{"id":7063,"date":"2026-07-24T10:21:08","date_gmt":"2026-07-24T02:21:08","guid":{"rendered":"https:\/\/nullthought.net\/?p=7063"},"modified":"2026-07-24T10:21:11","modified_gmt":"2026-07-24T02:21:11","slug":"%e4%b8%bb%e6%b5%81ai%e6%a8%a1%e5%9e%8b%e6%96%87%e4%bb%b6%e6%a0%bc%e5%bc%8f%e5%8f%8a%e6%8e%a8%e7%90%86%e5%bc%95%e6%93%8e%e5%88%86%e6%9e%90%e6%af%94%e8%be%83","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7063","title":{"rendered":"\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u6982\u8ff0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6a21\u578b\u4ece\u8bad\u7ec3\u5b8c\u6210\u5230\u5b9e\u9645\u90e8\u7f72\uff0c\u901a\u5e38\u9700\u8981\u7ecf\u8fc7\u6a21\u578b\u4fdd\u5b58\u3001\u683c\u5f0f\u8f6c\u6362\u3001\u56fe\u4f18\u5316\u3001\u91cf\u5316\u3001\u786c\u4ef6\u7f16\u8bd1\u548c\u8fd0\u884c\u65f6\u6267\u884c\u7b49\u591a\u4e2a\u9636\u6bb5\u3002\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u7ecf\u5e38\u4f1a\u63a5\u89e6\u5230 ONNX\u3001OpenVINO\u3001TensorRT\u3001TFLite\u3001SavedModel\u3001Safetensors\u3001GGUF \u7b49\u540d\u79f0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u540d\u79f0\u5e76\u4e0d\u90fd\u5c5e\u4e8e\u540c\u4e00\u7c7b\u522b\u3002\u6709\u4e9b\u662f\u4fdd\u5b58\u6a21\u578b\u7ed3\u6784\u548c\u6743\u91cd\u7684<strong>\u6587\u4ef6\u683c\u5f0f<\/strong>\uff0c\u6709\u4e9b\u662f\u6267\u884c\u6a21\u578b\u7684<strong>\u63a8\u7406\u5f15\u64ce<\/strong>\uff0c\u8fd8\u6709\u4e00\u4e9b\u5219\u540c\u65f6\u5305\u542b\u6a21\u578b\u683c\u5f0f\u3001\u4f18\u5316\u5de5\u5177\u3001\u786c\u4ef6\u540e\u7aef\u548c\u8fd0\u884c\u65f6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u5c06\u6574\u4e2a\u90e8\u7f72\u4f53\u7cfb\u5212\u5206\u4e3a\u56db\u4e2a\u5c42\u6b21\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8bad\u7ec3\u6846\u67b6\nPyTorch \/ TensorFlow \/ Keras\n          \u2502\n          \u25bc\n\u6a21\u578b\u6587\u4ef6\u6216\u4e2d\u95f4\u8868\u793a\nONNX \/ SavedModel \/ Safetensors \/ .keras\n          \u2502\n          \u25bc\n\u6a21\u578b\u4f18\u5316\u4e0e\u63a8\u7406\u5f15\u64ce\nONNX Runtime \/ OpenVINO \/ TensorRT \/ LiteRT\n          \u2502\n          \u25bc\n\u786c\u4ef6\u6267\u884c\u540e\u7aef\nCPU \/ NVIDIA GPU \/ Intel GPU \/ NPU \/ DSP \/ MCU\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u6bd4\u8f83\u4e3b\u6d41AI\u6a21\u578b\u6280\u672f\u65f6\uff0c\u9996\u5148\u8981\u533a\u5206\u4e24\u4e2a\u6838\u5fc3\u6982\u5ff5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u6587\u4ef6\u683c\u5f0f<\/strong>\uff1a\u8d1f\u8d23\u4fdd\u5b58\u6a21\u578b\u7ed3\u6784\u3001\u53c2\u6570\u3001\u5143\u6570\u636e\u6216\u8ba1\u7b97\u56fe\uff1b<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u5f15\u64ce<\/strong>\uff1a\u8d1f\u8d23\u8bfb\u53d6\u6a21\u578b\u3001\u4f18\u5316\u8ba1\u7b97\u56fe\u5e76\u5728\u5177\u4f53\u786c\u4ef6\u4e0a\u6267\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u6a21\u578b\u683c\u5f0f\u53ef\u4ee5\u88ab\u591a\u4e2a\u63a8\u7406\u5f15\u64ce\u4f7f\u7528\uff1b\u4e00\u4e2a\u63a8\u7406\u5f15\u64ce\u4e5f\u53ef\u80fd\u652f\u6301\u591a\u79cd\u6a21\u578b\u683c\u5f0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"1599\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83.jpg\" alt=\"\" class=\"wp-image-7064\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83.jpg 900w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83-169x300.jpg 169w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83-576x1024.jpg 576w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83-768x1364.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/07\/\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83-865x1536.jpg 865w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><figcaption class=\"wp-element-caption\">\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u53ca\u63a8\u7406\u5f15\u64ce\u5206\u6790\u6bd4\u8f83<\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u4e0e\u63a8\u7406\u5f15\u64ce\u7684\u533a\u522b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6a21\u578b\u6587\u4ef6\u683c\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u56de\u7b54\u7684\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u4ee5\u4ec0\u4e48\u5f62\u5f0f\u4fdd\u5b58\u548c\u4f20\u9012\uff1f<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u5b8c\u6574\u6216\u90e8\u5206\u5b8c\u6574\u7684\u6a21\u578b\u6587\u4ef6\u53ef\u80fd\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff1b<\/li>\n\n\n\n<li>\u7b97\u5b50\u548c\u8ba1\u7b97\u56fe\uff1b<\/li>\n\n\n\n<li>\u6743\u91cd\u3001\u504f\u7f6e\u548c\u5e38\u91cf\uff1b<\/li>\n\n\n\n<li>\u8f93\u5165\u8f93\u51fa\u540d\u79f0\uff1b<\/li>\n\n\n\n<li>\u8f93\u5165\u8f93\u51fa\u6570\u636e\u7c7b\u578b\uff1b<\/li>\n\n\n\n<li>\u52a8\u6001\u6216\u9759\u6001\u5f62\u72b6\uff1b<\/li>\n\n\n\n<li>\u91cf\u5316\u53c2\u6570\uff1b<\/li>\n\n\n\n<li>Tokenizer\u6216\u6807\u7b7e\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li>\u8bad\u7ec3\u914d\u7f6e\u548c\u4f18\u5316\u5668\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u7248\u672c\u548c\u5143\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u683c\u5f0f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ONNX <code>.onnx<\/code><\/li>\n\n\n\n<li>PyTorch <code>.pt<\/code>\u3001<code>.pth<\/code><\/li>\n\n\n\n<li>Safetensors <code>.safetensors<\/code><\/li>\n\n\n\n<li>TensorFlow SavedModel<\/li>\n\n\n\n<li>Keras <code>.keras<\/code><\/li>\n\n\n\n<li>LiteRT\/TFLite <code>.tflite<\/code><\/li>\n\n\n\n<li>OpenVINO IR <code>.xml<\/code>\uff0b<code>.bin<\/code><\/li>\n\n\n\n<li>Core ML <code>.mlpackage<\/code><\/li>\n\n\n\n<li>GGUF <code>.gguf<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u63a8\u7406\u5f15\u64ce<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a8\u7406\u5f15\u64ce\u56de\u7b54\u7684\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u600e\u6837\u5728CPU\u3001GPU\u3001NPU\u7b49\u786c\u4ef6\u4e0a\u9ad8\u6548\u8fd0\u884c\uff1f<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a8\u7406\u5f15\u64ce\u901a\u5e38\u8d1f\u8d23\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u6790\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u68c0\u67e5\u7b97\u5b50\u517c\u5bb9\u6027\uff1b<\/li>\n\n\n\n<li>\u5e38\u91cf\u6298\u53e0\uff1b<\/li>\n\n\n\n<li>\u7b97\u5b50\u878d\u5408\uff1b<\/li>\n\n\n\n<li>\u5185\u5b58\u89c4\u5212\uff1b<\/li>\n\n\n\n<li>\u591a\u7ebf\u7a0b\u8c03\u5ea6\uff1b<\/li>\n\n\n\n<li>\u786c\u4ef6\u6307\u4ee4\u4f18\u5316\uff1b<\/li>\n\n\n\n<li>FP16\u3001INT8\u7b49\u4f4e\u7cbe\u5ea6\u8ba1\u7b97\uff1b<\/li>\n\n\n\n<li>\u52a8\u6001\u8f93\u5165\u5904\u7406\uff1b<\/li>\n\n\n\n<li>GPU\u6216NPU\u4efb\u52a1\u8c03\u5ea6\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u7f16\u8bd1\u548c\u7f13\u5b58\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u63a8\u7406\u5f15\u64ce\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ONNX Runtime<\/li>\n\n\n\n<li>OpenVINO Runtime<\/li>\n\n\n\n<li>NVIDIA TensorRT<\/li>\n\n\n\n<li>LiteRT Runtime<\/li>\n\n\n\n<li>TensorFlow Runtime<\/li>\n\n\n\n<li>PyTorch Runtime<\/li>\n\n\n\n<li>Core ML Runtime<\/li>\n\n\n\n<li>llama.cpp<\/li>\n\n\n\n<li>NCNN<\/li>\n\n\n\n<li>MNN<\/li>\n\n\n\n<li>Apache TVM<\/li>\n\n\n\n<li>OpenXLA<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e09\u3001\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">1. ONNX<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u57fa\u672c\u5b9a\u4f4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ONNX\u662f\u4e00\u79cd\u5f00\u653e\u7684\u3001\u8de8\u6846\u67b6\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u95f4\u8868\u793a\u3002\u5b83\u4e3b\u8981\u7528\u4e8e\u5728\u4e0d\u540c\u8bad\u7ec3\u6846\u67b6\u3001\u63a8\u7406\u5f15\u64ce\u548c\u786c\u4ef6\u5e73\u53f0\u4e4b\u95f4\u4ea4\u6362\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u6d41\u7a0b\u4e3a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>PyTorch\n   \u2502\n   \u25bc\nONNX\n   \u251c\u2500\u2500 ONNX Runtime\n   \u251c\u2500\u2500 OpenVINO\n   \u251c\u2500\u2500 TensorRT\n   \u251c\u2500\u2500 DirectML\n   \u251c\u2500\u2500 Qualcomm QNN\n   \u2514\u2500\u2500 \u5176\u4ed6\u63a8\u7406\u540e\u7aef\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">ONNX\u6587\u4ef6\u901a\u5e38\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ba1\u7b97\u56fe\uff1b<\/li>\n\n\n\n<li>\u7b97\u5b50\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u6743\u91cd\uff1b<\/li>\n\n\n\n<li>\u8f93\u5165\u8f93\u51fa\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li>\u5f20\u91cf\u7c7b\u578b\u548c\u5f62\u72b6\uff1b<\/li>\n\n\n\n<li>Opset\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5143\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8de8\u8bad\u7ec3\u6846\u67b6\u80fd\u529b\u5f3a\uff1b<\/li>\n\n\n\n<li>\u8de8\u64cd\u4f5c\u7cfb\u7edf\u80fd\u529b\u8f83\u5f3a\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cdCPU\u3001GPU\u548cNPU\u540e\u7aef\uff1b<\/li>\n\n\n\n<li>\u751f\u6001\u6210\u719f\uff1b<\/li>\n\n\n\n<li>\u53ef\u901a\u8fc7Netron\u7b49\u5de5\u5177\u67e5\u770b\u6a21\u578b\u7ed3\u6784\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u4f5c\u4e3a\u957f\u671f\u4fdd\u5b58\u7684\u90e8\u7f72\u6bcd\u7248\uff1b<\/li>\n\n\n\n<li>\u4fbf\u4e8e\u4ece\u540c\u4e00\u6a21\u578b\u751f\u6210\u4e0d\u540c\u786c\u4ef6\u7684\u90e8\u7f72\u7248\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ONNX\u672c\u8eab\u4e0d\u662f\u63a8\u7406\u5f15\u64ce\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u80fd\u5426\u8fd0\u884c\u53d6\u51b3\u4e8e\u5177\u4f53Runtime\uff1b<\/li>\n\n\n\n<li>\u4e0d\u540c\u5f15\u64ce\u5bf9ONNX\u7b97\u5b50\u7684\u652f\u6301\u7a0b\u5ea6\u4e0d\u540c\uff1b<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49\u7b97\u5b50\u3001\u52a8\u6001\u63a7\u5236\u6d41\u548c\u590d\u6742\u6a21\u578b\u53ef\u80fd\u8f6c\u6362\u5931\u8d25\uff1b<\/li>\n\n\n\n<li>ONNX\u6a21\u578b\u8f6c\u6362\u6210\u529f\u4e0d\u7b49\u4e8e\u7ed3\u679c\u5b8c\u5168\u4e00\u81f4\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408\u4f5c\u4e3a\u5b8c\u6574\u8bad\u7ec3\u6062\u590d\u6587\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8de8\u5e73\u53f0\u5de5\u4e1a\u8f6f\u4ef6\uff1b<\/li>\n\n\n\n<li>Windows\u548cLinux\u7edf\u4e00\u90e8\u7f72\uff1b<\/li>\n\n\n\n<li>\u540c\u4e00\u6a21\u578b\u9002\u914dIntel\u3001NVIDIA\u3001AMD\u6216\u9ad8\u901a\u8bbe\u5907\uff1b<\/li>\n\n\n\n<li>\u5efa\u7acb\u7edf\u4e00\u6a21\u578b\u4ed3\u5e93\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u683c\u5f0f\u6807\u51c6\u5316\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\">2. PyTorch <code>.pt<\/code>\u4e0e<code>.pth<\/code><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.pt<\/code>\u548c<code>.pth<\/code>\u53ea\u662f\u5e38\u7528\u6269\u5c55\u540d\uff0c\u5e76\u4e0d\u4ee3\u8868\u4e25\u683c\u7edf\u4e00\u7684\u5185\u90e8\u683c\u5f0f\u3002\u6587\u4ef6\u4e2d\u53ef\u80fd\u4fdd\u5b58\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>state_dict<\/code>\uff1b<\/li>\n\n\n\n<li>\u5b8c\u6574Python\u6a21\u578b\u5bf9\u8c61\uff1b<\/li>\n\n\n\n<li>\u4f18\u5316\u5668\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u4efb\u610fPython\u6570\u636e\uff1b<\/li>\n\n\n\n<li>TorchScript\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0ePyTorch\u8bad\u7ec3\u6d41\u7a0b\u7ed3\u5408\u7d27\u5bc6\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u6062\u590d\u8bad\u7ec3\uff1b<\/li>\n\n\n\n<li>\u53ef\u4ee5\u4fdd\u5b58\u4f18\u5316\u5668\u548c\u8bad\u7ec3\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u5f00\u53d1\u548c\u8c03\u8bd5\u65b9\u4fbf\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u79d1\u7814\u548c\u6a21\u578b\u8fed\u4ee3\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8de8\u6846\u67b6\u80fd\u529b\u5f31\uff1b<\/li>\n\n\n\n<li>\u53ef\u80fd\u4f9d\u8d56Python\u4ee3\u7801\u548c\u7c7b\u5b9a\u4e49\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408\u76f4\u63a5\u4ea4\u4ed8\u7ed9C++\u3001Java\u7b49\u5e94\u7528\uff1b<\/li>\n\n\n\n<li>\u5b8c\u6574\u5bf9\u8c61\u5e8f\u5217\u5316\u5b58\u5728\u5b89\u5168\u98ce\u9669\uff1b<\/li>\n\n\n\n<li>\u4e0d\u5b9c\u4f5c\u4e3a\u957f\u671f\u901a\u7528\u90e8\u7f72\u683c\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PyTorch\u8bad\u7ec3\u68c0\u67e5\u70b9\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5fae\u8c03\uff1b<\/li>\n\n\n\n<li>\u7814\u7a76\u9a8c\u8bc1\uff1b<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6062\u590d\uff1b<\/li>\n\n\n\n<li>\u5185\u90e8\u7b97\u6cd5\u5f00\u53d1\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\">3. Safetensors<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Safetensors\u662f\u4e00\u79cd\u4e13\u95e8\u4fdd\u5b58\u5f20\u91cf\u6743\u91cd\u7684\u683c\u5f0f\u3002\u5b83\u4e0d\u4fdd\u5b58\u5b8c\u6574\u8ba1\u7b97\u56fe\uff0c\u4e5f\u4e0d\u76f4\u63a5\u63cf\u8ff0\u6a21\u578b\u600e\u6837\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u5e38\u9700\u8981\u4e0e\u6a21\u578b\u914d\u7f6e\u914d\u5408\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>config.json\nmodel.safetensors\ntokenizer.json\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u4f9d\u8d56Python Pickle\uff1b<\/li>\n\n\n\n<li>\u5b89\u5168\u6027\u8f83\u9ad8\uff1b<\/li>\n\n\n\n<li>\u52a0\u8f7d\u901f\u5ea6\u5feb\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u5185\u5b58\u6620\u5c04\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u5927\u6a21\u578b\u6743\u91cd\u5206\u7247\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u5927\u578bTransformer\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u4fdd\u5b58\u6743\u91cd\uff1b<\/li>\n\n\n\n<li>\u4e0d\u5305\u542b\u5b8c\u6574\u7f51\u7edc\u8ba1\u7b97\u56fe\uff1b<\/li>\n\n\n\n<li>\u9700\u8981\u6a21\u578b\u4ee3\u7801\u6216\u914d\u7f6e\u624d\u80fd\u6062\u590d\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u4e0d\u80fd\u5355\u72ec\u88ab\u901a\u7528\u63a8\u7406\u5f15\u64ce\u6267\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u8bed\u8a00\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u89c6\u89c9Transformer\uff1b<\/li>\n\n\n\n<li>\u6269\u6563\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>Hugging Face\u6a21\u578b\u53d1\u5e03\uff1b<\/li>\n\n\n\n<li>\u8bad\u7ec3\u6743\u91cd\u957f\u671f\u4fdd\u5b58\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\">4. TensorFlow SavedModel<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">SavedModel\u662f\u4e00\u79cd\u76ee\u5f55\u5f62\u5f0f\u7684\u6a21\u578b\u683c\u5f0f\uff0c\u901a\u5e38\u5305\u62ec\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>saved_model.pb\nvariables\/\nassets\/\nfingerprint.pb\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u53ef\u4ee5\u4fdd\u5b58\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>TensorFlow\u8ba1\u7b97\u56fe\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u53d8\u91cf\uff1b<\/li>\n\n\n\n<li>\u51fd\u6570\u7b7e\u540d\uff1b<\/li>\n\n\n\n<li>\u8f93\u5165\u8f93\u51fa\u5b9a\u4e49\uff1b<\/li>\n\n\n\n<li>\u8d44\u6e90\u6587\u4ef6\uff1b<\/li>\n\n\n\n<li>\u90e8\u5206\u9884\u5904\u7406\u903b\u8f91\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>TensorFlow\u8bed\u4e49\u4fdd\u5b58\u8f83\u5b8c\u6574\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u4e2a\u63a8\u7406\u51fd\u6570\uff1b<\/li>\n\n\n\n<li>\u9002\u5408TensorFlow