{"id":62050,"date":"2026-01-19T08:18:13","date_gmt":"2026-01-19T00:18:13","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/62050.html"},"modified":"2026-01-19T08:18:13","modified_gmt":"2026-01-19T00:18:13","slug":"yolo11%e8%ae%ad%e7%bb%83%e4%b8%ad%e7%9a%84%e6%a8%a1%e5%9e%8b%e8%b0%83%e8%af%95%e5%b7%a5%e5%85%b7%ef%bc%9apytorch-profiler%e4%bd%bf%e7%94%a8-%e4%bb%8b%e7%bb%8d%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8profil","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/62050.html","title":{"rendered":"YOLO11\u8bad\u7ec3\u4e2d\u7684\u6a21\u578b\u8c03\u8bd5\u5de5\u5177\uff1aPyTorch Profiler\u4f7f\u7528 \u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Profiler\u5206\u6790\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6027\u80fd\u74f6\u9888"},"content":{"rendered":"<p> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260119001812-696d784441671.png\"> <\/p>\n<p> <font color=\"#006666\"> \ud83c\udfac Clf\u4e36\u5fc6\u7b19\uff1a\u4e2a\u4eba\u4e3b\u9875 <\/font> <\/p>\n<p> <font color=\"#66CDAA\"> \ud83d\udd25 \u4e2a\u4eba\u4e13\u680f\uff1a\u300aYOLOv11\u5168\u6808\u6307\u5357\uff1a\u4ece\u96f6\u57fa\u7840\u5230\u5de5\u4e1a\u5b9e\u6218\u300b <\/font> <\/p>\n<p> <font color=\"#7B68EE\"> \u26fa\ufe0f \u52aa\u529b\u4e0d\u4e00\u5b9a\u6210\u529f\uff0c\u4f46\u4e0d\u52aa\u529b\u4e00\u5b9a\u4e0d\u6210\u529f\uff01 <\/font> <\/p>\n<hr>\n<p> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260119001812-696d78444a364.png\"> <\/p>\n<hr>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001PyTorch Profiler\u6982\u8ff0<\/li>\n<li>\n<ul>\n<li>1.1 \u4ec0\u4e48\u662fPyTorch Profiler<\/li>\n<li>1.2 \u4e3a\u4ec0\u4e48\u9700\u8981\u6027\u80fd\u5206\u6790<\/li>\n<li>1.3 PyTorch Profiler\u4e0e\u5176\u4ed6\u6027\u80fd\u5206\u6790\u5de5\u5177\u7684\u6bd4\u8f83<\/li>\n<li>\n<ul>\n<li>1.3.1 PyTorch Profiler vs. NVIDIA Nsight Systems<\/li>\n<li>1.3.2 PyTorch Profiler vs. TensorBoard<\/li>\n<li>1.3.3 PyTorch Profiler vs. cProfile<\/li>\n<li>1.3.4 PyTorch Profiler\u7684\u4f18\u52bf\u603b\u7ed3<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001PyTorch Profiler\u57fa\u7840\u4f7f\u7528<\/li>\n<li>\n<ul>\n<li>2.1 \u5b89\u88c5\u4e0e\u914d\u7f6e<\/li>\n<li>\n<ul>\n<li>2.1.1 \u5b89\u88c5PyTorch<\/li>\n<li>2.1.2 \u5b89\u88c5TensorBoard\uff08\u53ef\u9009\uff09<\/li>\n<li>2.1.3 \u9a8c\u8bc1\u5b89\u88c5<\/li>\n<li>2.1.4 \u57fa\u672c\u914d\u7f6e<\/li>\n<\/ul>\n<\/li>\n<li>2.2 \u57fa\u672cAPI\u4ecb\u7ecd<\/li>\n<li>\n<ul>\n<li>2.2.1 profile\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668<\/li>\n<li>2.2.2 record_function\u88c5\u9970\u5668<\/li>\n<li>2.2.3 \u7ed3\u679c\u5206\u6790API<\/li>\n<\/ul>\n<\/li>\n<li>2.3 \u7b80\u5355\u793a\u4f8b\uff1a\u5206\u6790YOLO11\u8bad\u7ec3<\/li>\n<li>2.4 \u7ed3\u679c\u89e3\u8bfb\u4e0e\u53ef\u89c6\u5316<\/li>\n<li>\n<ul>\n<li>2.4.1 \u6027\u80fd\u6570\u636e\u89e3\u8bfb<\/li>\n<li>2.4.2 TensorBoard\u53ef\u89c6\u5316<\/li>\n<li>2.4.3 Chrome Trace\u53ef\u89c6\u5316<\/li>\n<li>2.4.4 \u6027\u80fd\u6570\u636e\u89e3\u8bfb\u6280\u5de7<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001PyTorch Profiler\u9ad8\u7ea7\u529f\u80fd<\/li>\n<li>\n<ul>\n<li>3.1 \u6027\u80fd\u6307\u6807\u8be6\u89e3<\/li>\n<li>\n<ul>\n<li>3.1.1 CPU\u65f6\u95f4\u6307\u6807<\/li>\n<li>3.1.2 GPU\u65f6\u95f4\u6307\u6807<\/li>\n<li>3.1.3 \u5185\u5b58\u6307\u6807<\/li>\n<li>3.1.4 \u8c03\u7528\u6b21\u6570\u6307\u6807<\/li>\n<li>3.1.5 \u5176\u4ed6\u6307\u6807<\/li>\n<li>3.1.6 \u6027\u80fd\u6307\u6807\u5206\u6790\u6280\u5de7<\/li>\n<\/ul>\n<\/li>\n<li>3.2 \u5185\u5b58\u5206\u6790<\/li>\n<li>\n<ul>\n<li>3.2.1 \u542f\u7528\u5185\u5b58\u5206\u6790<\/li>\n<li>3.2.2 \u5185\u5b58\u6570\u636e\u89e3\u8bfb<\/li>\n<li>3.2.3 \u5185\u5b58\u4f18\u5316\u6280\u5de7<\/li>\n<li>3.2.4 \u5185\u5b58\u5206\u6790\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>3.3 GPU\u5229\u7528\u7387\u5206\u6790<\/li>\n<li>\n<ul>\n<li>3.3.1 GPU\u5229\u7528\u7387\u7684\u91cd\u8981\u6027<\/li>\n<li>3.3.2 \u542f\u7528GPU\u5229\u7528\u7387\u5206\u6790<\/li>\n<li>3.3.3 GPU\u5229\u7528\u7387\u6570\u636e\u89e3\u8bfb<\/li>\n<li>3.3.4 GPU\u5229\u7528\u7387\u4f18\u5316\u6280\u5de7<\/li>\n<li>3.3.5 GPU\u5229\u7528\u7387\u5206\u6790\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>3.4 \u81ea\u5b9a\u4e49\u4e8b\u4ef6\u8ffd\u8e2a<\/li>\n<li>\n<ul>\n<li>3.4.1 \u4e3a\u4ec0\u4e48\u9700\u8981\u81ea\u5b9a\u4e49\u4e8b\u4ef6\u8ffd\u8e2a<\/li>\n<li>3.4.2 \u4f7f\u7528record_function\u8fdb\u884c\u81ea\u5b9a\u4e49\u4e8b\u4ef6\u8ffd\u8e2a<\/li>\n<li>3.4.3 \u81ea\u5b9a\u4e49\u4e8b\u4ef6\u8ffd\u8e2a\u7684\u9ad8\u7ea7\u7528\u6cd5<\/li>\n<li>\n<ul>\n<li>3.4.3.1 \u5d4c\u5957\u4e8b\u4ef6\u8ffd\u8e2a<\/li>\n<li>3.4.3.2 \u52a8\u6001\u4e8b\u4ef6\u540d\u79f0<\/li>\n<li>3.4.3.3 \u81ea\u5b9a\u4e49\u4e8b\u4ef6\u8ffd\u8e2a\u4e0e\u51fd\u6570\u7ed3\u5408<\/li>\n<\/ul>\n<\/li>\n<li>3.4.4 \u81ea\u5b9a\u4e49\u4e8b\u4ef6\u8ffd\u8e2a\u7684\u6700\u4f73\u5b9e\u8df5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u5728YOLO11\u8bad\u7ec3\u4e2d\u7684\u5b9e\u9645\u5e94\u7528<\/li>\n<li>\n<ul>\n<li>4.1 \u8bc6\u522b\u8ba1\u7b97\u74f6\u9888<\/li>\n<li>\n<ul>\n<li>4.1.1 \u524d\u5411\u4f20\u64ad\u74f6\u9888\u5206\u6790<\/li>\n<li>4.1.2 \u53cd\u5411\u4f20\u64ad\u74f6\u9888\u5206\u6790<\/li>\n<li>4.1.3 \u8ba1\u7b97\u74f6\u9888\u4f18\u5316\u7b56\u7565<\/li>\n<\/ul>\n<\/li>\n<li>4.2 \u4f18\u5316\u6570\u636e\u52a0\u8f7d<\/li>\n<li>\n<ul>\n<li>4.2.1 \u6570\u636e\u52a0\u8f7d\u74f6\u9888\u5206\u6790<\/li>\n<li>4.2.2 \u6570\u636e\u52a0\u8f7d\u4f18\u5316\u7b56\u7565<\/li>\n<li>4.2.3 \u6570\u636e\u52a0\u8f7d\u4f18\u5316\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>4.3 \u6539\u8fdb\u6a21\u578b\u7ed3\u6784<\/li>\n<li>\n<ul>\n<li>4.3.1 \u6a21\u578b\u7ed3\u6784\u6027\u80fd\u5206\u6790<\/li>\n<li>4.3.2 \u6a21\u578b\u7ed3\u6784\u4f18\u5316\u7b56\u7565<\/li>\n<li>4.3.3 \u6a21\u578b\u7ed3\u6784\u4f18\u5316\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>4.4 \u8c03\u6574\u8bad\u7ec3\u7b56\u7565<\/li>\n<li>\n<ul>\n<li>4.4.1 \u8bad\u7ec3\u7b56\u7565\u6027\u80fd\u5206\u6790<\/li>\n<li>4.4.2 \u8bad\u7ec3\u7b56\u7565\u4f18\u5316\u7b56\u7565<\/li>\n<li>4.4.3 \u8bad\u7ec3\u7b56\u7565\u4f18\u5316\u793a\u4f8b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u6027\u80fd\u4f18\u5316\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>5.1 \u5e38\u89c1\u6027\u80fd\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>5.1.1 GPU\u5229\u7528\u7387\u4f4e<\/li>\n<li>5.1.2 \u5185\u5b58\u4f7f\u7528\u8fc7\u591a<\/li>\n<li>5.1.3 \u8bad\u7ec3\u901f\u5ea6\u6162<\/li>\n<\/ul>\n<\/li>\n<li>5.2 \u4f18\u5316\u6848\u4f8b\u5206\u6790<\/li>\n<li>\n<ul>\n<li>5.2.1 \u6848\u4f8b\u4e00\uff1a\u4f18\u5316\u6570\u636e\u52a0\u8f7d<\/li>\n<li>5.2.2 \u6848\u4f8b\u4e8c\uff1a\u4f18\u5316\u6a21\u578b\u7ed3\u6784<\/li>\n<li>5.2.3 \u6848\u4f8b\u4e09\uff1a\u4f18\u5316\u8bad\u7ec3\u7b56\u7565<\/li>\n<\/ul>\n<\/li>\n<li>5.3 \u6027\u80fd\u6d4b\u8bd5\u4e0e\u9a8c\u8bc1<\/li>\n<li>\n<ul>\n<li>5.3.1 \u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5<\/li>\n<li>5.3.2 \u4f18\u5316\u6548\u679c\u9a8c\u8bc1<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u8fdb\u9636\u6280\u5de7\u4e0e\u6700\u4f73\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>6.1 \u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\u7684\u6027\u80fd\u5206\u6790<\/li>\n<li>\n<ul>\n<li>6.1.1 \u5206\u5e03\u5f0f\u8bad\u7ec3\u6982\u8ff0<\/li>\n<li>6.1.2 \u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\u7684\u6027\u80fd\u6311\u6218<\/li>\n<li>6.1.3 \u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\u7684PyTorch Profiler\u4f7f\u7528<\/li>\n<li>6.1.4 \u5206\u5e03\u5f0f\u8bad\u7ec3\u6027\u80fd\u4f18\u5316\u7b56\u7565<\/li>\n<\/ul>\n<\/li>\n<li>6.2 \u6301\u7eed\u6027\u80fd\u76d1\u63a7<\/li>\n<li>\n<ul>\n<li>6.2.1 \u6301\u7eed\u6027\u80fd\u76d1\u63a7\u7684\u91cd\u8981\u6027<\/li>\n<li>6.2.2 \u6301\u7eed\u6027\u80fd\u76d1\u63a7\u5b9e\u73b0<\/li>\n<li>6.2.3 \u6301\u7eed\u6027\u80fd\u76d1\u63a7\u6700\u4f73\u5b9e\u8df5<\/li>\n<\/ul>\n<\/li>\n<li>6.3 \u4e0e\u5176\u4ed6\u5de5\u5177\u7684\u96c6\u6210<\/li>\n<li>\n<ul>\n<li>6.3.1 \u4e0eTensorBoard\u96c6\u6210<\/li>\n<li>6.3.2 \u4e0eNVIDIA Nsight Systems\u96c6\u6210<\/li>\n<li>6.3.3 \u4e0e\u81ea\u5b9a\u4e49\u76d1\u63a7\u7cfb\u7edf\u96c6\u6210<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001PyTorch Profiler\u6982\u8ff0<\/h3>\n<h4>1.1 \u4ec0\u4e48\u662fPyTorch Profiler<\/h4>\n<p>PyTorch Profiler\u662fPyTorch\u5b98\u65b9\u63d0\u4f9b\u7684\u4e00\u4e2a\u5f3a\u5927\u7684\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u6df1\u5165\u4e86\u89e3PyTorch\u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u6027\u80fd\u8868\u73b0\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5b83\u5c31\u50cf\u662f\u7ed9\u4f60\u7684\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u505a\u4e86\u4e00\u6b21\u5168\u9762\u7684\\&#8221;\u4f53\u68c0\\&#8221;\uff0c\u80fd\u591f\u7cbe\u786e\u5730\u544a\u8bc9\u4f60\u54ea\u4e9b\u64cd\u4f5c\u8017\u65f6\u6700\u591a\uff0c\u54ea\u4e9b\u73af\u8282\u5b58\u5728\u74f6\u9888\uff0c\u4ee5\u53ca\u5982\u4f55\u4f18\u5316\u624d\u80fd\u8ba9\u6a21\u578b\u8dd1\u5f97\u66f4\u5feb\u3002<\/p>\n<p>\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0cPyTorch Profiler\u901a\u8fc7\u8bb0\u5f55\u548c\u7edf\u8ba1\u6a21\u578b\u6267\u884c\u8fc7\u7a0b\u4e2d\u5404\u79cd\u64cd\u4f5c\u7684\u8017\u65f6\u3001\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u3001GPU\u5229\u7528\u7387\u7b49\u6307\u6807\uff0c\u751f\u6210\u8be6\u7ec6\u7684\u6027\u80fd\u62a5\u544a\u3002\u8fd9\u4e9b\u62a5\u544a\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff0c\u4f18\u5316\u4ee3\u7801\u7ed3\u6784\uff0c\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n<p>PyTorch 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