{"id":33228,"date":"2025-09-19T18:17:21","date_gmt":"2025-09-19T10:17:21","guid":{"rendered":"https:\/\/aicats.wiki\/?p=33228"},"modified":"2025-09-19T18:17:21","modified_gmt":"2025-09-19T10:17:21","slug":"ai%e6%a8%a1%e5%9e%8b%e9%87%8f%e5%8c%96%e4%b8%8e%e5%8a%a0%e9%80%9f%ef%bc%9a5%e5%a4%a7%e5%ae%9e%e7%94%a8%e6%8a%80%e5%b7%a7%e5%85%a8%e8%a7%a3%e6%9e%90%ef%bc%8c%e5%8a%a9%e4%bd%a0%e9%ab%98%e6%95%88","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/09\/19\/33228.html","title":{"rendered":"AI\u6a21\u578b\u91cf\u5316\u8207\u52a0\u901f\uff1a5\u5927\u5be6\u7528\u6280\u5de7\u5168\u89e3\u6790\uff0c\u52a9\u4f60\u6709\u6548\u7387\u7bc0\u7701\u7b97\u529b"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><strong>\u672c\u6587\u4ee5\u65b0\u95fb\u62a5\u9053\u89c6\u89d2\uff0c\u805a\u7126<a href=\"https:\/\/aicats.wiki\/tw\/2025\/08\/16\/30816-html\/\" title=\"2025\u5e74\u6700\u503c\u5f97\u95dc\u6ce8\u76847\u6b3e\u591a\u6a21\u614bAI\u5e73\u53f0\u5168\u9762\u89e3\u6790\">AI\u5e73\u53f0<\/a>\u4e0e\u4f01\u4e1a\u5728\u6a21\u578b\u538b\u7f29\u4e0e\u63a8\u7406\u52a0\u901f\u4e0a\u7684\u4e94\u5927\u5173\u952e\u6280\u5de7\uff1a<\/strong>\u5206\u522b\u662f<strong>\u91cf\u5316\uff08Quantization\uff09\u3001\u526a\u679d\uff08Pruning\uff09\u3001\u77e5\u8bc6\u84b8\u998f\u3001\u8f7b\u91cf\u7ed3\u6784\u8bbe\u8ba1\u3001\u7f16\u8bd1\u5668\u4e0e\u786c\u4ef6\u52a0\u901f<\/strong>\u3002\u5185\u5bb9\u8986\u76d6\u4e3b\u6d41\u65b9\u6cd5\u539f\u7406\u3001\u5de5\u5177\u9009\u578b\u3001\u4e1a\u754c\u6700\u4f73\u5b9e\u8df5\u4e0e\u5e94\u7528\u6848\u4f8b\uff0c\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005<strong>\u9ad8\u6548\u8282\u7701\u7b97\u529b\u8d44\u6e90\u3001\u4f18\u5316\u6a21\u578b\u90e8\u7f72\u6210\u672c\uff0c\u5168\u9762\u63d0\u5347<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u843d\u5730\u666e\u53ca\u7387<\/strong>\u3002\u6587\u7ae0\u9002\u5408\u6280\u672f\u56e2\u961f\u4e0eAI\u4ea7\u54c1\u5de5\u7a0b\u5e08\u638c\u63e1\u524d\u6cbf\u6a21\u578b\u4f18\u5316\u601d\u8def\uff0c\u5e76\u63d0\u4f9b\u5f00\u53d1\u5b9e\u7528\u6307\u5357\u4e0e\u8d44\u6e90\u63a8\u8350\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755387095.png\" alt=\"AI\u6a21\u578b\u91cf\u5316\u8207\u52a0\u901f\uff1a5\u5927\u5be6\u7528\u6280\u5de7\u5168\u89e3\u6790\uff0c\u52a9\u4f60\u6709\u6548\u7387\u7bc0\u7701\u7b97\u529b\" class=\"wp-image-51824\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI\u6a21\u578b\u538b\u7f29\u4e0e\u52a0\u901f5\u5927\u6280\u5de7\u603b\u89c8<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6280\u5de7\u540d\u7a31<\/th><th>\u8fd0\u4f5c\u539f\u7406<\/th><th>\u9069\u7528\u5834\u666f<\/th><th>\u4ee3\u8868\u5de5\u5177\/\u5e73\u53f0<\/th><th>\u53ef\u914d\