{"id":188104,"date":"2024-05-09T16:35:26","date_gmt":"2024-05-09T08:35:26","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/188104.html"},"modified":"2024-05-09T16:35:29","modified_gmt":"2024-05-09T08:35:29","slug":"%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e6%a8%a1%e5%9e%8b%e9%87%8f%e5%8c%96%e4%b8%8e%e6%95%b0%e5%ad%97%e6%a0%bc%e5%bc%8f%e4%b9%8b%e9%97%b4%e7%9a%84%e5%85%b3%e7%b3%bb%e6%98%af%e4%bb%80","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/188104.html","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u6a21\u578b\u91cf\u5316\u4e0e\u6570\u5b57\u683c\u5f0f\u4e4b\u95f4\u7684\u5173\u7cfb\u662f\u4ec0\u4e48"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26094309\/b6a081b5-6696-4a20-a5a3-6619d421f63a.webp\" alt=\"\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u6a21\u578b\u91cf\u5316\u4e0e\u6570\u5b57\u683c\u5f0f\u4e4b\u95f4\u7684\u5173\u7cfb\u662f\u4ec0\u4e48\" \/><\/p>\n<p><p><a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u4e2d\u7684\u6a21\u578b\u91cf\u5316\u4e0e\u6570\u5b57\u683c\u5f0f\u4e4b\u95f4\u5b58\u5728\u4e00\u79cd\u4f18\u5316\u4e0e\u5b9e\u73b0\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c<strong>\u91cf\u5316\u80fd\u591f\u538b\u7f29\u6a21\u578b\u5927\u5c0f\u3001\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\u5e76\u964d\u4f4e\u80fd\u8017\uff0c\u800c\u6570\u5b57\u683c\u5f0f\u51b3\u5b9a\u4e86\u91cf\u5316\u7684\u7cbe\u5ea6\u548c\u8fd0\u7b97\u6548\u7387<\/strong>\u3002\u91cf\u5316\u901a\u5e38\u6d89\u53ca\u6a21\u578b\u4e2d\u6743\u91cd\u548c\u6fc0\u6d3b\u51fd\u6570\u8f93\u51fa\u7684\u8868\u793a\u65b9\u5f0f\u4ece\u6d6e\u70b9\u6570\u8f6c\u6362\u4e3a\u6574\u6570\u6216\u5b9a\u70b9\u6570\u3002\u8fd9\u79cd\u8f6c\u6362\u51cf\u5c11\u4e86\u6240\u9700\u7684\u4f4d\u5bbd\uff0c\u4f7f\u5f97\u6a21\u578b\u66f4\u9002\u4e8e\u90e8\u7f72\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u4e0a\uff0c\u5982\u624b\u673a\u6216\u7269\u8054\u7f51\u8bbe\u5907\u3002\u4f8b\u5982\uff0c\u4e00\u79cd\u5e38\u89c1\u7684\u91cf\u5316\u65b9\u6848\u662fFP32\uff0832\u4f4d\u6d6e\u70b9\u6570\uff09\u8f6c\u4e3aINT8\uff088\u4f4d\u6574\u6570\uff09\u3002\u5728\u8fd9\u4e2a\u91cf\u5316\u8fc7\u7a0b\u4e2d\uff0c\u6570\u5b57\u683c\u5f0f\u53d8\u5f97\u975e\u5e38\u5173\u952e\uff0c\u56e0\u4e3a\u5b83\u76f4\u63a5\u5f71\u54cd\u5230\u91cf\u5316\u7684\u7cbe\u5ea6\u548c\u6548\u7387\u3002\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6027\u80fd\u800c\u8a00\uff0c\u4fdd\u6301\u8db3\u591f\u7684\u7cbe\u5ea6\u5728\u8fdb\u884c\u91cf\u5316\u65f6\u81f3\u5173\u91cd\u8981\uff0c\u800c\u8fd9\u53c8\u548c\u6240\u9009\u62e9\u7684\u6570\u5b57\u683c\u5f0f\u7d27\u5bc6\u76f8\u5173\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u6a21\u578b\u91cf\u5316\u6982\u8ff0<\/h3>\n<\/p>\n<p><p>\u91cf\u5316\u662f\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4f18\u5316\u7684\u4e00\u4e2a\u91cd\u8981\u6d41\u7a0b\uff0c\u5b83\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u6a21\u578b\u7684\u5b58\u50a8\u548c\u8ba1\u7b97\u9700\u6c42\u3002\u6a21\u578b\u91cf\u5316\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u53c2\u6570\u91cf\u5316<\/strong>\uff1a\u5c06\u6a21\u578b\u7684\u6743\u91cd\u548c\u504f\u5dee\u4ece\u6d6e\u70b9\u6570\u8f6c\u6362\u4e3a\u4f4e\u4f4d\u