Serving\uff1b<\/li>\n\n\n\n<li>\u53ef\u4ee5\u7ee7\u7eed\u8f6c\u6362\u4e3aTFLite\u7b49\u683c\u5f0f\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u670d\u52a1\u5668\u90e8\u7f72\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u4ef6\u7ed3\u6784\u8f83\u590d\u6742\uff1b<\/li>\n\n\n\n<li>\u5bf9TensorFlow\u751f\u6001\u4f9d\u8d56\u660e\u663e\uff1b<\/li>\n\n\n\n<li>\u8de8\u6846\u67b6\u80fd\u529b\u5f31\u4e8eONNX\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408\u8d44\u6e90\u6709\u9650\u7684\u5d4c\u5165\u5f0f\u8bbe\u5907\u76f4\u63a5\u8fd0\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>TensorFlow\u8bad\u7ec3\u4e0e\u90e8\u7f72\uff1b<\/li>\n\n\n\n<li>\u4e91\u7aef\u63a8\u7406\u670d\u52a1\uff1b<\/li>\n\n\n\n<li>TensorFlow Serving\uff1b<\/li>\n\n\n\n<li>\u9700\u8981\u4fdd\u5b58\u591a\u4e2a\u6a21\u578b\u51fd\u6570\u7684\u7cfb\u7edf\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\">5. Keras <code>.keras<\/code><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.keras<\/code>\u662fKeras\u63a8\u8350\u7684\u5b8c\u6574\u6a21\u578b\u683c\u5f0f\uff0c\u901a\u5e38\u53ef\u4ee5\u4fdd\u5b58\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u7ed3\u6784\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u6743\u91cd\uff1b<\/li>\n\n\n\n<li>\u4f18\u5316\u5668\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u635f\u5931\u51fd\u6570\u914d\u7f6e\uff1b<\/li>\n\n\n\n<li>\u8bad\u7ec3\u914d\u7f6e\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5143\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u548c\u6062\u590dKeras\u6a21\u578b\u65b9\u4fbf\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u7ee7\u7eed\u8bad\u7ec3\uff1b<\/li>\n\n\n\n<li>\u5355\u6587\u4ef6\u7ba1\u7406\u8f83\u65b9\u4fbf\uff1b<\/li>\n\n\n\n<li>\u6bd4\u4f20\u7edfHDF5\u683c\u5f0f\u66f4\u7b26\u5408\u5f53\u524dKeras\u67b6\u6784\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u8981\u9762\u5411Keras\u751f\u6001\uff1b<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49\u5c42\u53ef\u80fd\u4ecd\u9700\u8981\u5bf9\u5e94Python\u4ee3\u7801\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408\u76f4\u63a5\u4ea4\u7ed9\u975eKeras\u63a8\u7406\u5f15\u64ce\uff1b<\/li>\n\n\n\n<li>\u8de8\u786c\u4ef6\u90e8\u7f72\u901a\u5e38\u8fd8\u9700\u8981\u8f6c\u6362\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Keras\u6a21\u578b\u8bad\u7ec3\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5fae\u8c03\uff1b<\/li>\n\n\n\n<li>\u8bad\u7ec3\u68c0\u67e5\u70b9\uff1b<\/li>\n\n\n\n<li>TensorFlow\/Keras\u5185\u90e8\u4ea4\u4ed8\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\">6. LiteRT\/TFLite <code>.tflite<\/code><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TFLite\u76ee\u524d\u9010\u6e10\u5f52\u5165LiteRT\u4f53\u7cfb\uff0c\u4f46<code>.tflite<\/code>\u6587\u4ef6\u4ecd\u662f\u79fb\u52a8\u7aef\u548c\u5d4c\u5165\u5f0fAI\u90e8\u7f72\u7684\u91cd\u8981\u683c\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u683c\u5f0f\u57fa\u4e8eFlatBuffers\uff0c\u901a\u5e38\u5c06\u6a21\u578b\u7ed3\u6784\u3001\u6743\u91cd\u548c\u91cf\u5316\u4fe1\u606f\u4fdd\u5b58\u5728\u5355\u4e2a\u6587\u4ef6\u4e2d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u4ef6\u7d27\u51d1\uff1b<\/li>\n\n\n\n<li>Runtime\u4f53\u79ef\u8f83\u5c0f\uff1b<\/li>\n\n\n\n<li>INT8\u91cf\u5316\u6210\u719f\uff1b<\/li>\n\n\n\n<li>Android\u751f\u6001\u5b8c\u5584\uff1b<\/li>\n\n\n\n<li>\u9002\u5408ARM\u5904\u7406\u5668\uff1b<\/li>\n\n\n\n<li>\u53ef\u901a\u8fc7Delegate\u8c03\u7528GPU\u3001DSP\u6216NPU\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u5fae\u63a7\u5236\u5668\u7248\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b97\u5b50\u652f\u6301\u4e0d\u5982\u684c\u9762\u63a8\u7406\u5f15\u64ce\u5b8c\u6574\uff1b<\/li>\n\n\n\n<li>\u4e0d\u540c\u8bbe\u5907\u7684Delegate\u517c\u5bb9\u6027\u5dee\u5f02\u8f83\u5927\uff1b<\/li>\n\n\n\n<li>\u67d0\u4e9b\u590d\u6742\u6a21\u578b\u9700\u8981\u81ea\u5b9a\u4e49\u7b97\u5b50\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u8f6c\u6362\u94fe\u53ef\u80fd\u8f83\u590d\u6742\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Android\u5e94\u7528\uff1b<\/li>\n\n\n\n<li>\u5d4c\u5165\u5f0fLinux\uff1b<\/li>\n\n\n\n<li>ARM\u8fb9\u7f18\u8bbe\u5907\uff1b<\/li>\n\n\n\n<li>MCU\uff1b<\/li>\n\n\n\n<li>\u4f4e\u529f\u8017\u7aef\u4fa7AI\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\">7. OpenVINO IR<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">OpenVINO IR\u901a\u5e38\u7531\u4e24\u4e2a\u6587\u4ef6\u7ec4\u6210\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model.xml\nmodel.bin\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>.xml<\/code>\u4fdd\u5b58\u7f51\u7edc\u62d3\u6251\u3001\u7b97\u5b50\u3001\u8fde\u63a5\u5173\u7cfb\u548c\u5c5e\u6027\uff1b<\/li>\n\n\n\n<li><code>.bin<\/code>\u4fdd\u5b58\u6743\u91cd\u3001\u504f\u7f6e\u548c\u5e38\u91cf\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">OpenVINO IR\u662f\u8bbe\u5907\u65e0\u5173\u7684\u6a21\u578b\u8868\u793a\uff0c\u6a21\u578b\u5728\u52a0\u8f7d\u540e\u8fd8\u4f1a\u6839\u636e\u76ee\u6807CPU\u3001GPU\u6216NPU\u8fdb\u4e00\u6b65\u7f16\u8bd1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0eOpenVINO Runtime\u9ad8\u5ea6\u5339\u914d\uff1b<\/li>\n\n\n\n<li>\u5728Intel CPU\u3001GPU\u548cNPU\u4e0a\u4f18\u5316\u5145\u5206\uff1b<\/li>\n\n\n\n<li>\u9002\u5408C++\u5de5\u4e1a\u8f6f\u4ef6\uff1b<\/li>\n\n\n\n<li>\u53ef\u51cf\u5c11\u8fd0\u884c\u65f6\u6a21\u578b\u8f6c\u6362\u8fc7\u7a0b\uff1b<\/li>\n\n\n\n<li>\u90e8\u7f72\u7ed3\u6784\u660e\u786e\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u91cf\u5316\u548c\u7b97\u5b50\u878d\u5408\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u8981\u9762\u5411OpenVINO\u751f\u6001\uff1b<\/li>\n\n\n\n<li>\u5728\u975eIntel\u786c\u4ef6\u4e0a\u7684\u4f18\u52bf\u6709\u9650\uff1b<\/li>\n\n\n\n<li>\u901a\u7528\u6027\u4e0d\u5982ONNX\uff1b<\/li>\n\n\n\n<li>\u7f16\u8bd1\u540e\u7684\u7f13\u5b58\u6587\u4ef6\u4ecd\u53ef\u80fd\u4e0e\u786c\u4ef6\u6216\u8f6f\u4ef6\u7248\u672c\u76f8\u5173\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Intel CPU\u5de5\u63a7\u673a\uff1b<\/li>\n\n\n\n<li>Intel\u6838\u663e\u548c\u72ec\u7acb\u663e\u5361\uff1b<\/li>\n\n\n\n<li>Intel Core Ultra NPU\uff1b<\/li>\n\n\n\n<li>Windows\u6216Linux\u5de5\u4e1a\u8fb9\u7f18\u8bbe\u5907\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\">8. TensorRT Engine<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TensorRT\u901a\u5e38\u5c06ONNX\u7b49\u6a21\u578b\u7f16\u8bd1\u4e3a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model.engine\nmodel.plan\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">TensorRT Engine\u4e0d\u662f\u666e\u901a\u7684\u6a21\u578b\u4ea4\u6362\u683c\u5f0f\uff0c\u800c\u662f\u9488\u5bf9\u5177\u4f53NVIDIA GPU\u7f16\u8bd1\u751f\u6210\u7684\u4e8c\u8fdb\u5236\u6267\u884c\u8ba1\u5212\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u901a\u5e38\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f18\u5316\u540e\u7684\u7f51\u7edc\u56fe\uff1b<\/li>\n\n\n\n<li>\u7b97\u5b50\u878d\u5408\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li>CUDA Kernel\u9009\u62e9\u7ed3\u679c\uff1b<\/li>\n\n\n\n<li>\u5185\u5b58\u5206\u914d\u65b9\u6848\uff1b<\/li>\n\n\n\n<li>\u7cbe\u5ea6\u914d\u7f6e\uff1b<\/li>\n\n\n\n<li>\u52a8\u6001\u5f62\u72b6Profile\uff1b<\/li>\n\n\n\n<li>\u63d2\u4ef6\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>NVIDIA GPU\u4e0a\u6027\u80fd\u975e\u5e38\u9ad8\uff1b<\/li>\n\n\n\n<li>\u80fd\u5145\u5206\u5229\u7528Tensor Core\uff1b<\/li>\n\n\n\n<li>\u652f\u6301FP16\u3001INT8\u53ca\u66f4\u4f4e\u7cbe\u5ea6\uff1b<\/li>\n\n\n\n<li>\u5185\u5b58\u89c4\u5212\u80fd\u529b\u5f3a\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u541e\u5410\u63a8\u7406\uff1b<\/li>\n\n\n\n<li>\u9002\u5408Jetson\u53ca\u6570\u636e\u4e2d\u5fc3GPU\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8de8\u786c\u4ef6\u80fd\u529b\u5dee\uff1b<\/li>\n\n\n\n<li>\u4e0eGPU\u67b6\u6784\u3001TensorRT\u7248\u672c\u548c\u64cd\u4f5c\u7cfb\u7edf\u76f8\u5173\uff1b<\/li>\n\n\n\n<li>Engine\u4e0d\u9002\u5408\u957f\u671f\u4f5c\u4e3a\u552f\u4e00\u6a21\u578b\u6587\u4ef6\uff1b<\/li>\n\n\n\n<li>\u6784\u5efaEngine\u53ef\u80fd\u8017\u65f6\uff1b<\/li>\n\n\n\n<li>\u4e0d\u652f\u6301\u7684\u7b97\u5b50\u9700\u8981\u63d2\u4ef6\uff1b<\/li>\n\n\n\n<li>\u52a8\u6001\u8f93\u5165\u9700\u8981\u914d\u7f6eOptimization