u5408\u670d\u52a1<\/th><th>\u5178\u578b\u6548\u679c<\/th><\/tr><\/thead><tbody><tr><td><strong>1. \u91cf\u5316\uff08Quantization\uff09<\/strong><\/td><td>32\/16\u4f4d\u6743\u91cd\u8f6c\u4e3a\u66f4\u4f4e\u4f4d\uff088\/4\/2\u4f4d\u6574\u6570\uff09\uff0c\u5927\u5e45\u51cf\u5c11\u8fd0\u7b97\u4e0e\u5b58\u50a8<\/td><td>\u8986\u76d6\u591a\u6570NLP\u3001CV\u6a21\u578b\uff0cLLM\u63a8\u7406\u90e8\u7f72<\/td><td>HuggingFace\u3001ONNX\u3001TensorRT\u3001vLLM<\/td><td>AWS SageMaker\u3001Azure ML\u7b49<\/td><td>2~16\u500d\u538b\u7f29\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u534710X<\/td><\/tr><tr><td><strong>2. \u526a\u679d\uff08Pruning\uff09<\/strong><\/td><td>\u79fb\u9664\u4e0d\u91cd\u8981\u7684\u6743\u91cd\u548c\u8fde\u63a5\uff0c\u7cbe\u7b80\u7ed3\u6784<\/td><td>\u6709\u5927\u91cf\u5197\u4f59\u7684\u6df1\u5ea6\u6a21\u578b<\/td><td>Torch Pruning\u3001SparseGPT\u3001TF Optimization<\/td><td>\u4e3b\u6d41\u4e91ML\u5e73\u53f0<\/td><td>1.5~10\u500d\u538b\u7f29\uff0c\u52a0\u901f\u663e\u8457<\/td><\/tr><tr><td><strong>3. \u77e5\u8bc6\u84b8\u998f<\/strong><\/td><td>\u7528\u5927\u6a21\u578b\u201c\u6559\u5e08\u201d\u8bad\u7ec3\u5c0f\u6a21\u578b<\/td><td>\u9700\u538b\u7f29\u578b\u4efb\u52a1\u3001\u5c0f\u8bbe\u5907\u90e8\u7f72<\/td><td>DistilBERT\u3001MiniLM\u3001MobileNet<\/td><td>HuggingFace\u3001SageMaker\u7b49<\/td><td>\u4f53\u79ef10~30%\uff0c\u6548\u80fd\u8fbe80~95%<\/td><\/tr><tr><td><strong>4. \u8f7b\u91cf\u7ed3\u6784\u8bbe\u8ba1<\/strong><\/td><td>\u9ad8\u6548\u6a21\u578b\u67b6\u6784\uff0c\u6781\u81f4\u7cbe\u7b80\u5377\u79ef\/\u901a\u9053<\/td><td>\u624b\u673a\/IoT\/\u8fb9\u7f18\u90e8\u7f72<\/td><td>MobileNet\u3001EfficientNet\u3001SqueezeNet<\/td><td>TF Lite\u3001PyTorch Mobile<\/td><td>\u7f29\u81f31\/5\u751a\u81f31\/10\uff0c\u4f4e\u529f\u8017<\/td><\/tr><tr><td><strong>5. \u7f16\u8bd1\u5668\u4e0e\u786c\u4ef6\u52a0\u901f<\/strong><\/td><td>\u5c06\u6a21\u578b\u4e13\u5c5e\u4f18\u5316\u4e3a\u786c\u4ef6\u9ad8\u6548\u6307\u4ee4<\/td><td>\u4e91\u7aefAPI\u3001\u8fb9\u7f18AI\u3001\u6781\u81f4\u5e76\u53d1<\/td><td>TensorRT\u3001TVM\u3001ONNX Runtime\u3001vLLM<\/td><td>\u4e91\u5e73\u53f0GPU\/TPU\/FPGA<\/td><td>\u52a0\u901f\u6570\u500d\u81f310\u500d\u4ee5\u4e0a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u91cf\u5316\uff08Quantization\uff09\uff1a\u538b\u7f29\u4e0e\u52a0\u901f\u7684\u9996\u9009\u65b9\u6848<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6280\u672f\u539f\u7406\u89e3\u8bfb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cf\u5316\u901a\u8fc7\u5c0632\/16\u4f4d\u6d6e\u70b9\u6743\u91cd\u66ff\u6362\u4e3a\u66f4\u4f4e\u7cbe\u5ea6\u6574\u6570\uff088\/4\/2\u4f4d\uff09<\/strong>\uff0c\u5927\u5e45\u7f29\u51cf\u6a21\u578b\u4f53\u