{"id":5401,"date":"2021-08-04T16:02:32","date_gmt":"2021-08-04T08:02:32","guid":{"rendered":"https:\/\/fastonetech.com\/blog\/?p=5401"},"modified":"2023-08-04T16:25:53","modified_gmt":"2023-08-04T08:25:53","slug":"wiki-tensorflow","status":"publish","type":"post","link":"https:\/\/fastonetech.com\/blog\/wiki-tensorflow\/","title":{"rendered":"Tensorflow"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

TensorFlow\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u7531Google\u5f00\u53d1\u5e76\u7ef4\u62a4\u3002 \u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5de5\u5177\u548c\u8d44\u6e90\uff0c\u7528\u4e8e\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u5404\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u7279\u522b\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002 TensorFlow\u7684\u540d\u5b57\u6e90\u81ea\"\u5f20\u91cf\"\uff08Tensors\uff09\u548c\"\u6d41\"\uff08Flow\uff09\uff0c\u5f20\u91cf\u662f\u591a\u7ef4\u6570\u7ec4\u7684\u6982\u5ff5\uff0c\u800c\u6d41\u5219\u8868\u793a\u6570\u636e\u5728\u56fe\uff08Graph\uff09\u4e2d\u6d41\u52a8\u7684\u8fc7\u7a0b\u3002 <\/p>\n\n\n\n

TensorFlow\u7684\u4e00\u4e9b\u4e3b\u8981\u7279\u70b9\u548c\u529f\u80fd\uff1a<\/strong><\/p>\n\n\n\n

  1. \u7075\u6d3b\u7684\u67b6\u6784\uff1a<\/strong> TensorFlow\u5141\u8bb8\u4f60\u6784\u5efa\u5404\u79cd\u7c7b\u578b\u7684\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5305\u62ec\u795e\u7ecf\u7f51\u7edc\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3001\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7b49\u3002 \u4f60\u53ef\u4ee5\u4f7f\u7528\u5176\u9ad8\u7ea7API\uff08\u4f8b\u5982Keras\uff09\u6765\u5feb\u901f\u521b\u5efa\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4f4e\u7ea7API\u6765\u5b9e\u73b0\u66f4\u7cbe\u7ec6\u7684\u63a7\u5236\u3002<\/li>
  2. \u81ea\u52a8\u5fae\u5206\uff1a<\/strong> TensorFlow\u63d0\u4f9b\u4e86\u81ea\u52a8\u5fae\u5206\u7684\u529f\u80fd\uff0c\u4f7f\u5f97\u68af\u5ea6\u8ba1\u7b97\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002 \u8fd9\u5bf9\u4e8e\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7b49\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002<\/li>
  3. \u5206\u5e03\u5f0f\u8ba1\u7b97\uff1a<\/strong> TensorFlow\u652f\u6301\u5206\u5e03\u5f0f\u8ba1\u7b97\uff0c\u53ef\u4ee5\u5728\u591a\u53f0\u673a\u5668\u4e0a\u5e76\u884c\u8bad\u7ec3\u6a21\u578b\uff0c\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/li>
  4. \u6a21\u578b\u90e8\u7f72\uff1a<\/strong> \u4e00\u65e6\u8bad\u7ec3\u5b8c\u6210\uff0cTensorFlow\u5141\u8bb8\u4f60\u5c06\u6a21\u578b\u90e8\u7f72\u5230\u5404\u79cd\u73af\u5883\u4e2d\uff0c\u5305\u62ec\u79fb\u52a8\u8bbe\u5907\u3001\u5d4c\u5165\u5f0f\u8bbe\u5907\u548c\u4e91\u670d\u52a1\u5668\u3002<\/li>
  5. \u793e\u533a\u652f\u6301\uff1a<\/strong> TensorFlow\u62e5\u6709\u5e9e\u5927\u7684\u5f00\u53d1\u8005\u793e\u533a\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6587\u6863\u3001\u6559\u7a0b\u548c\u793a\u4f8b\u4ee3\u7801\uff0c\u5e2e\u52a9\u65b0\u624b\u548c\u4e13\u4e1a\u4eba\u58eb\u66f4\u597d\u5730\u4f7f\u7528\u548c\u7406\u89e3\u6846\u67b6\u3002<\/li>
  6. TensorBoard\uff1a<\/strong> \u8fd9\u662fTensorFlow\u7684\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u7528\u4e8e\u76d1\u89c6\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6307\u6807\u548c\u6570\u636e\u6d41\u52a8\u60c5\u51b5\uff0c\u5e2e\u52a9\u4f60\u7406\u89e3\u6a21\u578b\u7684\u8868\u73b0\u548c\u6539\u8fdb\u8bad\u7ec3\u7b56\u7565\u3002<\/li><\/ol>\n\n\n\n