5bbd\u7684\u8868\u793a\uff0c\u5982\u6574\u6570\u6216\u5b9a\u70b9\u6570\u3002<\/li>\n<li><strong>\u6fc0\u6d3b\u91cf\u5316<\/strong>\uff1a\u5728\u6a21\u578b\u8fd0\u884c\u65f6\u5c06\u5b9e\u65f6\u8ba1\u7b97\u7684\u6fc0\u6d3b\u4ece\u6d6e\u70b9\u6570\u91cf\u5316\u5230\u6240\u9009\u62e9\u7684\u6570\u5b57\u683c\u5f0f\u3002<\/li>\n<li><strong>\u5fae\u8c03<\/strong>\uff1a\u91cf\u5316\u540e\uff0c\u6a21\u578b\u7684\u7cbe\u5ea6\u901a\u5e38\u4f1a\u4e0b\u964d\uff0c\u56e0\u6b64\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u5fae\u8c03\u548c\u6821\u51c6\u6765\u6062\u590d\u6216\u4f18\u5316\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p><h3>\u4e8c\u3001\u6570\u5b57\u683c\u5f0f\u57fa\u7840<\/h3>\n<\/p>\n<p><p>\u6570\u5b57\u683c\u5f0f\u662f\u6307\u6570\u636e\u5728\u8ba1\u7b97\u673a\u4e2d\u8868\u793a\u7684\u65b9\u5f0f\uff0c\u5b83\u51b3\u5b9a\u4e86\u6570\u636e\u7684\u7cbe\u5ea6\u548c\u8868\u793a\u7684\u8303\u56f4\u3002\u5e38\u89c1\u7684\u6570\u5b57\u683c\u5f0f\u5305\u62ec\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u6d6e\u70b9\u6570\uff08Floating-Point\uff09<\/strong>\uff1a\u5141\u8bb8\u975e\u5e38\u5927\u6216\u975e\u5e38\u5c0f\u7684\u6570\u503c\u8fdb\u884c\u7cbe\u786e\u8868\u793a\u7684\u6570\u5b57\u683c\u5f0f\uff0c\u4f46\u8ba1\u7b97\u4ee3\u4ef7\u8f83\u9ad8\u3002<\/li>\n<li><strong>\u6574\u6570\uff08Integer\uff09<\/strong>\uff1a\u8ba1\u7b97\u901f\u5ea6\u5feb\uff0c\u4f46\u53ea\u80fd\u8868\u793a\u6709\u9650\u8303\u56f4\u5185\u7684\u6574\u6570\u3002<\/li>\n<li><strong>\u5b9a\u70b9\u6570\uff08Fixed-Point\uff09<\/strong>\uff1a\u4ecb\u4e8e\u6d6e\u70b9\u6570\u548c\u6574\u6570\u4e4b\u95f4\u7684\u6298\u4e2d\u65b9\u6848\uff0c\u5177\u6709\u56fa\u5b9a\u7684\u5c0f\u6570\u70b9\u4f4d\u7f6e\u3002<\/li>\n<\/ul>\n<p><h3>\u4e09\u3001\u91cf\u5316\u5bf9\u6027\u80fd\u7684\u5f71\u54cd<\/h3>\n<\/p>\n<p><p><strong>\u91cf\u5316\u80fd\u591f\u6539\u5584\u6a21\u578b\u7684\u8fd0\u884c\u6027\u80fd\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762<\/strong>\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u5b58\u50a8\u7a7a\u95f4\u8282\u7701<\/strong>\uff1a\u4f7f\u7528\u66f4\u5c11\u7684\u4f4d\u6765\u8868\u793a\u6a21\u578b\u53c2\u6570\uff0c\u53ef\u4ee5\u51cf\u5c0f\u6a21\u578b\u5927\u5c0f\uff0c\u4f7f\u5176\u9002\u5408\u5728\u5b58\u50a8\u8d44\u6e90\u975e\u5e38\u6709\u9650\u7684\u8bbe\u5907\u4e0a\u90e8\u7f72\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u6548\u7387\u63d0\u9ad8<\/strong>\uff1a\u6574\u6570\u64cd\u4f5c\u901a\u5e38\u6bd4\u6d6e\u70b9\u64cd\u4f5c\u5feb\uff0c\u4f7f\u7528\u4f4e\u7cbe\u5ea6\u7684\u6570\u636e\u683c\u5f0f\u53ef\u4ee5\u52a0\u901f\u8ba1\u7b97\u3001\u964d\u4f4e\u80fd\u8017\u3002<\/li>\n<li><strong>\u5e26\u5bbd\u9700\u6c42\u964d\u4f4e<\/strong>\uff1a\u5728\u91cf\u5316\u7684\u6570\u5b57\u683c\u5f0f\u4e0b\u4f20\u8f93\u6570\u636e\u6240\u9700\u7684\u5e26\u5bbd\u66f4\u5c0f\uff0c\u8fd9\u5bf9\u4e8e\u7f51\u7edc\u901a\u4fe1\u6765\u8bf4\u5c24\u5176\u6709\u5229\u3002<\/li>\n<\/ul>\n<p><h3>\u56db\u3001\u6570\u5b57\u683c\u5f0f\u5bf9\u91cf\u5316\u7cbe\u5ea6\u7684\u5f71\u54cd<\/h3>\n<\/p>\n<p><p>\u867d\u7136\u91cf\u5316\u53ef\u4ee5\u5e26\u6765\u6027\u80fd\u4e0a\u7684\u63d0\u5347\uff0c\u4f46\u4e0d\u6070\u5f53\u7684\u6570\u5b57\u683c\u5f0f\u53ef\u80fd\u4f1a\u5f15\u8d77\u6