79ef\uff0c\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\uff0c\u5c24\u5176\u9002\u5408\u9ad8\u5e76\u53d1\u4e0e\u8d44\u6e90\u53d7\u9650\u573a\u666f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u540e\u91cf\u5316(PTQ)<\/strong>\uff1a\u9002\u5408\u6cdb\u7528\u6a21\u578b\uff0c\u5feb\u901f\u90e8\u7f72\uff0c\u90e8\u5206\u7cbe\u5ea6\u635f\u5931<\/li>\n\n\n\n<li><strong>\u91cf\u5316\u611f\u77e5\u8bad\u7ec3(QAT)<\/strong>\uff1a\u8bad\u7ec3\u9636\u6bb5\u91cf\u5316\uff0c\u9002\u5408\u7cbe\u5ea6\u8981\u6c42\u9ad8\u573a\u5408<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u6d41\u5de5\u5177 &amp; \u5e73\u53f0<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>HuggingFace Transformers\uff1a<\/strong>\u652f\u6301BitsAndBytes\u3001Optimum\u81ea\u52a8\u91cf\u5316\uff0c\u914d\u5408QAT\/PTQ\u3002<\/li>\n\n\n\n<li><strong>ONNX Runtime\uff1a<\/strong>\u5168\u81ea\u52a8\u91cf\u5316\u5bfc\u51fa\uff0c\u9002\u914d\u4e3b\u6d41\u6846\u67b6\u548c\u786c\u4ef6\u3002<\/li>\n\n\n\n<li><strong>TensorRT\uff1a<\/strong>\u9002\u5408NVIDIA\u751f\u6001\uff0c\u652f\u6301FP16\/INT8\/INT4\u6700\u4f18\u52a0\u901f\u3002<\/li>\n\n\n\n<li><strong>vLLM\uff1a<\/strong>\u4e13\u4e3a\u5927\u6a21\u578b\u63a8\u7406\u4f18\u5316\uff0c\u652f\u6301\u591a\u79cd\u91cf\u5316\u683c\u5f0f\u3002<\/li>\n\n\n\n<li>\u5404\u5927\u4e91\u5e73\u53f0\u5982AWS SageMaker\u3001Google Vertex AI\u5747\u4e00\u952e\u517c\u5bb9\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1876\" height=\"1007\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-317.jpg\" alt=\"HuggingFace Transformers \u7f51\u9875\" class=\"wp-image-47210\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/huggingface.co\/docs\/transformers\/index\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace Transformers \u7f51\u9875<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u7522\u696d\u61c9\u7528\u6848\u4f8b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u667a\u80fd\u624b\u673a\u8bed\u97f3\u52a9\u624b\u4e0e\u5f71\u50cf\u7f8e\u989c\u6a21\u578b\uff0cint8\u91cf\u5316\u5927\u5e45\u5ef6\u957f\u7535\u6c60\u5bff\u547d\u3002<\/li>\n\n\n\n<li>Meta Llama\u3001<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/sitetag\/open\" title=\"\u67e5\u770b\u8207 Open \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">Open<\/a>AI GPT\u7b49\u4e91\u7aef\u63a8\u7406\u81ea\u52a8\u96c6\u6210\u4f4e\u6bd4\u7279\u91cf\u5316\uff0c\u964d\u4f4e\u6210\u672c\u3002<br><figure class=\"wp-block-image\"><\/figure><\/li>\n\n\n\n<li>\u4e3b\u6d41AI\u793e\u533a\uff08\u5982Stable Diffusion\uff09\u6743\u91cd\u63d0\u4f9b4\/2 