Profile\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>NVIDIA\u670d\u52a1\u5668GPU\uff1b<\/li>\n\n\n\n<li>Jetson Orin\uff1b<\/li>\n\n\n\n<li>\u9ad8\u6027\u80fd\u89c6\u89c9\u63a8\u7406\uff1b<\/li>\n\n\n\n<li>\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\uff1b<\/li>\n\n\n\n<li>\u4f4e\u5ef6\u8fdf\u751f\u4ea7\u7cfb\u7edf\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\">9. Core ML\u683c\u5f0f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Apple Core ML\u5e38\u89c1\u683c\u5f0f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>.mlmodel<\/code><\/li>\n\n\n\n<li><code>.mlpackage<\/code><\/li>\n\n\n\n<li><code>.mlmodelc<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d<code>.mlpackage<\/code>\u66f4\u9002\u5408\u8f83\u65b0\u7684ML Program\u6a21\u578b\uff0c\u7f16\u8bd1\u540e\u53ef\u751f\u6210<code>.mlmodelc<\/code>\u4f9b\u5e94\u7528\u8fd0\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u5229\u7528Apple CPU\u3001GPU\u548cNeural Engine\uff1b<\/li>\n\n\n\n<li>\u4e0eiOS\u548cmacOS\u96c6\u6210\u7d27\u5bc6\uff1b<\/li>\n\n\n\n<li>\u80fd\u8017\u63a7\u5236\u8f83\u597d\uff1b<\/li>\n\n\n\n<li>\u9002\u5408Apple\u8bbe\u5907\u7aef\u4fa7\u63a8\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u8981\u670d\u52a1\u4e8eApple\u751f\u6001\uff1b<\/li>\n\n\n\n<li>Windows\u548cAndroid\u4e0d\u80fd\u76f4\u63a5\u4f7f\u7528\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u8f6c\u6362\u540e\u9700\u8981\u9a8c\u8bc1\u7b97\u5b50\u548c\u6570\u503c\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>iPhone\uff1b<\/li>\n\n\n\n<li>iPad\uff1b<\/li>\n\n\n\n<li>Mac\uff1b<\/li>\n\n\n\n<li>Apple Vision Pro\uff1b<\/li>\n\n\n\n<li>Apple\u7aef\u4fa7AI\u5e94\u7528\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\">10. GGUF<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GGUF\u4e3b\u8981\u7528\u4e8ellama.cpp\u3001GGML\u7b49\u672c\u5730\u5927\u6a21\u578b\u63a8\u7406\u751f\u6001\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GGUF\u6587\u4ef6\u901a\u5e38\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u6743\u91cd\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u67b6\u6784\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li>\u91cf\u5316\u4fe1\u606f\uff1b<\/li>\n\n\n\n<li>Tokenizer\uff1b<\/li>\n\n\n\n<li>\u4e0a\u4e0b\u6587\u957f\u5ea6\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5143\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5355\u6587\u4ef6\u90e8\u7f72\uff1b<\/li>\n\n\n\n<li>CPU\u63a8\u7406\u53cb\u597d\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cd\u4f4e\u6bd4\u7279\u91cf\u5316\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u666e\u901a\u7535\u8111\u8fd0\u884c\u5927\u8bed\u8a00\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u90e8\u5206\u5c42\u5378\u8f7d\u5230GPU\uff1b<\/li>\n\n\n\n<li>\u90e8\u7f72\u7b80\u5355\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u8981\u9002\u7528\u4e8e\u751f\u6210\u5f0f\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u4e0d\u662f\u901a\u7528\u795e\u7ecf\u7f51\u7edc\u4ea4\u6362\u683c\u5f0f\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408\u4e00\u822c\u5de5\u4e1aCNN\u3001LSTM\u6216Autoencoder\u90e8\u7f72\uff1b<\/li>\n\n\n\n<li>\u4e0ellama.cpp\u7b49\u7279\u5b9a\u8fd0\u884c\u65f6\u5173\u7cfb\u7d27\u5bc6\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9002\u7528\u573a\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>CPU\u7aefLLM\u63a8\u7406\uff1b<\/li>\n\n\n\n<li>\u4e2a\u4eba\u7535\u8111\u79bb\u7ebfAI\uff1b<\/li>\n\n\n\n<li>\u8fb9\u7f18\u751f\u6210\u5f0fAI\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u56db\u3001\u4e3b\u6d41\u63a8\u7406\u5f15\u64ce<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">1. ONNX Runtime<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ONNX Runtime\u662f\u9762\u5411ONNX\u6a21\u578b\u7684\u8de8\u5e73\u53f0\u63a8\u7406\u5f15\u64ce\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6838\u5fc3\u673a\u5236\u662fExecution Provider\u3002\u4e0d\u540cExecution Provider\u53ef\u4ee5\u5c06\u6a21\u578b\u4ea4\u7ed9\u4e0d\u540c\u786c\u4ef6\u540e\u7aef\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u89c1\u540e\u7aef\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CPU Execution Provider\uff1b<\/li>\n\n\n\n<li>CUDA\uff1b<\/li>\n\n\n\n<li>TensorRT\uff1b<\/li>\n\n\n\n<li>OpenVINO\uff1b<\/li>\n\n\n\n<li>DirectML\uff1b<\/li>\n\n\n\n<li>ROCm\uff1b<\/li>\n\n\n\n<li>Core ML\uff1b<\/li>\n\n\n\n<li>Qualcomm QNN\uff1b<\/li>\n\n\n\n<li>XNNPACK\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5de5\u4f5c\u673a\u5236<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>ONNX\u6a21\u578b\n    \u2502\n    \u25bc\nONNX Runtime\u56fe\u4f18\u5316\n    \u2502\n    \u251c\u2500\u2500 CPU\u6267\u884c\n    \u251c\u2500\u2500 CUDA\u6267\u884c\n    \u251c\u2500\u2500 TensorRT\u6267\u884c\n    \u251c\u2500\u2500 OpenVINO\u6267\u884c\n    \u2514\u2500\u2500 DirectML\u6267\u884c\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u67d0\u4e2a\u786c\u4ef6\u540e\u7aef\u4e0d\u652f\u6301\u5168\u90e8\u7b97\u5b50\uff0cONNX Runtime\u53ef\u4ee5\u5c06\u6a21\u578b\u5212\u5206\u6210\u591a\u4e2a\u5b50\u56fe\uff0c\u5e76\u5c06\u4e0d\u652f\u6301\u7684\u8282\u70b9\u56de\u9000\u5230\u5176\u4ed6\u540e\u7aef\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8de8\u5e73\u53f0\u80fd\u529b\u5f3a\uff1b<\/li>\n\n\n\n<li>C\u3001C++\u3001C#\u3001Python\u3001Java\u7b49\u63a5\u53e3\u5b8c\u5584\uff1b<\/li>\n\n\n\n<li>\u6613\u4e8e\u96c6\u6210Windows\u684c\u9762\u8f6f\u4ef6\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cd\u786c\u4ef6\uff1b<\/li>\n\n\n\n<li>\u540c\u4e00\u4e2aONNX\u6a21\u578b\u53ef\u5207\u6362\u4e0d\u540c\u540e\u7aef\uff1b<\/li>\n\n\n\n<li>\u90e8\u7f72\u7075\u6d3b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6027\u80fd\u53d6\u51b3\u4e8eExecution Provider\uff1b<\/li>\n\n\n\n<li>\u7b97\u5b50\u56de\u9000\u53ef\u80fd\u5e26\u6765\u6570\u636e\u4f20\u8f93\u5f00\u9500\uff1b<\/li>\n\n\n\n<li>\u4e0d\u4e00\u5b9a\u8fbe\u5230\u4e13\u7528\u5f15\u64ce\u7684\u6781\u9650\u6027\u80fd\uff1b<\/li>\n\n\n\n<li>\u4e0d\u540c\u540e\u7aef\u7684\u884c\u4e3a\u548c\u7cbe\u5ea6\u53ef\u80fd\u5b58\u5728\u5dee\u5f02\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7efc\u5408\u5b9a\u4f4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ONNX Runtime\u9002\u5408\u4f5c\u4e3a\u901a\u7528\u578b\u3001\u8de8\u5e73\u53f0\u63a8\u7406\u5f15\u64ce\uff0c\u662f\u5de5\u4e1a\u8f6f\u4ef6\u548c\u684c\u9762\u5e94\u7528\u4e2d\u6700\u7a33\u59a5\u7684\u9009\u62e9\u4e4b\u4e00\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. OpenVINO Runtime<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">OpenVINO Runtime\u662fIntel\u4e3b\u5bfc\u7684\u6a21\u578b\u63a8\u7406\u4e0e\u4f18\u5316\u5e73\u53f0\uff0c\u652f\u6301\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Intel CPU\uff1b<\/li>\n\n\n\n<li>Intel\u6838\u663e\uff1b<\/li>\n\n\n\n<li>Intel\u72ec\u7acb\u663e\u5361\uff1b<\/li>\n\n\n\n<li>Intel NPU\uff1b<\/li>\n\n\n\n<li>\u81ea\u52a8\u8bbe\u5907\u9009\u62e9\uff1b<\/li>\n\n\n\n<li>\u591a\u8bbe\u5907\u6267\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">OpenVINO\u65e2\u53ef\u4ee5\u76f4\u63a5\u52a0\u8f7dONNX\uff0c\u4e5f\u53ef\u4ee5\u52a0\u8f7dOpenVINO