{"id":31920,"date":"2025-06-30T08:07:27","date_gmt":"2025-06-30T00:07:27","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31920"},"modified":"2025-06-30T08:07:27","modified_gmt":"2025-06-30T00:07:27","slug":"mnnqinglianggaoxiaoai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/mnnqinglianggaoxiaoai\/","title":{"rendered":"MNN\uff1a\u8f7b\u91cf\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u6846\u67b6"},"content":{"rendered":"<p>MNN \u662f\u963f\u91cc\u5df4\u5df4\u5f00\u6e90\u7684\u8f7b\u91cf\u7ea7\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u79fb\u52a8\u7aef\u548c\u5d4c\u5165\u5f0f\u8bbe\u5907\u7684\u6a21\u578b\u90e8\u7f72\u3002\u5b83\u652f\u6301\u9ad8\u6548\u7684\u6a21\u578b\u63a8\u7406\u548c\u8bad\u7ec3\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u963f\u91cc\u5df4\u5df4\u7684\u591a\u79cd\u4e1a\u52a1\u573a\u666f\uff0c\u5982\u6dd8\u5b9d\u3001\u9489\u9489\u548c\u4f18\u9177\u7b49\u3002MNN \u63d0\u4f9b\u8de8\u5e73\u53f0\u7684\u517c\u5bb9\u6027\uff0c\u652f\u6301 iOS\u3001Android \u4ee5\u53ca\u5d4c\u5165\u5f0f\u8bbe\u5907\uff0c\u4f18\u5316\u4e86 CPU \u548c GPU \u7684\u8ba1\u7b97\u6027\u80fd\u3002\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u8f7b\u91cf\u5316\u3001\u9ad8\u6027\u80fd\u548c\u6613\u7528\u6027\uff0c\u80fd\u5927\u5e45\u964d\u4f4e\u6a21\u578b\u90e8\u7f72\u7684\u8d44\u6e90\u6d88\u8017\u3002MNN-LLM \u662f\u57fa\u4e8e MNN \u5f00\u53d1\u7684\u8bed\u8a00\u6a21\u578b\u8fd0\u884c\u65b9\u6848\uff0c\u652f\u6301\u591a\u79cd\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u672c\u5730\u8fd0\u884c\uff0c\u4fdd\u969c\u6570\u636e\u9690\u79c1\u3002\u6846\u67b6\u5f00\u6e90\u5728 GitHub \u4e0a\uff0c\u793e\u533a\u6d3b\u8dc3\uff0c\u63d0\u4f9b\u4e30\u5bcc\u7684\u6587\u6863\u548c\u793a\u4f8b\uff0c\u9002\u5408\u5f00\u53d1\u8005\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<p><img decoding=\"async\" title=\"MNN\uff1a\u8f7b\u91cf\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u6846\u67b6-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/06\/2275c96f3ffa8c0.jpg\" alt=\"MNN\uff1a\u8f7b\u91cf\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u6846\u67b6-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u591a\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u683c\u5f0f\uff0c\u5305\u62ec TensorFlow\u3001Caffe\u3001ONNX \u548c TorchScript\u3002<\/li>\n<li>\u63d0\u4f9b\u9ad8\u6548\u7684\u6a21\u578b\u63a8\u7406\uff0c\u652f\u6301 CNN\u3001RNN\u3001GAN \u548c <a href=\"https:\/\/www.kdjingpai.com\/transformer\/\">Transformer<\/a> \u7b49\u795e\u7ecf\u7f51\u7edc\u3002<\/li>\n<li>\u652f\u6301\u591a\u8bbe\u5907\u6df7\u5408\u8ba1\u7b97\uff0c\u6db5\u76d6 CPU \u548c GPU\uff08Metal\u3001OpenCL\u3001Vulkan\uff09\u3002<\/li>\n<li>\u63d0\u4f9b MNN-LLM\uff0c\u5b9e\u73b0\u5728\u79fb\u52a8\u7aef\u548c