bit\u7248\u672c\uff0c\u4fbf\u4e8e\u591a\u7aef\u63a8\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u526a\u679d\uff08Pruning\uff09\uff1a\u8ba9\u7f51\u7edc\u53d8\u201c\u7626\u201d\u63d0\u901f\u6838\u5fc3\u63a8\u7406<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6280\u8853\u539f\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u526a\u679d\u901a\u8fc7\u79fb\u9664\u591a\u4f59\/\u4f4e\u8d21\u732e\u6743\u91cd<\/strong>\uff0c\u53ea\u4fdd\u7559\u6838\u5fc3\u53c2\u6570\uff0c\u652f\u6491\u6781\u7b80\u9ad8\u6548\u6a21\u578b\u3002\u6709\u975e\u7ed3\u6784\u5316\uff08\u6309\u6743\u91cd\uff09\u548c\u7ed3\u6784\u5316\uff08\u6309\u901a\u9053\/\u5c42\uff09\u65b9\u5f0f\uff0c\u526a\u679d\u540e\u9700\u5fae\u8c03\u4fee\u6b63\u635f\u5931\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u5177\u6848\u4f8b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PyTorch Pruning\u7cfb\u5217\u3001TensorFlow Model Optimization\u3001SparseGPT\u9ad8\u6548\u5927\u6a21\u578b\u6781\u526a\u6846\u67b6\u3002<\/li>\n\n\n\n<li>\u5404\u5927\u4e91\u5e73\u53f0\u5747\u652f\u6301\u4efb\u52a1\u5316\u96c6\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1878\" height=\"1004\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-317.png\" alt=\"PyTorch Pruning \u5e73\u53f0\" class=\"wp-image-47213\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/docs.pytorch.org\/tutorials\/intermediate\/pruning_tutorial.html\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PyTorch Pruning \u5e73\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u61c9\u7528\u8209\u4f8b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI\u3001Meta\u901a\u8fc7\u7ed3\u6784\u5316\u526a\u679d\uff0cLLM\u53c2\u6570\u91cf\u538b\u7f29\u4e00\u534a\u3002<\/li>\n\n\n\n<li>AI\u4f01\u4e1a\u5e38\u7528model slimming\uff0c\u5d4c\u5165\u8f7b\u7ec8\u7aef\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u77e5\u8bc6\u84b8\u998f\uff1a\u5927\u5e26\u5c0f\u538b\u7f29\u5229\u5668<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u7406\u5ff5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u901a\u8fc7\u5927\u6a21\u578b\u4e3a\u201c\u8001\u5e08\u201d\u3001\u5c0f\u6a21\u578b\u4e3a\u201c\u5b66\u751f\u201d\uff0c\u4f20\u9012\u884c\u4e3a\u4e0e\u77e5\u8bc6<\/strong>\uff0c\u8f7b\u91cf\u7f51\u7edc\u4ec5\u7528\u5c11\u91cf\u53c2\u6570\u5c31\u80fd\u903c\u8fd1\u539f\u6a21\u578b\u4e3b\u8981\u529f\u80fd\uff0c\u9002\u5408\u5bf9\u5ef6\u8fdf\u548c\u786c\u4ef6\u654f\u611f\u7684\u573a\u5408\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u6d41\u6a21\u578b\u4e0e\u5546\u4e1a\u751f\u6001<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1881\" height=\"1013\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-318.png\" alt=\"DistilBERT