    TensorFlow\u5728\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u90fd\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u88ab\u7528\u4e8e\u5404\u79cd\u4efb\u52a1\uff0c\u5982\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u63a8\u8350\u7cfb\u7edf\u7b49\u3002 \u65e0\u8bba\u4f60\u662f\u521d\u5b66\u8005\u8fd8\u662f\u4e13\u4e1a\u4eba\u58eb\uff0cTensorFlow\u90fd\u4e3a\u4f60\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u6765\u63a2\u7d22\u548c\u5e94\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u3002<\/p>\n\n\n\n

    \u5982\u4f55\u5b89\u88c5 TensorFlow?<\/strong>
    <\/p>\n\n\n\n

    \u5b89\u88c5 Python<\/strong>\uff1aTensorFlow \u662f\u4e00\u4e2a Python \u5e93\uff0c\u6240\u4ee5\u9996\u5148\u60a8\u9700\u8981\u5728\u60a8\u7684\u8ba1\u7b97\u673a\u4e0a\u5b89\u88c5 Python\u3002 \u60a8\u53ef\u4ee5\u4ece Python \u5b98\u65b9\u7f51\u7ad9\uff08https:\/\/www.python.org\/downloads\/\uff09\u4e0b\u8f7d\u6700\u65b0\u7248\u672c\u7684<\/a> Python\u3002<\/p>\n\n\n\n

    \u521b\u5efa\u865a\u62df\u73af\u5883\uff08\u53ef\u9009\uff09<\/strong>\uff1a\u4e3a\u4e86\u9694\u79bb TensorFlow \u5b89\u88c5\u4e0e\u5176\u4ed6\u9879\u76ee\uff0c\u5efa\u8bae\u60a8\u5728\u5b89\u88c5\u4e4b\u524d\u521b\u5efa\u4e00\u4e2a\u865a\u62df\u73af\u5883\u3002 \u60a8\u53ef\u4ee5\u4f7f\u7528 Python \u7684\u5185\u7f6e\u6a21\u5757 \u6765\u521b\u5efa\u865a\u62df\u73af\u5883\u3002 \u6253\u5f00\u547d\u4ee4\u884c\u6216\u7ec8\u7aef\uff0c\u7136\u540e\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a\"venv\"<\/code><\/p>\n\n\n\n

    \"\"<\/figure><\/div>\n\n\n\n

    \u5b89\u88c5TensorFlow<\/strong>\uff1a\u5728\u865a\u62df\u73af\u5883\u6fc0\u6d3b\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5 TensorFlow\u3002 \u6839\u636e\u60a8\u7684\u9700\u6c42\u548c\u7cfb\u7edf\uff0c\u53ef\u4ee5\u9009\u62e9\u5b89\u88c5\u4e0d\u540c\u7248\u672c\u7684 TensorFlow\uff08\u4f8b\u5982 TensorFlow CPU \u7248\u672c\u6216 TensorFlow GPU \u7248\u672c\uff09\u3002<\/p>\n\n\n\n

    \"\"<\/figure><\/div>\n\n\n\n

    \n\n\u8fd9\u5c06\u81ea\u52a8\u4e0b\u8f7d\u5e76\u5b89\u88c5\u9002\u7528\u4e8e\u60a8\u7684\u7cfb\u7edf\u7684 TensorFlow \u7248\u672c\u3002\n\n<\/p>\n\n\n\n

