=\"_blank\">Intel Gaudi 3 \u5b98\u65b9\u7f51\u7ad9<\/a>\u3002<\/p>\n<h2>Gaudi 3 \u6838\u5fc3\u529f\u80fd\u4e0e\u786c\u4ef6\u4f18\u52bf<\/h2>\n<p>Intel Gaudi 3 \u57fa\u4e8e\u5f02\u6784\u8ba1\u7b97\u67b6\u6784\u8bbe\u8ba1\uff0c\u96c6\u6210\u9ad8\u6027\u80fd\u77e9\u9635\u4e58\u6cd5\u5f15\u64ce\u4e0e\u4e13\u7528\u5f20\u91cf\u5904\u7406\u6838\u5fc3\uff0c\u652f\u6301 FP8\u3001BF16 \u7b49\u591a\u79cd\u6df7\u5408\u7cbe\u5ea6\u683c\u5f0f\u3002\u5176\u72ec\u7279\u7684\u5185\u5b58\u5c42\u6b21\u7ed3\u6784\u914d\u5907 HBM2e \u5806\u53e0\u663e\u5b58\uff0c\u53ef\u663e\u8457\u964d\u4f4e\u6570\u636e\u642c\u8fd0\u5ef6\u8fdf\u3002\u76f8\u8f83\u4e8e\u4f20\u7edf GPU\uff0cGaudi 3 \u5728 Transformer \u6a21\u578b\u63a8\u7406\u573a\u666f\u4e2d\u80fd\u6548\u6bd4\u63d0\u5347\u6700\u9ad8 40%\uff0c\u5c24\u5176\u9002\u5408\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3\u573a\u666f\u3002<\/p>\n<h3>\u5173\u952e\u7279\u6027\u4e00\u89c8<\/h3>\n<ul>\n<li>\u96c6\u6210 128 \u4e2a\u53ef\u7f16\u7a0b AI \u6838\u5fc3\uff0c\u652f\u6301\u7ec6\u7c92\u5ea6\u6d41\u6c34\u7ebf\u5e76\u884c<\/li>\n<li>\u5185\u7f6e 96 GB HBM2e \u663e\u5b58\uff0c\u5e26\u5bbd\u8fbe 3.6 TB\/s<\/li>\n<li>\u539f\u751f\u652f\u6301 PyTorch 2.x \u7f16\u8bd1\u540e\u7aef\uff0c\u5b9e\u73b0\u56fe\u6a21\u5f0f\u4f18\u5316<\/li>\n<li>\u7b26\u5408 OCP \u5f00\u653e\u52a0\u901f\u5668\u6807\u51c6\uff0c\u6613\u4e8e\u96c6\u7fa4\u6269\u5c55<\/li>\n<\/ul>\n<h2>PyTorch \u96c6\u6210\u6700\u4f73\u5b9e\u8df5<\/h2>\n<p>PyTorch \u793e\u533a\u5df2\u4e3a Gaudi 3 \u63d0\u4f9b\u5b98\u65b9\u63d2\u4ef6 Intel Extension for PyTorch\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u5b89\u88c5 `intel-extension-for-pytorch` \u548c `habana_frameworks` \u5305\u5373\u53ef\u6fc0\u6d3b\u786c\u4ef6\u52a0\u901f\u3002\u4ee5\u4e0b\u4e3a\u63a8\u8350\u96c6\u6210\u6d41\u7a0b\uff1a<\/p>\n<h3>\u73af\u5883\u914d\u7f6e\u4e0e\u6a21\u578b\u8fc1\u79fb<\/h3>\n<p>\u4f7f\u7528 <code>habana.ai<\/code> \u63d0\u4f9b\u7684 Docker \u955c\u50cf\u5feb\u901f\u642d\u5efa\u73af\u5883\uff0c\u5e76\u901a\u8fc7 <code>torch.hpu<\/code> \u6a21\u5757\u66ff\u6362 CUDA \u8bbe\u5907\u8c03\u7528\u3002\u5bf9\u4e8e Hugging Face \u6a21\u578b\uff0c\u5229\u7528 Transformers \u5e93\u7684 `device_map` \u53c2\u6570\u81ea\u52a8\u5206\u914d\u81f3 Gaudi 3 \u8bbe\u5907\u3002<\/p>\n<h3>\u8bad\u7ec3\u4f18\u5316\u7b56\u7565<\/h3>\n<ul>\n<li>\u542f\u7528\u81ea\u52a8\u6df7\u5408\u7cbe\u5ea6\uff08AMP\uff09\u4e0e\u68af\u5ea6\u538b\u7f29\uff0c\u964d\u4f4e\u663e\u5b58\u5360\u7528<\/li>\n<li>\u4f7f\u7528 Habana \u7684\u5206\u5e03\u5f0f\u6570\u636e\u5e76\u884c\uff08DDP\uff09\u6269\u5c55\uff0c\u652f\u6301\u591a\u673a\u591a\u5361\u901a\u4fe1<\/li>\n<li>\u901a\u8fc7 TorchDynamo \u7f16\u8bd1\u4f18\u5316\u8ba1\u7b97\u56fe\uff0c\u63d0\u5347\u7b97\u5b50\u6267\u884c\u6548\u7387<\/li>\n<\/ul>\n<h3>\u63a8\u7406\u90e8\u7f72\u52a0\u901f<\/h3>\n<p>\u7ed3\u5408 ONNX Runtime \u4e0e OpenVINO \u540e\u7aef\uff0c\u53ef\u5c06\u6a21\u578b\u5bfc\u51fa\u4e3a INT8 \u91cf\u5316\u683c\u5f0f\uff0c\u5728 Gaudi 3 \u4e0a\u5b9e\u73b0 2\uff5e3 \u500d\u63a8\u7406\u541e\u5410\u63d0\u5347\u3002\u5b98\u65b9\u63a8\u8350\u4f7f\u7528 `habana_inference` \u5de5\u5177\u8fdb\u884c\u6279\u91cf\u670d\u52a1\u90e8\u7f72\u3002<\/p>\n<h2>\u5178\u578b\u5e94\u7528\u573a\u666f\u4e0e\u6848\u4f8b<\/h2>\n<p>Gaudi 3 \u5df2\u6210\u529f\u5e94\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u63a8\u8350\u7cfb\u7edf\u7b49\u591a\u4e2a\u9886\u57df\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u4f7f\u7528 Gaudi 3 \u96c6\u7fa4\u8bad\u7ec3\u5343\u4ebf\u53c2\u6570\u5927\u6a21\u578b\uff0c\u8bad\u7ec3\u5468\u671f\u4ece 30 \u5929\u7f29\u77ed\u81f3 12 \u5929\uff0c\u529f\u8017\u964d\u4f4e\u7ea6 35%\u3002\u5f00\u6e90\u793e\u533a\u4e2d\uff0c\u7528\u6237\u53ef\u901a\u8fc7 Hugging Face \u7684 `optimum-habana` \u4ed3\u5e93\u83b7\u53d6\u9884\u914d\u7f6e\u7684\u5fae\u8c03\u811a\u672c\u3002<\/p>\n<h3>\u751f\u6001\u7cfb\u7edf\u652f\u6301<\/h3>\n<p>Intel \u8054\u5408 PyTorch \u5b98\u65b9\u53d1\u5e03\u4e86 \u300aGaudi 3 \u5f00\u53d1\u6307\u5357\u300b\uff0c\u6db5\u76d6\u7b97\u5b50\u5b9e\u73b0\u3001\u6027\u80fd\u8c03\u4f18\u53ca\u6545\u969c\u6392\u67e5\u7b49\u5185\u5bb9\u3002\u5efa\u8bae\u5f00\u53d1\u8005\u5173\u6ce8 <a href=\"https:\/\/developer.habana.ai\/\" target=\"_blank\">Habana \u5f00\u53d1\u8005\u95e8\u6237<\/a> \u83b7\u53d6\u6700\u65b0\u7684\u6a21\u578b\u767d\u76ae\u4e66\u4e0e\u53c2\u8003\u4ee3\u7801\u3002<\/p>\n<h2>\u6700\u65b0\u70ed\u70b9\u65b0\u95fb\uff1a\u5168\u7403\u9996\u6b3e\u5546\u7528 AI \u52a0\u901f\u5361\u6b63\u5f0f\u4ea4\u4ed8<\/h2>\n<p>\u636e\u884c\u4e1a\u6d88\u606f\uff0cIntel \u5df2\u5411\u591a\u5bb6\u4e91\u5382\u5546\u4ea4\u4ed8 Gaudi 3 \u5546\u7528\u7248\u672c\uff0c\u9996\u6279\u5ba2\u6237\u5305\u62ec\u963f\u91cc\u4e91\u4e0e\u5fae\u8f6f Azure\u3002\u8be5\u52a0\u901f\u5361\u9884\u8ba1\u5c06\u7528\u4e8e\u4e0b\u4e00\u4ee3 AI \u4e91\u670d\u52a1\uff0c\u964d\u4f4e\u4f01\u4e1a\u5927\u6a21\u578b\u90e8\u7f72\u6210\u672c\u3002\u6765\u6e90\uff1a<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/newsroom\/news\/gaudi-3-ai-accelerator-delivery.html\" target=\"_blank\">Intel \u5b98\u65b9\u65b0\u95fb<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u9700\u6c42\u7684\u7206\u53d1\u5f0f\u589e\u957f\uff0cIntel Gaudi 3 AI \u52a0\u901f\u5668\u51ed\u501f\u5176\u5353\u8d8a\u7684\u7b97\u529b\u6548\u7387\u4e0e\u5f00 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[26860,26854,10375,26859,10477],"class_list":["post-23902","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai-","tag-habana","tag-intel-gaudi-3","tag-pytorch-","tag-10477"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/23902","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=23902"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/23902\/revisions"}],"predecessor-version":[{"id":23903,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/23902\/revisions\/23903"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=23902"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=23902"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=23902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}