a21\u578b\u7cbe\u5ea6\u7684\u4e0b\u964d\u3002<strong>\u7cbe\u5ea6\u635f\u5931\u7684\u63a7\u5236\u662f\u6570\u5b57\u683c\u5f0f\u9009\u62e9\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u70b9<\/strong>\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u7cbe\u5ea6\u4e0e\u8303\u56f4\u7684\u5e73\u8861<\/strong>\uff1a\u9009\u62e9\u6570\u5b57\u683c\u5f0f\u65f6\u8981\u6743\u8861\u8868\u793a\u6570\u503c\u7684\u7cbe\u5ea6\u548c\u80fd\u8868\u793a\u7684\u6570\u503c\u8303\u56f4\u3002\u8fc7\u5c0f\u7684\u6570\u503c\u8303\u56f4\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5927\u503c\u6ea2\u51fa\u3002<\/li>\n<li><strong>\u9c81\u68d2\u6027\u4e0e\u7cbe\u5ea6\u7684\u5e73\u8861<\/strong>\uff1a\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5bf9\u4e8e\u8f93\u5165\u7684\u5c0f\u53d8\u5316\uff0c\u6a21\u578b\u5e94\u8be5\u6709\u5065\u58ee\u7684\u8f93\u51fa\uff0c\u8fd9\u8981\u6c42\u91cf\u5316\u540e\u7684\u6570\u5b57\u683c\u5f0f\u5e94\u6709\u4e00\u5b9a\u7684\u5bb9\u9519\u6027\u3002<\/li>\n<\/ul>\n<p><h3>\u4e94\u3001\u6a21\u578b\u91cf\u5316\u7b56\u7565<\/h3>\n<\/p>\n<p><p><strong>\u5b9e\u73b0\u6a21\u578b\u91cf\u5316\u65f6\u7684\u7b56\u7565\u9009\u62e9\u4f1a\u5f71\u54cd\u6700\u7ec8\u7684\u6027\u80fd\u548c\u7cbe\u5ea6<\/strong>\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u4eff\u5c04\u91cf\u5316\u548c\u975e\u5747\u5300\u91cf\u5316<\/strong>\uff1a\u4eff\u5c04\u91cf\u5316\uff08Affine Quantization\uff09\u5bf9\u6570\u636e\u8fdb\u884c\u7ebf\u6027\u653e\u7f29\uff0c\u800c\u975e\u5747\u5300\u91cf\u5316\uff08Non-Uniform Quantization\uff09\u53ef\u4ee5\u5728\u6570\u636e\u5206\u5e03\u4e0d\u5747\u5300\u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u66f4\u4f18\u7684\u7cbe\u5ea6\u3002<\/li>\n<li><strong>\u540e\u8bad\u7ec3\u91cf\u5316\u4e0e\u8bad\u7ec3\u4e2d\u91cf\u5316<\/strong>\uff1a\u540e\u8bad\u7ec3\u91cf\u5316\u662f\u5728\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\u8fdb\u884c\uff0c\u800c\u8bad\u7ec3\u4e2d\u91cf\u5316\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u540c\u65f6\u8fdb\u884c\u91cf\u5316\u548c\u53c2\u6570\u66f4\u65b0\uff0c\u540e\u8005\u901a\u5e38\u53ef\u4ee5\u83b7\u5f97\u66f4\u9ad8\u7684\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n<p><h3>\u516d\u3001\u6a21\u578b\u91cf\u5316\u4e0e\u786c\u4ef6\u517c\u5bb9\u6027<\/h3>\n<\/p>\n<p><p>\u91cf\u5316\u5b9e\u73b0\u65f6\u8fd8\u9700\u8981\u8003\u8651\u786c\u4ef6\u7684\u652f\u6301\u60c5\u51b5\uff0c\u4e0d\u540c\u7684\u786c\u4ef6\u5e73\u53f0\u5bf9\u6570\u5b57\u683c\u5f0f\u7684\u652f\u6301\u7a0b\u5ea6\u4e0d\u540c\u3002<strong>\u786c\u4ef6\u517c\u5bb9\u6027\u5bf9\u91cf\u5316\u7684\u6548\u7387\u548c\u5b9e\u9645\u53ef\u884c\u6027\u6709\u76f4\u63a5\u7684\u5f71\u54cd<\/strong>\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>ISP\u652f\u6301\u7a0b\u5ea6<\/strong>\uff1a\u4e0d\u540c\u6574\u6570\u7cbe\u5ea6\u7684\u6307\u4ee4\u96c6\u652f\u6301\u9700\u8981\u6839\u636e\u76ee\u6807\u786c\u4ef6\u8fdb\u884c\u5339\u914d\u9009\u62e9\uff0c\u4f8b\u5982INT8\u64cd\u4f5c\u5728\u4e00\u4e9b\u65b0\u7684CPU\u548c<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" 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Lite\u3001PyTorch Mobile\u3001NVIDIA 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