PC \u4e0a\u8fd0\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002<\/li>\n<li>\u652f\u6301\u6a21\u578b\u91cf\u5316\uff08\u5982 FP16 \u548c Int8\uff09\uff0c\u51cf\u5c11\u6a21\u578b\u5927\u5c0f 50%-70%\u3002<\/li>\n<li>\u63d0\u4f9b MNN-Express\uff0c\u652f\u6301\u63a7\u5236\u6d41\u6a21\u578b\u548c\u901a\u7528\u8ba1\u7b97\u3002<\/li>\n<li>\u5185\u7f6e MNN-CV\uff0c\u8f7b\u91cf\u5316\u7684\u7c7b OpenCV \u56fe\u50cf\u5904\u7406\u5e93\u3002<\/li>\n<li>\u652f\u6301 MNN-Train\uff0c\u7528\u4e8e\u8bad\u7ec3 MNN \u6a21\u578b\u3002<\/li>\n<li>\u63d0\u4f9b\u591a\u6a21\u6001\u5e94\u7528\uff0c\u5982 MNN-LLM-Android\uff0c\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u548c\u97f3\u9891\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u5728\u672c\u5730\u4f7f\u7528 MNN\uff0c\u9996\u5148\u9700\u8981\u4ece GitHub \u4ed3\u5e93\u514b\u9686\u9879\u76ee\u4ee3\u7801\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong><br \/>\n\u6253\u5f00\u7ec8\u7aef\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686 MNN \u4ed3\u5e93\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/alibaba\/MNN.git\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong><br \/>\nMNN \u652f\u6301 iOS 8.0+\u3001Android 4.3+ \u4ee5\u53ca POSIX \u63a5\u53e3\u7684\u5d4c\u5165\u5f0f\u8bbe\u5907\u3002\u786e\u4fdd\u7cfb\u7edf\u5b89\u88c5\u4e86\u5fc5\u8981\u7684\u7f16\u8bd1\u5de5\u5177\uff1a<\/p>\n<ul>\n<li><strong>Linux\/macOS<\/strong>\uff1a\u5b89\u88c5 CMake\uff083.10 \u6216\u4ee5\u4e0a\uff09\u3001Git \u548c GCC\/Clang\u3002\n<pre><code>sudo apt-get install cmake git build-essential\r\n<\/code><\/pre>\n<\/li>\n<li><strong>Android<\/strong>\uff1a\u5b89\u88c5 Android NDK\uff08r17 \u6216\u4ee5\u4e0a\uff09\u3002<\/li>\n<li><strong>iOS<\/strong>\uff1a\u786e\u4fdd\u5b89\u88c5 Xcode \u548c Metal \u652f\u6301\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7f16\u8bd1 MNN<\/strong><br \/>\n\u8fdb\u5165 MNN \u76ee\u5f55\uff0c\u521b\u5efa\u6784\u5efa\u6587\u4ef6\u5939\u5e76\u8fd0\u884c CMake\uff1a<\/p>\n<pre><code>cd MNN\r\nmkdir build &amp;&amp; cd build\r\ncmake .. -DMNN_BUILD_MINI=ON\r\nmake -j4\r\n<\/code><\/pre>\n<p>\u4f7f\u7528\u00a0<code>MNN_BUILD_MINI<\/code>\u00a0\u53ef\u51cf\u5c11\u7ea6 25% \u7684\u5305\u5927\u5c0f\uff0c\u9002\u5408\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u3002\u7f16\u8bd1\u5b8c\u6210\u540e\uff0c\u751f\u6210\u7684\u53ef\u6267\u884c\u6587\u4ef6\u548c\u5e93\u6587\u4ef6\u4f4d\u4e8e\u00a0<code>build<\/code>\u00a0\u76ee\u5f55\u3002<\/li>\n<li><strong>\u5b89\u88c5 MNN-LLM Android \u5e94\u7528<\/strong><br \/>\n\u5bf9\u4e8e MNN-LLM Android \u5e94\u7528\uff0c\u53ef\u4ece GitHub Releases \u9875\u9762\u4e0b\u8f7d\u9884\u7f16\u8bd1\u7684 APK \u6587\u4ef6\uff0c\u6216\u81ea\u884c\u6784\u5efa\uff1a<\/p>\n<ul>\n<li>\u4e0b\u8f7d\u6e90\u7801\uff1a<code>project\/android\/apps\/MnnLlmApp<\/code>\u3002<\/li>\n<li>\u4f7f\u7528 Android Studio \u6253\u5f00\u9879\u76ee\uff0c\u914d\u7f6e NDK \u8def\u5f84\uff0c\u70b9\u51fb Build &gt; Build APK\u3002<\/li>\n<li>\u5b89\u88c5 APK \u5230 Android \u8bbe\u5907\uff0c\u8bbe\u5907\u9700\u652f\u6301 Android 4.3 \u6216\u4ee5\u4e0a\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528 MNN \u8fdb\u884c\u6a21\u578b\u63a8\u7406<\/h3>\n<p>MNN \u7684\u6838\u5fc3\u529f\u80fd\u662f\u6a21\u578b\u63a8\u7406\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u6a21\u578b\u8f6c\u6362<\/strong><br \/>\nMNN \u652f\u6301 TensorFlow\u3001Caffe\u3001ONNX \u7b49\u6a21\u578b\u683c\u5f0f\u3002\u9700\u5c06\u6a21\u578b\u8f6c\u6362\u4e3a MNN \u683c\u5f0f\uff1a<\/p>\n<ul>\n<li>\u5047\u8bbe\u6709\u4e00\u4e2a TensorFlow \u6a21\u578b\u00a0<code>model.pb<\/code>\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a\n<pre><code>.\/MNNConvert -f TF --modelFile model.pb --MNNModel model.mnn --bizCode MNN\r\n<\/code><\/pre>\n<\/li>\n<li>\u8f6c\u6362\u540e\u7684\u00a0<code>model.mnn<\/code>\u00a0\u6587\u4ef6\u5373\u53ef\u7528\u4e8e\u63a8\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u52a0\u8f7d\u548c\u8fd0\u884c\u6a21\u578b<\/strong><br \/>\nMNN \u63d0\u4f9b C++ \u548c Python API \u7528\u4e8e\u63a8\u7406\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684 C++ \u793a\u4f8b\uff1a<\/p>\n<pre><code>#include &lt;MNN\/Interpreter.hpp&gt;\r\nint main() {\r\nauto mnnNet = MNN::Interpreter::createFromFile(\"model.mnn\");\r\nauto session = mnnNet-&gt;createSession();\r\n\/\/ \u8f93\u5165\u6570\u636e\r\nauto input = mnnNet-&gt;getSessionInput(session, nullptr);\r\n\/\/ \u8fd0\u884c\u63a8\u7406\r\nmnnNet-&gt;runSession(session);\r\n\/\/ \u83b7\u53d6\u8f93\u51fa\r\nauto output = mnnNet-&gt;getSessionOutput(session, nullptr);\r\nreturn 0;\r\n}\r\n<\/code><\/pre>\n<p>\u5f00\u53d1\u8005\u53ef\u53c2\u8003\u00a0<code>demo\/<\/code>\u00a0\u76ee\u5f55\u4e2d\u7684\u793a\u4f8b\u4ee3\u7801\u3002<\/li>\n<li><strong>\u4f7f\u7528 MNN-LLM<\/strong><br \/>\nMNN-LLM \u652f\u6301\u5728\u79fb\u52a8\u7aef\u8fd0\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982 Qwen\u3001Llama\uff09\u3002\u5b89\u88c5 MNN-LLM Android \u5e94\u7528\u540e\uff1a<\/p>\n<ul>\n<li>\u6253\u5f00\u5e94\u7528\uff0c\u6d4f\u89c8\u652f\u6301\u7684\u6a21\u578b\u5217\u8868\u3002<\/li>\n<li>\u70b9\u51fb\u4e0b\u8f7d\u6a21\u578b\uff08\u5982 Qwen-7B\uff09\uff0c\u6a21\u578b\u4f1a\u5b58\u50a8\u5728\u8bbe\u5907\u672c\u5730\u3002<\/li>\n<li>\u8f93\u5165\u6587\u672c\u63d0\u793a\uff0c\u5e94\u7528\u5c06\u8fd4\u56de\u751f\u6210\u7ed3\u679c\u3002<\/li>\n<li>\u652f\u6301\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u5982\u56fe\u50cf\u63cf\u8ff0\u6216\u97f3\u9891\u8f6c\u6587\u672c\uff0c\u64cd\u4f5c\u7c7b\u4f3c\uff0c\u4e0a\u4f20\u5bf9\u5e94\u6587\u4ef6\u5373\u53ef\u3002<br \/>\n\u5e94\u7528\u8fd0\u884c\u5b8c\u5168\u79bb\u7ebf\uff0c\u6570\u636e\u4e0d\u4e0a\u4f20\u81f3\u670d\u52a1\u5668\uff0c\u4fdd\u969c\u9690\u79c1\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f18\u5316\u6027\u80fd<\/strong>\n<ul>\n<li>\u4f7f\u7528\u00a0<code>FP16<\/code>\u00a0\u6216\u00a0<code>Int8<\/code>\u00a0\u91cf\u5316\u6a21\u578b\uff0c\u964d\u4f4e\u5185\u5b58\u5360\u7528\u3002<\/li>\n<li>\u542f\u7528 GPU \u52a0\u901f\uff08\u9700\u8bbe\u5907\u652f\u6301 Metal \u6216 Vulkan\uff09\u3002<\/li>\n<li>\u5bf9\u4e8e\u590d\u6742\u6a21\u578b\uff0c\u53ef\u901a\u8fc7\u00a0<code>MNN-Express<\/code>\u00a0\u4f18\u5316\u63a7\u5236\u6d41\u8ba1\u7b97\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528 MNN-CV \u8fdb\u884c\u56fe\u50cf\u5904\u7406<\/h3>\n<p>MNN-CV \u63d0\u4f9b\u8f7b\u91cf\u5316\u7684\u56fe\u50cf\u5904\u7406\u529f\u80fd\uff0c\u7c7b\u4f3c OpenCV\u3002\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<pre><code>#include &lt;MNN\/ImageProcess.hpp&gt;\r\nint main() {\r\nMNN::CV::ImageProcess::Config config;\r\nconfig.destFormat = MNN::CV::RGB;\r\nauto process = MNN::CV::ImageProcess::create(config);\r\n\/\/ \u52a0\u8f7d\u56fe\u50cf\r\nprocess-&gt;convert(imageData, width, height, 0, output);\r\nreturn 0;\r\n}\r\n<\/code><\/pre>\n<p>\u5f00\u53d1\u8005\u53ef\u53c2\u8003\u00a0<code>include\/MNN\/ImageProcess.hpp<\/code>\u00a0\u83b7\u53d6\u66f4\u591a\u529f\u80fd\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u79fb\u52a8\u7aef AI \u5e94\u7528<\/strong><br \/>\nMNN \u5728\u6dd8\u5b9d\u3001\u9489\u9489\u7b49\u5e94\u7528\u4e2d\u652f\u6301\u56fe\u50cf\u641c\u7d22\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u76f4\u64ad\u7279\u6548\u3002\u4f8b\u5982\uff0c\u6dd8\u5b9d\u4f7f\u7528 MNN \u8fdb\u884c\u5546\u54c1\u56fe\u50cf\u8bc6\u522b\uff0c\u7528\u6237\u4e0a\u4f20\u56fe\u7247\u5373\u53ef\u5feb\u901f\u627e\u5230\u76f8\u4f3c\u5546\u54c1\u3002<\/li>\n<li><strong>\u5d4c\u5165\u5f0f\u8bbe\u5907\u90e8\u7f72<\/strong><br \/>\nMNN \u652f\u6301 IoT \u8bbe\u5907\uff0c\u7528\u4e8e\u667a\u80fd\u5bb6\u5c45\u6216\u5de5\u4e1a\u573a\u666f\u3002\u4f8b\u5982\uff0c\u5728\u667a\u80fd\u6444\u50cf\u5934\u4e2d\u8fd0\u884c\u4eba\u8138\u68c0\u6d4b\u6a21\u578b\uff0c\u5355\u5e27\u5904\u7406\u4ec5\u9700 5 \u6beb\u79d2\u3002<\/li>\n<li><strong>\u672c\u5730\u5316\u8bed\u8a00\u6a21\u578b<\/strong><br \/>\nMNN-LLM \u5141\u8bb8\u7528\u6237\u5728\u624b\u673a\u4e0a\u8fd0\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u9002\u5408\u9690\u79c1\u654f\u611f\u573a\u666f\uff0c\u5982\u672c\u5730\u6587\u6863\u6458\u8981\u6216\u8bed\u97f3\u52a9\u624b\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u4efb\u52a1<\/strong><br \/>\nMNN-LLM Android \u5e94\u7528\u652f\u6301\u56fe\u50cf\u63cf\u8ff0\u3001\u97f3\u9891\u8f6c\u6587\u672c\u7b49\u529f\u80fd\uff0c\u9002\u7528\u4e8e\u5bb6\u5ead\u7ef4\u4fee\u3001\u8bed\u97f3\u7b14\u8bb0\u7b49\u573a\u666f\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>MNN \u652f\u6301\u54ea\u4e9b\u6a21\u578b\u683c\u5f0f\uff1f<\/strong><br \/>\nMNN \u652f\u6301 TensorFlow\u3001Caffe\u3001ONNX \u548c TorchScript \u683c\u5f0f\uff0c\u8986\u76d6 178 \u4e2a TensorFlow \u64cd\u4f5c\u3001158 \u4e2a ONNX \u64cd\u4f5c\u7b49\u3002<\/li>\n<li><strong>\u5982\u4f55\u5728\u4f4e\u7aef\u8bbe\u5907\u4e0a\u8fd0\u884c MNN\uff1f<\/strong><br \/>\n\u4f7f\u7528\u00a0<code>MNN_BUILD_MINI<\/code>\u00a0\u7f16\u8bd1\u9009\u9879\u51cf\u5c11\u5305\u5927\u5c0f\uff0c\u5e76\u542f\u7528\u00a0<code>Int8<\/code>\u00a0\u91cf\u5316\u964d\u4f4e\u5185\u5b58\u5360\u7528\u3002<\/li>\n<li><strong>MNN-LLM \u662f\u5426\u652f\u6301\u5916\u90e8\u6a21\u578b\uff1f<\/strong><br \/>\n\u5f53\u524d\u9700\u91cd\u65b0\u7f16\u8bd1\u5e94\u7528\u4ee5\u52a0\u8f7d\u5916\u90e8\u6a21\u578b\uff0c\u5b98\u65b9\u8ba1\u5212\u672a\u6765\u6539\u8fdb\u6a21\u578b\u5bfc\u5165\u65b9\u5f0f\u3002<\/li>\n<li><strong>MNN \u7684\u6027\u80fd\u5982\u4f55\uff1f<\/strong><br \/>\nMNN \u5728 MobileNet \u7b49\u6a21\u578b\u4e0a\u6bd4 TensorFlow Lite \u5feb 20% \u4ee5\u4e0a\uff0cMNN-LLM \u5728 Android \u4e0a\u63a8\u7406\u901f\u5ea6\u6bd4 <a href=\"https:\/\/www.kdjingpai.com\/llamacpp\/\">llama.cpp<\/a> \u5feb 8.6 \u500d\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>MNN \u662f\u963f\u91cc\u5df4\u5df4\u5f00\u6e90\u7684\u8f7b\u91cf\u7ea7\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u79fb\u52a8\u7aef\u548c\u5d4c\u5165\u5f0f\u8bbe\u5907\u7684\u6a21\u578b\u90e8\u7f72\u3002\u5b83\u652f\u6301\u9ad8\u6548\u7684\u6a21\u578b\u63a8\u7406\u548c\u8bad\u7ec3\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u963f\u91cc\u5df4\u5df4\u7684\u591a\u79cd\u4e1a\u52a1\u573a\u666f\uff0c\u5982\u6dd8\u5b9d\u3001\u9489\u9489\u548c\u4f18\u9177\u7b49\u3002MNN \u63d0\u4f9b\u8de8\u5e73\u53f0\u7684\u517c\u5bb9\u6027\uff0c\u652f\u6301 iOS\u3001Android \u4ee5\u53ca\u5d4c\u5165\u5f0f\u8bbe\u5907&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62350,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-31920","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/31920","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=31920"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/31920\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/62350"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=31920"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=31920"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=31920"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}