    \u9a8c\u8bc1\u5b89\u88c5<\/strong>\uff1a\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u60a8\u53ef\u4ee5\u5728 Python \u89e3\u91ca\u5668\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u4ee3\u7801\u6765\u9a8c\u8bc1 TensorFlow \u662f\u5426\u5df2
    \u6210\u529f\u5b89\u88c5\uff1a<\/p>\n\n\n\n

    \"\"<\/figure><\/div>\n\n\n\n

    \u4ee5\u4e0a\u5c31\u662f\u5728\u60a8\u7684\u7cfb\u7edf\u4e0a\u5b89\u88c5 TensorFlow \u7684\u57fa\u672c\u6b65\u9aa4\u3002 \u8bf7\u6ce8\u610f\uff0c\u8fd9\u53ea\u662f\u4e00\u4e2a\u7b80\u8981\u7684\u6307\u5357\uff0c\u5b9e\u9645\u64cd\u4f5c\u53ef\u80fd\u56e0\u64cd\u4f5c\u7cfb\u7edf\u3001Python \u7248\u672c\u548c\u5176\u4ed6\u56e0\u7d20\u800c\u6709\u6240\u4e0d\u540c\u3002 \u5982\u679c\u60a8\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u9047\u5230\u95ee\u9898\uff0c\u53ef\u4ee5\u67e5\u9605 TensorFlow \u5b98\u65b9\u6587\u6863\u6216\u793e\u533a\u8bba\u575b\u4ee5\u83b7\u53d6\u66f4\u8be6\u7ec6\u7684\u5e2e\u52a9\u3002<\/p>\n\n\n\n

    Tensorflow\u548cpytorch\u54ea\u4e2a\u597d <\/strong><\/p>\n\n\n\n

    TensorFlow \u548c PyTorch \u90fd\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e2d\u6d41\u884c\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u5404\u81ea\u6709\u5176\u4f18\u70b9\u548c\u9002\u7528\u573a\u666f\u3002 \u9009\u62e9\u4f7f\u7528\u54ea\u4e2a\u6846\u67b6\u53d6\u51b3\u4e8e\u60a8\u7684\u9700\u6c42\u3001\u4e2a\u4eba\u504f\u597d\u548c\u9879\u76ee\u7279\u70b9\u3002 \u4ee5\u4e0b\u662f\u4e00\u4e9b\u6bd4\u8f83\uff1a<\/p>\n\n\n\n

    TensorFlow\uff1a<\/strong><\/p>\n\n\n\n

    1. \u5e7f\u6cdb\u7684\u652f\u6301\u548c\u793e\u533a\uff1a<\/strong> TensorFlow \u662f\u7531 Google \u5f00\u53d1\u548c\u7ef4\u62a4\u7684\uff0c\u62e5\u6709\u5e9e\u5927\u7684\u7528\u6237\u548c\u5f00\u53d1\u8005\u793e\u533a\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6587\u6863\u3001\u6559\u7a0b\u548c\u8d44\u6e90\u3002<\/li>
    2. \u53ef\u90e8\u7f72\u6027\uff1a<\/strong> TensorFlow \u63d0\u4f9b\u4e86\u8bb8\u591a\u90e8\u7f72\u9009\u9879\uff0c\u5305\u62ec TensorFlow Lite\uff08\u79fb\u52a8\u8bbe\u5907\u548c\u5d4c\u5165\u5f0f\u8bbe\u5907\uff09\u3001TensorFlow.js\uff08Web \u5e94\u7528\u7a0b\u5e8f\uff09\u548c TensorFlow Serving\uff08\u7528\u4e8e\u751f\u4ea7\u90e8\u7f72\uff09\u7b49\u3002<\/li>
    3. \u9ad8\u6027\u80fd\u8ba1\u7b97\uff1a<\/strong> TensorFlow \u6709\u9488\u5bf9\u5404\u79cd\u786c\u4ef6\u52a0\u901f\u7684\u652f\u6301\uff0c\u5305\u62ec CPU\u3001GPU \u548c TPU\uff08Tensor Processing Unit\uff09\u3002<\/li>
    4. \u9759\u6001\u8ba1\u7b97\u56fe\uff1a<\/strong> TensorFlow \u4ee5\u9759\u6001\u8ba1\u7b97\u56fe\u4e3a\u57fa\u7840\uff0c\u8fd9\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u53ef\u4ee5\u4f18\u5316\u8ba1\u7b97\u6027\u80fd\u3002<\/li><\/ol>\n\n\n\n