HuggingFace\u7f51\u9875\" class=\"wp-image-47216\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/hugging-face.cn\/docs\/transformers\/model_doc\/distilbert\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >DistilBERT HuggingFace\u7f51\u9875<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u578b<\/th><th>\u7279\u6027\/\u7528\u9014<\/th><th>\u652f\u6301\u5de5\u5177<\/th><\/tr><\/thead><tbody><tr><td>DistilBERT<\/td><td>\u538b\u7f29BERT\u4f53\u79ef\u523040%+\uff0c\u4e3b\u6d41NLP\u84b8\u998f\u4ee3\u8868<\/td><td>HuggingFace\u7b49<\/td><\/tr><tr><td>MiniLM<\/td><td>\u4f53\u79ef\u5c0f\u6027\u80fd\u9ad8<\/td><td>\u5404\u7c7b\u5f00\u6e90\u5de5\u5177<\/td><\/tr><tr><td>MobileNet\/SqueezeNet<\/td><td>\u8f7b\u7ed3\u6784\u4e0e\u84b8\u998f\u5e76\u7528\uff0c\u624b\u673a\u7aef\u4f18\u9009<\/td><td>TF Lite\u3001PyTorch Mobile<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u61c9\u7528\u5834\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bed\u97f3\u673a\u5668\u4eba\u3001\u7ffb\u8bd1API\u7528\u5c0f\u6a21\u578b\u8d85\u4f4e\u5ef6\u8fdf\u5728\u7ebf\u63a8\u7406<\/li>\n\n\n\n<li>\u5d4c\u5165\u5f0f\u751f\u7269\u8bc6\u522b\u3001\u8868\u60c5\u5206\u6790\u8f7b\u91cf\u7248\u6a21\u578b\u5feb\u901f\u4e0a\u7ebf<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u8f7b\u91cf\u7ed3\u6784\u8bbe\u8ba1\uff1a\u4e3a\u7ec8\u7aef\u800c\u751f\u7684AI\u5de5\u7a0b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u6280\u672f\u70b9<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8f7b\u91cf\u5377\u79ef\u7ed3\u6784\u8bbe\u8ba1\uff08\u5982\u5206\u7ec4\u5377\u79ef\u3001\u901a\u9053\u538b\u7f29\uff09<\/li>\n\n\n\n<li>\u51cf\u5c11\u5c42\u6570\u3001\u538b\u7f29\u6838\u5c3a\u5bf8\uff0c\u63d0\u9ad8\u8fd0\u7b97\u6548\u7387\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1886\" height=\"1017\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-319.png\" alt=\"MobileNetV2\/V3\u5b98\u65b9\u6587\u6863\" class=\"wp-image-47219\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/keras.org.cn\/api\/applications\/mobilenet\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >MobileNetV2\/V3\u5b98\u65b9\u6587\u6863<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u70ed\u95e8\u67b6\u6784\u4e0e\u5de5\u5177<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u67b6\u69cb<\/th><th>\u7279\u6027<\/th><th>\u5de5\u5177\u652f\u63f4<\/th><th>\u9069\u7528\u5834\u5408<\/th><\/tr><\/thead><tbody><tr><td>MobileNetV2\/V3<\/td><td>\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff0c\u4f4e\u529f\u8017<\/td><td>TF Lite\u3001PyTorch