IR\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Intel\u786c\u4ef6\u4f18\u5316\u7a0b\u5ea6\u9ad8\uff1b<\/li>\n\n\n\n<li>CPU\u4f4e\u5ef6\u8fdf\u63a8\u7406\u8868\u73b0\u4f18\u79c0\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u81ea\u52a8\u8bbe\u5907\u9009\u62e9\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u5f02\u6b65\u63a8\u7406\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u6a21\u578b\u7f13\u5b58\uff1b<\/li>\n\n\n\n<li>C++\u63a5\u53e3\u9002\u5408\u4ea7\u54c1\u5316\uff1b<\/li>\n\n\n\n<li>\u5bf9\u5c0fBatch\u5de5\u4e1a\u6a21\u578b\u8f83\u53cb\u597d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u8981\u4f18\u52bf\u96c6\u4e2d\u5728Intel\u5e73\u53f0\uff1b<\/li>\n\n\n\n<li>\u4e0e\u5176\u4ed6\u5382\u5546NPU\u7684\u7ed3\u5408\u80fd\u529b\u6709\u9650\uff1b<\/li>\n\n\n\n<li>\u67d0\u4e9b\u65b0\u6a21\u578b\u53ef\u80fd\u4f9d\u8d56\u8f83\u65b0\u7684OpenVINO\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u8bbe\u5907\u63d2\u4ef6\u548c\u9a71\u52a8\u7248\u672c\u9700\u8981\u7edf\u4e00\u7ba1\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7efc\u5408\u5b9a\u4f4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">OpenVINO\u9002\u5408Intel\u5e73\u53f0\u4e0a\u7684\u5de5\u4e1a\u8fb9\u7f18AI\uff0c\u5c24\u5176\u9002\u5408\u6ca1\u6709NVIDIA\u72ec\u7acb\u663e\u5361\u7684Windows\u6216Linux\u5de5\u63a7\u673a\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. NVIDIA TensorRT<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TensorRT\u662fNVIDIA\u9762\u5411GPU\u7684\u9ad8\u6027\u80fd\u63a8\u7406\u5f15\u64ce\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5178\u578b\u6d41\u7a0b\u4e3a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>PyTorch\n   \u2502\n   \u25bc\nONNX\n   \u2502\n   \u25bc\nTensorRT Builder\n   \u251c\u2500\u2500 \u56fe\u4f18\u5316\n   \u251c\u2500\u2500 \u7b97\u5b50\u878d\u5408\n   \u251c\u2500\u2500 \u7cbe\u5ea6\u9009\u62e9\n   \u251c\u2500\u2500 Kernel\u641c\u7d22\n   \u251c\u2500\u2500 \u663e\u5b58\u89c4\u5212\n   \u2514\u2500\u2500 Tactic\u9009\u62e9\n   \u25bc\nTensorRT Engine\n   \u2502\n   \u25bc\nTensorRT Runtime\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>NVIDIA GPU\u4e0a\u6027\u80fd\u7a81\u51fa\uff1b<\/li>\n\n\n\n<li>\u5bf9\u5377\u79ef\u3001Transformer\u548c\u77e9\u9635\u8ba1\u7b97\u4f18\u5316\u5145\u5206\uff1b<\/li>\n\n\n\n<li>\u4f4e\u5ef6\u8fdf\uff1b<\/li>\n\n\n\n<li>\u9ad8\u541e\u5410\uff1b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u79cd\u4f4e\u7cbe\u5ea6\uff1b<\/li>\n\n\n\n<li>\u80fd\u591f\u5229\u7528Tensor Core\uff1b<\/li>\n\n\n\n<li>\u9002\u5408Jetson\u8fb9\u7f18\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u9002\u5408NVIDIA GPU\uff1b<\/li>\n\n\n\n<li>Engine\u53ef\u79fb\u690d\u6027\u8f83\u5dee\uff1b<\/li>\n\n\n\n<li>\u6784\u5efa\u548c\u8c03\u8bd5\u590d\u6742\u5ea6\u8f83\u9ad8\uff1b<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49\u7b97\u5b50\u53ef\u80fd\u9700\u8981\u7f16\u5199Plugin\uff1b<\/li>\n\n\n\n<li>\u52a8\u6001\u8f93\u5165\u7ba1\u7406\u8f83\u590d\u6742\uff1b<\/li>\n\n\n\n<li>\u4e0d\u5b9c\u4f5c\u4e3a\u6a21\u578b\u552f\u4e00\u5b58\u6863\u5f62\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7efc\u5408\u5b9a\u4f4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TensorRT\u9002\u5408\u76ee\u6807\u786c\u4ef6\u5df2\u7ecf\u786e\u5b9a\u4e3aNVIDIA GPU\uff0c\u5e76\u4e14\u5bf9\u63a8\u7406\u6027\u80fd\u6709\u8f83\u9ad8\u8981\u6c42\u7684\u7cfb\u7edf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. LiteRT Runtime<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LiteRT\u4e3b\u8981\u9762\u5411\u79fb\u52a8\u7aef\u548c\u5d4c\u5165\u5f0f\u8bbe\u5907\uff0c\u53ef\u4ee5\u901a\u8fc7Delegate\u8c03\u7528\u4e0d\u540c\u786c\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u89c1Delegate\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CPU\uff1b<\/li>\n\n\n\n<li>GPU\uff1b<\/li>\n\n\n\n<li>Android NNAPI\uff1b<\/li>\n\n\n\n<li>Edge TPU\uff1b<\/li>\n\n\n\n<li>\u7279\u5b9a\u5382\u5546NPU\u6216DSP\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Runtime\u8f83\u5c0f\uff1b<\/li>\n\n\n\n<li>\u9002\u5408ARM\uff1b<\/li>\n\n\n\n<li>\u529f\u8017\u4f4e\uff1b<\/li>\n\n\n\n<li>\u79fb\u52a8\u7aef\u751f\u6001\u6210\u719f\uff1b<\/li>\n\n\n\n<li>INT8\u91cf\u5316\u652f\u6301\u597d\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u79bb\u7ebf\u7aef\u4fa7\u63a8\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u540cDelegate\u7684\u7b97\u5b50\u652f\u6301\u4e0d\u4e00\u81f4\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5728\u4e0d\u540c\u624b\u673a\u4e0a\u7684\u6027\u80fd\u5dee\u5f02\u53ef\u80fd\u8f83\u5927\uff1b<\/li>\n\n\n\n<li>\u590d\u6742\u6a21\u578b\u9002\u914d\u5de5\u4f5c\u91cf\u8f83\u9ad8\uff1b<\/li>\n\n\n\n<li>\u684c\u9762\u548c\u670d\u52a1\u5668\u80fd\u529b\u4e0d\u5982ONNX Runtime\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\">5. PyTorch Runtime\u4e0eExecuTorch<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7PyTorch Runtime\u6267\u884c\uff0c\u4f46\u5b8c\u6574PyTorch\u8fd0\u884c\u73af\u5883\u901a\u5e38\u8f83\u5927\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ExecuTorch\u662f\u9762\u5411\u79fb\u52a8\u7aef\u548c\u5d4c\u5165\u5f0f\u8bbe\u5907\u7684\u8f7b\u91cf\u5316\u8fd0\u884c\u65f6\uff0c\u5176\u6a21\u578b\u901a\u5e38\u4ece<code>torch.export<\/code>\u4ea7\u751f\uff0c\u5e76\u8f6c\u6362\u4e3a<code>.pte<\/code>\u6587\u4ef6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0ePyTorch\u8bad\u7ec3\u4f53\u7cfb\u8854\u63a5\u81ea\u7136\uff1b<\/li>\n\n\n\n<li>\u51cf\u5c11\u683c\u5f0f\u8f6c\u6362\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u79fb\u52a8\u7aef\u548c\u5d4c\u5165\u5f0fPyTorch\u90e8\u7f72\uff1b<\/li>\n\n\n\n<li>\u652f\u6301XNNPACK\u3001Core ML\u3001Vulkan\u7b49\u540e\u7aef\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6001\u6210\u719f\u5ea6\u4ecd\u4e0d\u5982ONNX Runtime\u548cTFLite\uff1b<\/li>\n\n\n\n<li>\u8bbe\u5907\u540e\u7aef\u80fd\u529b\u53d6\u51b3\u4e8e\u5177\u4f53\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u8de8\u8bad\u7ec3\u6846\u67b6\u80fd\u529b\u6709\u9650\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\">6. NCNN\u4e0eMNN<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">NCNN\u548cMNN\u662f\u56fd\u5185\u8f83\u5e38\u89c1\u7684\u8f7b\u91cf\u7ea7\u7aef\u4fa7\u63a8\u7406\u5f15\u64ce\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">NCNN<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u8981\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>C++\u5b9e\u73b0\uff1b<\/li>\n\n\n\n<li>\u5bf9ARM\u548c\u79fb\u52a8GPU\u4f18\u5316\u8f83\u597d\uff1b<\/li>\n\n\n\n<li>\u4f9d\u8d56\u5c11\uff1b<\/li>\n\n\n\n<li>Runtime\u4f53\u79ef\u5c0f\uff1b<\/li>\n\n\n\n<li>\u5e38\u7528\u4e8eAndroid\u89c6\u89c9\u5e94\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">MNN<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u8981\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u6301Android\u3001iOS\u548c\u5d4c\u5165\u5f0f\u5e73\u53f0\uff1b<\/li>\n\n\n\n<li>\u652f\u6301CPU\u3001OpenCL\u3001Vulkan\u3001Metal\u7b49\u540e\u7aef\uff1b<\/li>\n\n\n\n<li>\u5bf9\u79fb\u52a8\u7aef\u6a21\u578b\u90e8\u7f72\u8f83\u53cb\u597d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u7528\u6a21\u578b\u751f\u6001\u4e0d\u5982ONNX Runtime\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u8f6c\u6362\u548c\u7b97\u5b50\u517c\u5bb9\u9700\u8981\u989d\u5916\u9a8c\u8bc1\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u79fb\u52a8\u89c6\u89c9\u6a21\u578b\u591a\u4e8e\u5927\u578b\u751f\u6210\u5f0f\u6a21\u578b\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\">7. Apache TVM<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Apache