      PyTorch\uff1a<\/strong><\/p>\n\n\n\n

      1. \u52a8\u6001\u8ba1\u7b97\u56fe\uff1a<\/strong> PyTorch \u4f7f\u7528\u52a8\u6001\u8ba1\u7b97\u56fe\uff0c\u4f7f\u5f97\u6a21\u578b\u6784\u5efa\u548c\u8c03\u8bd5\u66f4\u52a0\u76f4\u89c2\u548c\u7075\u6d3b\u3002 \u8fd9\u5bf9\u4e8e\u7814\u7a76\u4eba\u5458\u548c\u521d\u5b66\u8005\u6765\u8bf4\u53ef\u80fd\u66f4\u5bb9\u6613\u4e0a\u624b\u3002<\/li>
      2. \u6613\u4e8e\u8c03\u8bd5\uff1a<\/strong> \u7531\u4e8e\u52a8\u6001\u8ba1\u7b97\u56fe\u7684\u7279\u6027\uff0cPyTorch \u66f4\u5bb9\u6613\u8fdb\u884c\u6a21\u578b\u8c03\u8bd5\u548c\u53ef\u89c6\u5316\u3002<\/li>
      3. Pythonic \u98ce\u683c\uff1a<\/strong> PyTorch \u7684 API \u66f4\u52a0 Pythonic\uff0c\u4ee3\u7801\u770b\u8d77\u6765\u66f4\u81ea\u7136\u3002<\/li>
      4. \u9002\u5408\u7814\u7a76\uff1a<\/strong> PyTorch \u5728\u5b66\u672f\u754c\u548c\u7814\u7a76\u9886\u57df\u975e\u5e38\u53d7\u6b22\u8fce\uff0c\u56e0\u4e3a\u5176\u7075\u6d3b\u6027\u548c\u6613\u7528\u6027\u3002<\/li><\/ol>\n\n\n\n

        \u9009\u62e9\u54ea\u4e2a\u6846\u67b6\u53d6\u51b3\u4e8e\u60a8\u7684\u5177\u4f53\u9700\u6c42\u3002 \u5982\u679c\u60a8\u5e0c\u671b\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u8fdb\u884c\u5927\u89c4\u6a21\u90e8\u7f72\uff0cTensorFlow \u53ef\u80fd\u662f\u4e00\u4e2a\u66f4\u597d\u7684\u9009\u62e9\u3002 \u5982\u679c\u60a8\u66f4\u5173\u6ce8\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\u3001\u8c03\u8bd5\u548c\u5b66\u672f\u7814\u7a76\uff0cPyTorch \u53ef\u80fd\u66f4\u9002\u5408\u60a8\u3002 \u5b9e\u9645\u4e0a\uff0c\u8bb8\u591a\u4eba\u5728\u4e0d\u540c\u9879\u76ee\u4e2d\u540c\u65f6\u4f7f\u7528\u8fd9\u4e24\u4e2a\u6846\u67b6\uff0c\u4ee5\u4fbf\u6839\u636e\u9700\u6c42\u7075\u6d3b\u9009\u62e9\u3002<\/p>\n\n\n\n

        Tensorflow gpu \u5982\u4f55\u6d4b\u8bd5 <\/strong><\/p>\n\n\n\n

        \u8981\u6d4b\u8bd5 TensorFlow \u662f\u5426\u6b63\u786e\u914d\u7f6e\u4e86 GPU \u652f\u6301\uff0c\u60a8\u53ef\u4ee5\u5c1d\u8bd5\u8fd0\u884c\u4e00\u4e2a\u7b80\u5355\u7684 GPU \u8ba1\u7b97\u4efb\u52a1\u5e76\u89c2\u5bdf\u5176\u6027\u80fd\u3002 \u4ee5\u4e0b\u662f\u4e00\u4e2a\u6d4b\u8bd5 TensorFlow GPU \u7684\u7b80\u5355\u6b65\u9aa4\uff1a<\/p>\n\n\n\n