Mobile<\/td><td>\u79fb\u52a8\u7aef\/IoT<\/td><\/tr><tr><td>EfficientNet<\/td><td>\u590d\u5408\u7f29\u653e\uff0c\u901a\u7528\u6027\u5f3a<\/td><td>\u4e3b\u6d41API<\/td><td>\u5d4c\u5165\u5f0f\u90e8\u7f72<\/td><\/tr><tr><td>SqueezeNet<\/td><td>\u6781\u7a84fire\u6a21\u5757<\/td><td>EdgeML<\/td><td>\u8fb9\u7f18AI<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6210\u6548\u4e3e\u4f8b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f7b\u91cf\u6a21\u578b\u4ec5\u97001G RAM\u53ef\u72ec\u7acb\u63a8\u7406\uff0c\u8fbe\u523090%+\u5927\u6a21\u578b\u6c34\u51c6\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7f16\u8bd1\u5668\u4f18\u5316&amp;\u786c\u4ef6\u52a0\u901f\uff1a\u8ba9\u63a8\u7406\u201c\u98de\u8d77\u6765\u201d<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u539f\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9ad8\u9636\u7f16\u8bd1\u5668\u5982TensorRT\/XLA\/TVM\u5c06\u6a21\u578b\u8fd0\u7b97\u8f6c\u8bd1\u4e3a\u672c\u5730\u786c\u4ef6\u6781\u81f4\u4f18\u5316\u6307\u4ee4<\/strong>\uff0c\u6781\u5927\u63d0\u5347\u541e\u5410\u4e0e\u5e76\u53d1\u6027\u80fd\u3002ONNX\u6807\u51c6\u4fbf\u4e8e\u591a\u5e73\u53f0\u517c\u5bb9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u6d41\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f01\u4e1a\u7ea7API\u9700\u8d85\u9ad8\u5e76\u53d1\u4f4e\u5ef6\u8fdf<\/li>\n\n\n\n<li>\u81ea\u52a8\u9a7e\u9a76\/IoT\/\u5de5\u63a7\u5b9e\u65f6AI\u63a8\u7406<\/li>\n\n\n\n<li>\u4e91\u670d\u52a1\u5f39\u6027\u90e8\u7f72GPU\/FPGA\/NPU<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1886\" height=\"1020\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-320.png\" alt=\"NVIDIA TensorRT\u65b9\u6848\" class=\"wp-image-47226\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/developer.nvidia.com\/tensorrt\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >NVIDIA TensorRT\u65b9\u6848<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u6d41\u65b9\u6848\u4e0e\u4f18\u52bf<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u6848<\/th><th>\u512a\u52e2<\/th><th>\u5e73\u53f0\/\u786c\u4ef6<\/th><\/tr><\/thead><tbody><tr><td>TensorRT<\/td><td>GPU\u81ea\u9002\u5e94\u4f18\u5316<\/td><td>NVIDIA\u5bb6\u65cf<\/td><\/tr><tr><td>ONNX Runtime<\/td><td>\u5e7f\u6cdb\u5e73\u53f0\u878d\u5408<\/td><td>CPU\/GPU\/FPGA\/NPU<\/td><\/tr><tr><td>TVM<\/td><td>\u81ea\u5b9a\u4e49\u56fe\u4f18\u5316<\/td><td>\u5168\u5f00\u6e90\u652f\u6301<\/td><\/tr><tr><td>vLLM\/Triton<\/td><td>\u5206\u5e03\u5f0f\u9ad8\u6548\u63a8\u7406<\/td><td>\u5927\u89c4\u6a21\u4e91\u7aef\u90e8\u7f72<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u91cf\u5316\u538b\u7f29\u672a\u6765\u8d8b\u52bf\u4e0e\u5f00\u53d1\u6307\u5f15<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6781\u4f4e\u4f4d\uff081\u4f4d\/1.58 