TVM\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u7f16\u8bd1\u6846\u67b6\u3002\u5b83\u80fd\u591f\u5c06\u6a21\u578b\u8ba1\u7b97\u56fe\u7f16\u8bd1\u4e3a\u9488\u5bf9\u5177\u4f53\u786c\u4ef6\u4f18\u5316\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f18\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u6301\u591a\u79cd\u786c\u4ef6\u67b6\u6784\uff1b<\/li>\n\n\n\n<li>\u53ef\u8fdb\u884c\u81ea\u52a8\u8c03\u4f18\uff1b<\/li>\n\n\n\n<li>\u53ef\u751f\u6210\u8bbe\u5907\u4e13\u7528\u4ee3\u7801\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u5b9a\u5236\u82af\u7247\u548c\u7279\u6b8a\u786c\u4ef6\uff1b<\/li>\n\n\n\n<li>\u53ef\u7528\u4e8eCPU\u3001GPU\u3001NPU\u548c\u5fae\u63a7\u5236\u5668\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u548c\u4f7f\u7528\u95e8\u69db\u8f83\u9ad8\uff1b<\/li>\n\n\n\n<li>\u5de5\u7a0b\u94fe\u590d\u6742\uff1b<\/li>\n\n\n\n<li>\u81ea\u52a8\u8c03\u4f18\u8017\u65f6\uff1b<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408\u8ffd\u6c42\u5feb\u901f\u843d\u5730\u7684\u5c0f\u578b\u9879\u76ee\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7efc\u5408\u5b9a\u4f4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">TVM\u9002\u5408\u82af\u7247\u5382\u5546\u3001\u7814\u7a76\u673a\u6784\u4ee5\u53ca\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u63a8\u7406\u6027\u80fd\u7684\u9879\u76ee\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e94\u3001\u7efc\u5408\u6bd4\u8f83<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u6bd4\u8f83<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u683c\u5f0f<\/th><th>\u662f\u5426\u5305\u542b\u8ba1\u7b97\u56fe<\/th><th>\u662f\u5426\u5305\u542b\u6743\u91cd<\/th><th>\u80fd\u5426\u6062\u590d\u8bad\u7ec3<\/th><th>\u8de8\u5e73\u53f0\u6027<\/th><th>\u4e3b\u8981\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td>ONNX<\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u901a\u5e38\u4e0d\u80fd<\/td><td>\u9ad8<\/td><td>\u8de8\u6846\u67b6\u90e8\u7f72<\/td><\/tr><tr><td>PyTorch <code>.pth<\/code><\/td><td>\u89c6\u4fdd\u5b58\u65b9\u5f0f\u800c\u5b9a<\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u4f4e<\/td><td>\u8bad\u7ec3\u4e0e\u5fae\u8c03<\/td><\/tr><tr><td>Safetensors<\/td><td>\u5426<\/td><td>\u662f<\/td><td>\u53ef\u4ee5\u52a0\u8f7d\u6743\u91cd<\/td><td>\u4e2d<\/td><td>\u5b89\u5168\u4fdd\u5b58\u6743\u91cd<\/td><\/tr><tr><td>SavedModel<\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u90e8\u5206\u53ef\u4ee5<\/td><td>\u4e2d<\/td><td>TensorFlow\u90e8\u7f72<\/td><\/tr><tr><td><code>.keras<\/code><\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u8f83\u4f4e<\/td><td>Keras\u5b8c\u6574\u6a21\u578b<\/td><\/tr><tr><td><code>.tflite<\/code><\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u5426<\/td><td>\u4e2d<\/td><td>\u79fb\u52a8\u548c\u5d4c\u5165\u5f0f<\/td><\/tr><tr><td>OpenVINO IR<\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u5426<\/td><td>\u4e2d<\/td><td>Intel\u5e73\u53f0\u90e8\u7f72<\/td><\/tr><tr><td>TensorRT Engine<\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u5426<\/td><td>\u5f88\u4f4e<\/td><td>NVIDIA GPU\u6267\u884c<\/td><\/tr><tr><td>Core ML<\/td><td>\u662f<\/td><td>\u662f<\/td><td>\u5426<\/td><td>\u4f4e<\/td><td>Apple\u8bbe\u5907<\/td><\/tr><tr><td>GGUF<\/td><td>\u5305\u542b\u7279\u5b9a\u67b6\u6784\u4fe1\u606f<\/td><td>\u662f<\/td><td>\u901a\u5e38\u5426<\/td><td>\u4e2d<\/td><td>\u672c\u5730\u5927\u6a21\u578b\u63a8\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u63a8\u7406\u5f15\u64ce\u6bd4\u8f83<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u63a8\u7406\u5f15\u64ce<\/th><th>\u4e3b\u8981\u786c\u4ef6<\/th><th>\u8de8\u5e73\u53f0\u6027<\/th><th>\u6027\u80fd\u7279\u70b9<\/th><th>\u5de5\u7a0b\u590d\u6742\u5ea6<\/th><th>\u5178\u578b\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>ONNX Runtime<\/td><td>CPU\u3001GPU\u3001NPU<\/td><td>\u9ad8<\/td><td>\u5747\u8861<\/td><td>\u4f4e<\/td><td>\u901a\u7528\u5de5\u4e1a\u8f6f\u4ef6<\/td><\/tr><tr><td>OpenVINO<\/td><td>Intel CPU\/GPU\/NPU<\/td><td>\u8f83\u9ad8<\/td><td>Intel\u5e73\u53f0\u4f18\u79c0<\/td><td>\u4e2d<\/td><td>Intel\u5de5\u63a7\u673a<\/td><\/tr><tr><td>TensorRT<\/td><td>NVIDIA GPU<\/td><td>\u4f4e<\/td><td>GPU\u6027\u80fd\u5f88\u9ad8<\/td><td>\u9ad8<\/td><td>Jetson\u3001GPU\u670d\u52a1\u5668<\/td><\/tr><tr><td>LiteRT<\/td><td>ARM\u3001\u79fb\u52a8GPU\u3001NPU<\/td><td>\u4e2d<\/td><td>\u4f4e\u529f\u8017<\/td><td>\u4e2d<\/td><td>Android\u3001\u5d4c\u5165\u5f0f<\/td><\/tr><tr><td>Core ML<\/td><td>Apple\u82af\u7247<\/td><td>\u4f4e<\/td><td>Apple\u8bbe\u5907\u4f18\u79c0<\/td><td>\u4e2d<\/td><td>iOS\u3001macOS<\/td><\/tr><tr><td>ExecuTorch<\/td><td>\u79fb\u52a8\u548c\u5d4c\u5165\u5f0f<\/td><td>\u4e2d<\/td><td>\u4e0ePyTorch\u7ed3\u5408\u7d27\u5bc6<\/td><td>\u4e2d<\/td><td>PyTorch\u7aef\u4fa7\u90e8\u7f72<\/td><\/tr><tr><td>NCNN<\/td><td>ARM\u3001\u79fb\u52a8GPU<\/td><td>\u4e2d<\/td><td>\u8f7b\u91cf\u3001\u9ad8\u6548<\/td><td>\u4e2d<\/td><td>Android\u89c6\u89c9\u5e94\u7528<\/td><\/tr><tr><td>MNN<\/td><td>ARM\u3001GPU\u3001Metal<\/td><td>\u4e2d<\/td><td>\u79fb\u52a8\u7aef\u4f18\u5316<\/td><td>\u4e2d<\/td><td>\u624b\u673a\u7aefAI<\/td><\/tr><tr><td>TVM<\/td><td>CPU\u3001GPU\u3001NPU\u3001MCU<\/td><td>\u9ad8<\/td><td>\u53ef\u6df1\u5ea6\u4f18\u5316<\/td><td>\u9ad8<\/td><td>\u5b9a\u5236\u786c\u4ef6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u516d\u3001\u6587\u4ef6\u5927\u5c0f\u4e0e\u63a8\u7406\u6027\u80fd\u7684\u5173\u7cfb<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u672c\u8eab\u901a\u5e38\u4e0d\u662f\u51b3\u5b9a\u6a21\u578b\u4f53\u79ef\u7684\u4e3b\u8981\u56e0\u7d20\u3002\u6a21\u578b\u5927\u5c0f\u4e3b\u8981\u53d6\u51b3\u4e8e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u6a21\u578b\u5927\u5c0f \u2248 \u53c2\u6570\u6570\u91cf \u00d7 \u6bcf\u4e2a\u53c2\u6570\u5360\u7528\u5b57\u8282\u6570\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u4e00\u4e2a\u5305\u542b\u4e00\u4ebf\u53c2\u6570\u7684\u6a21\u578b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7cbe\u5ea6<\/th><th>\u5355\u53c2\u6570\u7406\u8bba\u5927\u5c0f<\/th><th>\u4e00\u4ebf\u53c2\u6570\u7406\u8bba\u5927\u5c0f<\/th><\/tr><\/thead><tbody><tr><td>FP32<\/td><td>4\u5b57\u8282<\/td><td>\u7ea6400 MB<\/td><\/tr><tr><td>FP16\/BF16<\/td><td>2\u5b57\u8282<\/td><td>\u7ea6200 MB<\/td><\/tr><tr><td>INT8<\/td><td>1\u5b57\u8282<\/td><td>\u7ea6100 MB<\/td><\/tr><tr><td>INT4<\/td><td>0.5\u5b57\u8282<\/td><td>\u7ea650 MB<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9645\u6a21\u578b\u6587\u4ef6\u8fd8\u53ef\u80fd\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cf\u5316Scale\u548cZero Point\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u5143\u6570\u636e\uff1b<\/li>\n\n\n\n<li>Tokenizer\uff1b<\/li>\n\n\n\n<li>\u7b97\u5b50\u5c5e\u6027\uff1b<\/li>\n\n\n\n<li>\u5916\u90e8\u6743\u91cd\u7d22\u5f15\uff1b<\/li>\n\n\n\n<li>\u4f18\u5316\u5668\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>TensorRT\u6267\u884c\u8ba1\u5212\uff1b<\/li>\n\n\n\n<li>\u591a\u4e2a\u8f93\u5165\u5c3a\u5bf8Profile\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u4ef6\u6269\u5c55\u540d\u4e0d\u80fd\u76f4\u63a5\u4ee3\u8868\u6a21\u578b\u6027\u80fd\uff1b<\/li>\n\n\n\n<li>ONNX\u6587\u4ef6\u4e0d\u4e00\u5b9a\u6bd4PyTorch\u6587\u4ef6\u5c0f\uff1b<\/li>\n\n\n\n<li>TensorRT Engine\u4e0d\u4e00\u5b9a\u6bd4ONNX\u5c0f\uff1b<\/li>\n\n\n\n<li>\u91cf\u5316\u901a\u5e38\u6bd4\u66f4\u6362\u6a21\u578b\u5bb9\u5668\u66f4\u80fd\u51cf\u5c0f\u4f53\u79ef\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406\u901f\u5ea6\u4e3b\u8981\u7531\u8fd0\u884c\u65f6\u3001\u786c\u4ef6\u548c\u56fe\u4f18\u5316\u51b3\u5b9a\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e03\u3001\u6a21\u578b\u683c\u5f0f\u4e0e\u63a8\u7406\u5f15\u64ce\u7684\u5178\u578b\u7ec4\u5408<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u901a\u7528\u8de8\u5e73\u53f0\u65b9\u6848<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>PyTorch\u8bad\u7ec3\n    \u2502\n    \u25bc\nONNX\n    \u2502\n    \u25bc\nONNX Runtime\n    \u2502\n    \u251c\u2500\u2500 Windows CPU\n    \u251c\u2500\u2500 Linux CPU\n    \u251c\u2500\u2500 CUDA GPU\n    \u251c\u2500\u2500 DirectML\n    \u2514\u2500\u2500 OpenVINO\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f00\u53d1\u6210\u672c\u4f4e\uff1b<\/li>\n\n\n\n<li>\u9002\u914d\u8303\u56f4\u5e7f\uff1b<\/li>\n\n\n\n<li>\u65b9\u4fbf\u4eceLinux\u8fc1\u79fb\u5230Windows\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u5de5\u4e1a\u8f6f\u4ef6\u4ea7\u54c1\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2. Intel\u5e73\u53f0\u65b9\u6848<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>PyTorch \/ TensorFlow\n          \u2502\n          \u25bc\n       ONNX\n          \u2502\n          \u25bc\nOpenVINO Model\u6216IR\n          \u2502\n          \u25bc\nCPU \/ Intel GPU \/ Intel NPU\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9002\u5408Intel\u5de5\u63a7\u673a\uff1b<\/li>\n\n\n\n<li>\u5c0fBatch\u5ef6\u8fdf\u8868\u73b0\u597d\uff1b<\/li>\n\n\n\n<li>\u53ef\u4ee5\u5229\u7528Intel NPU\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. NVIDIA\u5e73\u53f0\u65b9\u6848<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>PyTorch\n   \u2502\n   \u25bc\nONNX\n   \u2502\n   \u25bc\nTensorRT Engine\n   \u2502\n   \u25bc\nNVIDIA GPU \/ Jetson\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6027\u80fd\u9ad8\uff1b<\/li>\n\n\n\n<li>\u8bbe\u5907\u9488\u5bf9\u6027\u5f3a\uff1b<\/li>\n\n\n\n<li>\u9002\u5408\u5b9e\u65f6\u89c6\u9891\u548c\u5927\u578b\u6a21\u578b\uff1b<\/li>\n\n\n\n<li>\u9700\u8981\u4e25\u683c\u7ba1\u7406GPU\u548cTensorRT\u7248\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u79fb\u52a8\u7aef\u65b9\u6848<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8bad\u7ec3\u6a21\u578b\n   \u2502\n   \u251c\u2500\u2500 LiteRT\/TFLite \u2192 Android\n   \u251c\u2500\u2500 Core ML       \u2192 iOS\/macOS\n   \u2514\u2500\u2500 ExecuTorch    \u2192 PyTorch\u79fb\u52a8\u7aef\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b\u65b9\u6848<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>Safetensors\u539f\u59cb\u6743\u91cd\n          \u2502\n          \u25bc\n        GGUF\n          \u2502\n          \u25bc\nllama.cpp \/ \u672c\u5730\u63a8\u7406\u8f6f\u4ef6\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u516b\u3001\u4e0d\u540c\u5e94\u7528\u573a\u666f\u7684\u9009\u578b\u5efa\u8bae<\/h1>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5e94\u7528\u573a\u666f<\/th><th>\u63a8\u8350\u6a21\u578b\u683c\u5f0f<\/th><th>\u63a8\u8350\u63a8\u7406\u5f15\u64ce<\/th><\/tr><\/thead><tbody><tr><td>Windows\u548cLinux\u901a\u7528\u8f6f\u4ef6<\/td><td>ONNX<\/td><td>ONNX Runtime<\/td><\/tr><tr><td>Intel CPU\u5de5\u63a7\u673a<\/td><td>ONNX\u6216OpenVINO IR<\/td><td>OpenVINO<\/td><\/tr><tr><td>Intel Core Ultra NPU<\/td><td>OpenVINO IR<\/td><td>OpenVINO<\/td><\/tr><tr><td>NVIDIA\u72ec\u7acb\u663e\u5361<\/td><td>ONNX\uff0bEngine<\/td><td>TensorRT<\/td><\/tr><tr><td>Jetson\u8fb9\u7f18\u8bbe\u5907<\/td><td>ONNX\uff0bEngine<\/td><td>TensorRT<\/td><\/tr><tr><td>Windows\u4e0d\u540c\u54c1\u724c\u663e\u5361<\/td><td>ONNX<\/td><td>ONNX Runtime\uff0bDirectML<\/td><\/tr><tr><td>Android\u624b\u673a<\/td><td><code>.tflite<\/code>\u6216<code>.pte<\/code><\/td><td>LiteRT\u6216ExecuTorch<\/td><\/tr><tr><td>iPhone\u548cMac<\/td><td><code>.mlpackage<\/code><\/td><td>Core ML<\/td><\/tr><tr><td>PyTorch\u7ee7\u7eed\u8bad\u7ec3<\/td><td><code>.pth<\/code>\u6216Safetensors<\/td><td>PyTorch<\/td><\/tr><tr><td>TensorFlow\u670d\u52a1\u5668<\/td><td>SavedModel<\/td><td>TensorFlow Serving<\/td><\/tr><tr><td>\u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b<\/td><td>GGUF<\/td><td>llama.cpp<\/td><\/tr><tr><td>\u5b9a\u5236NPU\u6216AI\u82af\u7247<\/td><td>ONNX\u7b49\u4e2d\u95f4\u683c\u5f0f<\/td><td>\u5382\u5546Runtime\u6216TVM<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e5d\u3001\u5de5\u7a0b\u5316\u6a21\u578b\u7ba1\u7406\u5efa\u8bae<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9645\u9879\u76ee\u4e0d\u5b9c\u53ea\u4fdd\u5b58\u4e00\u79cd\u6a21\u578b\u6587\u4ef6\u3002\u5efa\u8bae\u5efa\u7acb\u4e09\u5c42\u6a21\u578b\u7ba1\u7406\u4f53\u7cfb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u5c42\uff1a\u8bad\u7ec3\u6e90\u6a21\u578b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u4e8e\u7ee7\u7eed\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u8ffd\u6eaf\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model.safetensors\ntraining_config.yaml\noptimizer_state.pth\nlabel_map.json\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u5c42\u4fdd\u5b58\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u539f\u59cb\u6743\u91cd\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u7ed3\u6784\u914d\u7f6e\uff1b<\/li>\n\n\n\n<li>\u4f18\u5316\u5668\u72b6\u6001\uff1b<\/li>\n\n\n\n<li>\u8bad\u7ec3\u53c2\u6570\uff1b<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u7279\u5f81\u548c\u6807\u7b7e\u5b9a\u4e49\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u5c42\uff1a\u901a\u7528\u90e8\u7f72\u6bcd\u7248<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u8bae\u4f7f\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model.onnx\npreprocessing.json\nmetadata.json\ntest_vectors.npz\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u5c42\u7528\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8de8\u5e73\u53f0\u4ea4\u4ed8\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u7ed3\u6784\u9a8c\u8bc1\uff1b<\/li>\n\n\n\n<li>\u751f\u6210\u4e0d\u540c\u8bbe\u5907\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\u7cbe\u5ea6\u6d4b\u8bd5\uff1b<\/li>\n\n\n\n<li>\u90e8\u7f72\u7248\u672c\u8ffd\u6eaf\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u5c42\uff1a\u8bbe\u5907\u4e13\u7528\u6a21\u578b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e\u76ee\u6807\u8bbe\u5907\u751f\u6210\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>openvino\/model.xml\nopenvino\/model.bin\n\ntensorrt\/model_orin_fp16.engine\ntensorrt\/model_rtx4060_fp16.engine\n\nandroid\/model_int8.tflite\nios\/model.mlpackage\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bbe\u5907\u4e13\u7528\u6a21\u578b\u5e94\u540c\u65f6\u8bb0\u5f55\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u6a21\u578b\u7248\u672c\uff1b<\/li>\n\n\n\n<li>ONNX\u6587\u4ef6\u54c8\u5e0c\uff1b<\/li>\n\n\n\n<li>Opset\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u8f6c\u6362\u5de5\u5177\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u8fd0\u884c\u65f6\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u76ee\u6807\u786c\u4ef6\u578b\u53f7\uff1b<\/li>\n\n\n\n<li>\u8f93\u5165\u5c3a\u5bf8\uff1b<\/li>\n\n\n\n<li>\u52a8\u6001\u5f62\u72b6\u8303\u56f4\uff1b<\/li>\n\n\n\n<li>\u91cf\u5316\u7cbe\u5ea6\uff1b<\/li>\n\n\n\n<li>\u6821\u51c6\u6570\u636e\u7248\u672c\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406\u7cbe\u5ea6\uff1b<\/li>\n\n\n\n<li>\u63a8\u7406\u65f6\u95f4\uff1b<\/li>\n\n\n\n<li>\u5185\u5b58\u5360\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u3001\u5de5\u4e1a\u8bbe\u5907\u72b6\u6001\u8bc6\u522b\u9879\u76ee\u5efa\u8bae<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u4ee5\u5168\u8fde\u63a5\u7f51\u7edc\u3001Autoencoder\u3001LSTM\u3001\u4e00\u7ef4\u5377\u79ef\u6216\u5c0f\u578bTransformer\u4e3a\u4e3b\u7684\u8bbe\u5907\u72b6\u6001\u8bc6\u522b\u7cfb\u7edf\uff0c\u5efa\u8bae\u91c7\u7528\u4ee5\u4e0b\u67b6\u6784\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>PyTorch\u8bad\u7ec3\u6a21\u578b\n      \u2502\n      \u251c\u2500\u2500 \u4fdd\u5b58Safetensors\u6216state_dict\n      \u2502\n      \u25bc\n\u5bfc\u51fa\u7ecf\u8fc7\u9a8c\u8bc1\u7684ONNX\n      \u2502\n      \u251c\u2500\u2500 Windows\u666e\u901aCPU\uff1aONNX Runtime\n      \u251c\u2500\u2500 Intel CPU\/NPU\uff1aOpenVINO\n      \u251c\u2500\u2500 NVIDIA GPU\uff1aTensorRT\n      \u2514\u2500\u2500 ARM\u8bbe\u5907\uff1aLiteRT\u6216ExecuTorch\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6700\u7ec8\u4ea7\u54c1\u662fWindows\u5e73\u677f\u6216\u5de5\u63a7\u673a\uff0c\u63a8\u8350\u6309\u4ee5\u4e0b\u4f18\u5148\u7ea7\u5b9e\u65bd\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u9636\u6bb5\uff1aONNX Runtime CPU<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f18\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Windows\u90e8\u7f72\u7b80\u5355\uff1b<\/li>\n\n\n\n<li>\u4e0d\u8981\u6c42\u7279\u5b9aGPU\uff1b<\/li>\n\n\n\n<li>C++\u548cQt\u96c6\u6210\u65b9\u4fbf\uff1b<\/li>\n\n\n\n<li>\u53ef\u4ee5\u8986\u76d6\u591a\u6570\u5de5\u63a7\u673a\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u8fc1\u79fb\u6210\u672c\u8f83\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u9636\u6bb5\uff1aOpenVINO\u4f18\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u8bbe\u5907\u91c7\u7528Intel CPU\u6216Intel Core Ultra\u65f6\uff0c\u53ef\u8fdb\u4e00\u6b65\u4f7f\u7528\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenVINO Runtime\uff1b<\/li>\n\n\n\n<li>OpenVINO IR\uff1b<\/li>\n\n\n\n<li>ONNX Runtime OpenVINO Execution Provider\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7c7b\u5c0f\u578b\u65f6\u5e8f\u6a21\u578b\u901a\u5e38\u8ba1\u7b97\u91cf\u6709\u9650\uff0cCPU\u63a8\u7406\u5df2\u7ecf\u8db3\u591f\u3002\u76f8\u6bd4\u4f7f\u7528\u72ec\u7acbGPU\uff0cOpenVINO\u53ef\u80fd\u83b7\u5f97\u66f4\u4f4e\u7684\u7aef\u5230\u7aef\u5ef6\u8fdf\u548c\u66f4\u4f4e\u7684\u7cfb\u7edf\u590d\u6742\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u9636\u6bb5\uff1aTensorRT\u52a0\u901f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ea\u6709\u5728\u4ee5\u4e0b\u6761\u4ef6\u540c\u65f6\u6ee1\u8db3\u65f6\uff0c\u624d\u6709\u5fc5\u8981\u4f7f\u7528TensorRT\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bbe\u5907\u660e\u786e\u914d\u7f6eNVIDIA GPU\uff1b<\/li>\n\n\n\n<li>\u6a21\u578b\u8ba1\u7b97\u91cf\u8f83\u5927\uff1b<\/li>\n\n\n\n<li>CPU\u63a8\u7406\u4e0d\u80fd\u6ee1\u8db3\u5b9e\u65f6\u8981\u6c42\uff1b<\/li>\n\n\n\n<li>\u8f93\u5165\u5c3a\u5bf8\u76f8\u5bf9\u56fa\u5b9a\uff1b<\/li>\n\n\n\n<li>\u80fd\u63a5\u53d7\u9488\u5bf9\u4e0d\u540cGPU\u5206\u522b\u751f\u6210Engine\uff1b<\/li>\n\n\n\n<li>\u4ea7\u54c1\u5177\u5907\u7248\u672c\u7ba1\u7406\u548c\u6a21\u578b\u91cd\u65b0\u7f16\u8bd1\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u5c0f\u578bAutoencoder\u3001Dense\u6216LSTM\u6a21\u578b\uff0cGPU\u6570\u636e\u4f20\u8f93\u548cKernel\u542f\u52a8\u65f6\u95f4\u53ef\u80fd\u5360\u636e\u8f83\u5927\u6bd4\u4f8b\uff0cTensorRT\u672a\u5fc5\u80fd\u663e\u8457\u6539\u5584\u7aef\u5230\u7aef\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u5341\u4e00\u3001\u7efc\u5408\u7ed3\u8bba<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3b\u6d41AI\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u548c\u63a8\u7406\u5f15\u64ce\u4e0d\u5b58\u5728\u5355\u4e00\u7684\u201c\u6700\u597d\u65b9\u6848\u201d\uff0c\u5176\u5b9a\u4f4d\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6a21\u578b\u6587\u4ef6\u89d2\u5ea6\u770b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>PyTorch <code>.pth<\/code>\u548cSafetensors<\/strong>\u9002\u5408\u4fdd\u5b58\u8bad\u7ec3\u6743\u91cd\uff1b<\/li>\n\n\n\n<li><strong>ONNX<\/strong>\u9002\u5408\u8de8\u6846\u67b6\u3001\u8de8\u786c\u4ef6\u6a21\u578b\u4ea4\u6362\uff1b<\/li>\n\n\n\n<li><strong>OpenVINO IR<\/strong>\u9002\u5408Intel\u5e73\u53f0\u90e8\u7f72\uff1b<\/li>\n\n\n\n<li><strong>TensorRT Engine<\/strong>\u9002\u5408NVIDIA GPU\u6700\u7ec8\u6267\u884c\uff1b<\/li>\n\n\n\n<li><strong>TFLite<\/strong>\u9002\u5408Android\u548c\u5d4c\u5165\u5f0f\u8bbe\u5907\uff1b<\/li>\n\n\n\n<li><strong>Core ML<\/strong>\u9002\u5408Apple\u8bbe\u5907\uff1b<\/li>\n\n\n\n<li><strong>GGUF<\/strong>\u9002\u5408\u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u63a8\u7406\u5f15\u64ce\u89d2\u5ea6\u770b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ONNX Runtime<\/strong>\u901a\u7528\u6027\u548c\u5de5\u7a0b\u4fbf\u5229\u6027\u8f83\u597d\uff1b<\/li>\n\n\n\n<li><strong>OpenVINO<\/strong>\u9002\u5408Intel CPU\u3001GPU\u548cNPU\uff1b<\/li>\n\n\n\n<li><strong>TensorRT<\/strong>\u9002\u5408NVIDIA GPU\u6781\u81f4\u6027\u80fd\uff1b<\/li>\n\n\n\n<li><strong>LiteRT<\/strong>\u9002\u5408\u79fb\u52a8\u548c\u4f4e\u529f\u8017\u8bbe\u5907\uff1b<\/li>\n\n\n\n<li><strong>Core ML<\/strong>\u9002\u5408Apple\u7aef\u4fa7AI\uff1b<\/li>\n\n\n\n<li><strong>TVM<\/strong>\u9002\u5408\u5b9a\u5236\u82af\u7247\u548c\u6df1\u5ea6\u7f16\u8bd1\u4f18\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u8f83ONNX\u3001OpenVINO\u548cTensorRT\u65f6\uff0c\u6700\u91cd\u8981\u7684\u7ed3\u8bba\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">ONNX\u4e3b\u8981\u627f\u62c5\u901a\u7528\u6a21\u578b\u4ea4\u6362\u548c\u90e8\u7f72\u6bcd\u7248\u7684\u89d2\u8272\uff1bOpenVINO\u4e3b\u8981\u627f\u62c5Intel\u786c\u4ef6\u4f18\u5316\u548c\u63a8\u7406\u8fd0\u884c\u7684\u89d2\u8272\uff1bTensorRT\u4e3b\u8981\u627f\u62c5NVIDIA GPU\u6a21\u578b\u7f16\u8bd1\u548c\u9ad8\u6027\u80fd\u6267\u884c\u7684\u89d2\u8272\u3002<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u8005\u5e76\u4e0d\u662f\u7b80\u5355\u7684\u7ade\u4e89\u6216\u66ff\u4ee3\u5173\u7cfb\uff0c\u800c\u53ef\u4ee5\u6784\u6210\u4e00\u6761\u5b8c\u6574\u90e8\u7f72\u94fe\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u8bad\u7ec3\u6846\u67b6\n   \u2502\n   \u25bc\nONNX\u901a\u7528\u6a21\u578b\n   \u2502\n   \u251c\u2500\u2500 OpenVINO \u2192 Intel CPU\/GPU\/NPU\n   \u2514\u2500\u2500 TensorRT \u2192 NVIDIA GPU\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u9700\u8981\u957f\u671f\u7ef4\u62a4\u3001\u652f\u6301\u591a\u79cd\u786c\u4ef6\u7684\u5de5\u4e1aAI\u4ea7\u54c1\uff0c\u6700\u7a33\u59a5\u7684\u603b\u4f53\u7b56\u7565\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u683c\u5f0f\u7528\u4e8e\u7ee7\u7eed\u8bad\u7ec3\uff0cONNX\u7528\u4e8e\u7edf\u4e00\u4ea4\u4ed8\uff0c\u786c\u4ef6\u4e13\u7528\u683c\u5f0f\u7528\u4e8e\u6700\u7ec8\u52a0\u901f\uff0c\u63a8\u7406\u5f15\u64ce\u6839\u636e\u5b9e\u9645\u8bbe\u5907\u9009\u62e9\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u6982\u8ff0 AI\u6a21\u578b\u4ece\u8bad\u7ec3\u5b8c\u6210\u5230\u5b9e\u9645\u90e8\u7f72\uff0c\u901a\u5e38\u9700\u8981\u7ecf\u8fc7\u6a21\u578b\u4fdd\u5b58\u3001\u683c\u5f0f\u8f6c\u6362\u3001\u56fe\u4f18\u5316\u3001\u91cf\u5316\u3001\u786c\u4ef6\u7f16\u8bd1\u548c\u8fd0\u884c\u65f6\u6267\u884c\u7b49\u591a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[3,8],"tags":[39,101],"class_list":["post-7063","post","type-post","status-publish","format-standard","hentry","category-it","category-tech","tag-ai","tag-old-programmer-in-ai-era"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=3\" rel=\"category\">IT<\/a> <a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u4e00\u3001\u6982\u8ff0 AI\u6a21\u578b\u4ece\u8bad\u7ec3\u5b8c\u6210\u5230\u5b9e\u9645\u90e8\u7f72\uff0c\u901a\u5e38\u9700\u8981\u7ecf\u8fc7\u6a21\u578b\u4fdd\u5b58\u3001\u683c\u5f0f\u8f6c\u6362\u3001\u56fe\u4f18\u5316\u3001\u91cf\u5316\u3001\u786c\u4ef6\u7f16\u8bd1\u548c\u8fd0\u884c\u65f6\u6267\u884c\u7b49\u591a&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/7063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7063"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/7063\/revisions"}],"predecessor-version":[{"id":7065,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/7063\/revisions\/7065"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}