        \u5b89\u88c5 TensorFlow GPU \u7248\u672c<\/strong>\uff1a\u9996\u5148\uff0c\u786e\u4fdd\u60a8\u5df2\u7ecf\u5b89\u88c5\u4e86\u9002\u7528\u4e8e GPU \u7684 TensorFlow \u7248\u672c\u3002 \u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5 TensorFlow GPU \u7248\u672c\uff08\u5982\u679c\u60a8\u5c1a\u672a\u5b89\u88c5\uff09\uff1a <\/p>\n\n\n\n

        \"\"<\/figure>\n\n\n\n

        <\/p>\n\n\n\n

        \u7f16\u5199\u6d4b\u8bd5\u811a\u672c<\/strong>\uff1a\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 Python \u811a\u672c\uff0c\u4f7f\u7528 TensorFlow \u6765\u6267\u884c\u4e00\u4e2a GPU \u8ba1\u7b97\u4efb\u52a1\u3002 \u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\u811a\u672c\uff0c\u5c06\u5bf9\u4e24\u4e2a\u968f\u673a\u751f\u6210\u7684\u5927\u77e9\u9635\u8fdb\u884c\u77e9\u9635\u76f8\u4e58\uff0c\u4ee5\u6d4b\u8bd5 GPU \u6027\u80fd\uff1a \n\n<\/p>\n\n\n\n

        \"\"<\/figure>\n\n\n\n

        \u8fd0\u884c\u6d4b\u8bd5\u811a\u672c<\/strong>\uff1a\u5728\u547d\u4ee4\u884c\u6216\u7ec8\u7aef\u4e2d\u8fd0\u884c\u60a8\u7f16\u5199\u7684\u6d4b\u8bd5\u811a\u672c\uff1a <\/p>\n\n\n\n

        \"\"<\/figure>\n\n\n\n


        \u89c2\u5bdf\u8f93\u51fa<\/strong>\uff1a\u811a\u672c\u4f1a\u8f93\u51fa\u77e9\u9635\u76f8\u4e58\u6240\u82b1\u8d39\u7684\u65f6\u95f4\u4ee5\u53ca\u7ed3\u679c\u7684\u4e00\u90e8\u5206\u5185\u5bb9\u3002 \u5982\u679c\u60a8\u7684 GPU \u6b63\u786e\u914d\u7f6e\u5e76\u4e14 TensorFlow \u6b63\u5728\u4f7f\u7528 GPU \u8fdb\u884c\u8ba1\u7b97\uff0c\u90a3\u4e48\u8ba1\u7b97\u65f6\u95f4\u5e94\u8be5\u76f8\u5bf9\u8f83\u77ed\u3002 <\/p>\n\n\n\n

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        <\/p>\n\n\n\n

        - END -<\/strong><\/p>\n\n\n\n

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        \"\"<\/figure>\n\n\n\n

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        \"\"<\/figure>\n\n\n\n

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        Ansys\u6700\u65b0CAE\u8c03\u7814\u62a5\u544a\u627e\u5230\u963b\u788d\u4eff\u771f\u6548\u7387\u63d0\u5347\u7684\u201c\u5143\u51f6\u201d<\/strong><\/a>
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        \u5e2e\u52a9CXO\u89e3\u60d1\u4e0a\u4e91\u6210\u672c\u7684\u8ff7\u601d\uff0c\u770b\u8fd9\u7bc7\u5c31\u591f\u4e86<\/a><\/strong>
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        \"\"<\/figure>\n","protected":false},"excerpt":{"rendered":"TensorFlow\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u7531Google\u5f00\u53d1\u5e76\u7ef4\u62a4\u3002 \u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5de5\u5177\u548c\u8d44\u6e90\uff0c\u7528\u4e8e\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u5404 …","protected":false},"author":1,"featured_media":5412,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[5],"tags":[343,345,344],"class_list":["post-5401","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-wiki","tag-tensorflow","tag-tensorflow-gpu"],"_links":{"self":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts\/5401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/comments?post=5401"}],"version-history":[{"count":0,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts\/5401\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/media\/5412"}],"wp:attachment":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/media?parent=5401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/categories?post=5401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/tags?post=5401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}