bit\uff09\u91cf\u5316<\/strong>\u6b63\u8d70\u5411\u5b9e\u7528\u5316\uff0cBinNet\u7b49\u6a21\u578b\u6781\u81f4\u8282\u7701\u8d44\u6e90\u3002<\/li>\n\n\n\n<li>\u526a\u679d+\u91cf\u5316+\u71b5\u7f16\u7801\u6df7\u5408\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u7aef\u5230\u7aef\u6548\u7387\uff08AlexNet\u53ef\u538b\u7f29\u81f3\u539f\u59cb3%\u4f53\u79ef\uff09\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8eAutoML\u548c\u7aef\u5230\u7aef\u6d41\u6c34\u7ebf\uff0c\u5f00\u53d1\u95e8\u69db\u6301\u7eed\u964d\u4f4e\uff0c\u4e3b\u6d41\u4e91\u5e73\u53f0\u5747\u5df2\u652f\u6301\u81ea\u52a8\u91cf\u5316\u3001\u526a\u679d\u4e0e\u84b8\u998f\u4e00\u4f53\u5316\u90e8\u7f72\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f00\u53d1\u8005\u5b9e\u6218\u6307\u5357&amp;\u8fdb\u9636\u8d44\u6e90<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9009\u62e9\u573a\u666f\u9002\u5408\u7684\u538b\u7f29\u65b9\u6cd5\uff0c\u624b\u673a\/IoT\u4f18\u5148\u91cf\u5316\u4e0e\u8f7b\u91cf\u7ed3\u6784\uff0c\u5927\u6a21\u578bAPI\u5219\u7ed3\u5408\u7f16\u8bd1\u5668\u3001\u526a\u679d\u53ca\u591a\u91cd\u538b\u7f29\u3002<\/strong><\/li>\n\n\n\n<li>\u5229\u7528HuggingFace Optimum\u3001ONNX Quantization\u7b49\u5de5\u5177\u53cd\u590d\u538b\u7f29\u4e0e\u63a8\u7406\u8bc4\u4f30\uff0c\u786e\u4fdd\u7cbe\u5ea6\u5747\u8861\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7AWS SageMaker\u7b49\u4e91\u5e73\u53f0\u878d\u5408\u96c6\u6210\u529f\u80fd\uff0c\u63d0\u9ad8\u4ea4\u4ed8\u6548\u7387\uff0c\u4fdd\u6301\u5de5\u5177\u94fe\u4e0e\u683c\u5f0f\u7684\u9886\u5148\u6027\u3002<\/li>\n\n\n\n<li>\u5173\u6ce8vLLM\u3001OpenVINO\u7b49\u6700\u65b0\u9ad8\u6548\u63a8\u7406\u4e0e\u5206\u5e03\u5f0f\u91cf\u5316\u5de5\u5177\uff0c\u5feb\u901f\u5e03\u5c40\u65b0\u4e00\u4ee3AI\u4ea7\u54c1\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u5165\u53e3\uff1a<a href=\"https:\/\/huggingface.co\/docs\/transformers\/main\/en\/quantization\/overview\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace\u5b98\u65b9\u91cf\u5316\u6307\u5357<\/a>\u3001<a href=\"https:\/\/onnxruntime.ai\/docs\/performance\/quantization.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >ONNX\u5b98\u65b9\u91cf\u5316\u6587\u6863<\/a>\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u4ee5\u65b0\u95fb\u62a5\u9053\u89c6\u89d2\uff0c\u805a\u7126AI\u5e73\u53f0\u4e0e\u4f01\u4e1a\u5728\u6a21\u578b\u538b\u7f29\u4e0e\u63a8\u7406\u52a0\u901f\u4e0a\u7684\u4e94\u5927\u5173\u952e\u6280\u5de7\uff1a\u5206\u522b\u662f\u91cf\u5316\uff08Quantizatio [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[317],"tags":[247,1011,364],"content_visibility":[262],"class_list":["post-33228","post","type-post","status-publish","format-standard","hentry","category-ai-primers-tutorials","tag-ai"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One 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