{"id":1197,"date":"2023-04-15T14:01:55","date_gmt":"2023-04-15T06:01:55","guid":{"rendered":"http:\/\/www.wayln.com\/?p=1197"},"modified":"2023-04-16T11:28:31","modified_gmt":"2023-04-16T03:28:31","slug":"tensorflow-%e6%95%b0%e6%8d%ae%e7%b1%bb%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.wayln.com\/?p=1197","title":{"rendered":"TensorFlow \u6570\u636e\u7c7b\u578b"},"content":{"rendered":"<div id=\"toc_container\" class=\"toc_transparent no_bullets\"><p class=\"toc_title\">Contents<\/p><ul class=\"toc_list\"><li><a href=\"#Tensorflow\"><span class=\"toc_number toc_depth_1\">1<\/span> Tensorflow\u4e2d\u7684\u57fa\u672c\u6570\u636e\u7c7b\u578b\u6709\u6570\u503c\u7c7b\u578b\u3001\u5b57\u7b26\u4e32\u7c7b\u578b\u548c\u5e03\u5c14\u7c7b\u578b<\/a><\/li><li><a href=\"#i\"><span class=\"toc_number toc_depth_1\">2<\/span> \u5177\u4f53\u6570\u636e\u7c7b\u578b<\/a><\/li><li><a href=\"#i-2\"><span class=\"toc_number toc_depth_1\">3<\/span> \u5f20\u91cf\u8be6\u89e3<\/a><ul><li><a href=\"#i-3\"><span class=\"toc_number toc_depth_2\">3.1<\/span> \u7c7b\u578b\u8f6c\u6362<\/a><\/li><\/ul><\/li><li><a href=\"#i-4\"><span class=\"toc_number toc_depth_1\">4<\/span> \u5e38\u91cf\u4e0e\u53d8\u91cf<\/a><\/li><li><a href=\"#i-5\"><span class=\"toc_number toc_depth_1\">5<\/span> \u672c\u5730\u6587\u4ef6\uff08\u56fe\u50cf\uff09\u8bfb\u53d6<\/a><\/li><li><a href=\"#i-6\"><span class=\"toc_number toc_depth_1\">6<\/span> \u57fa\u672c\u5f20\u91cf\u64cd\u4f5c<\/a><\/li><li><a href=\"#i-7\"><span class=\"toc_number toc_depth_1\">7<\/span> \u7ef4\u5ea6\u53d8\u6362<\/a><\/li><li><a href=\"#i-8\"><span class=\"toc_number toc_depth_1\">8<\/span> \u5408\u5e76\u5206\u5272<\/a><\/li><li><a href=\"#_Broadcasting\"><span class=\"toc_number toc_depth_1\">9<\/span> \u5e7f\u64ad\u673a\u5236\uff08\u81ea\u52a8\u6269\u5c55\u673a\u5236\uff09 Broadcasting<\/a><\/li><\/ul><\/div>\n\n<h1><span id=\"Tensorflow\">Tensorflow\u4e2d\u7684\u57fa\u672c\u6570\u636e\u7c7b\u578b\u6709\u6570\u503c\u7c7b\u578b\u3001\u5b57\u7b26\u4e32\u7c7b\u578b\u548c\u5e03\u5c14\u7c7b\u578b<\/span><\/h1>\n<ol>\n<li>\u6570\u503c\u7c7b\u578b<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var x=Tensorflow.Binding.tf.Variable(10,name:\"x\");\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u5b57\u7b26\u4e32\u7c7b\u578b<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var mammal1=Tensorflow.Binding.tf.Variable(\"Elephant\",name:\"var1\",dtype:tf.@string)\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u5e03\u5c14\u7c7b\u578b<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var bo=Tensorflow.Binding.tf.Variable(true)\n<\/code><\/pre>\n<h1><span id=\"i\">\u5177\u4f53\u6570\u636e\u7c7b\u578b<\/span><\/h1>\n<pre><code class=\"language-Charp line-numbers\">public TF_DataType byte8=TF_DataType.TF_UINT8;\npublic TF_DataType int8=TF_DataType.TF_INT8;\npublic TF_DataType int16=TF_DataType.TF_INT16;\npublic TF_DataType int32=TF_DataType.TF_INT32;\npublic TF_DataType int64=TF_DataType.TF_INT64;\npublic TF_DataType float16=TF_DataType.TF_HALF;\npublic TF_DataType float32=TF_DataType.TF_FLOAT;\npublic TF_DataType float64=TF_DataType.TF_DOUBLE;\npublic TF_DataType @bool=TF_DataType.TF_BOOL;\npublic TF_DataType chars=TF_DataType.TF_STRING;\npublic TF_DataType @string=TF_DataType.TF_STRING;\n<\/code><\/pre>\n<h1><span id=\"i-2\">\u5f20\u91cf\u8be6\u89e3<\/span><\/h1>\n<p>TensorFlow\u4e2d\u6570\u636e\u7684\u57fa\u672c\u5355\u4f4d\u4e3a\u5f20\u91cf\uff08Tensor\uff09\u3002\u53ef\u4ee5\u4f7f\u7528\u5f20\u91cf\u8868\u793a\u6807\u91cf\u3001\u5411\u91cf\u3001\u77e9\u9635<br \/>\n\u5f20\u91cf\u7684\u4e3b\u8981\u7279\u5f81\u4e3a\u5f62\u72b6\u3001\u7c7b\u578b\u548c\u503c\uff0c\u901a\u8fc7\u5f20\u91cf\u5c5e\u6027sharp\uff0cdtype\u548c\u65b9\u6cd5numpy\uff08\uff09\u6765\u83b7\u53d6<\/p>\n<h2><span id=\"i-3\">\u7c7b\u578b\u8f6c\u6362<\/span><\/h2>\n<p>\u53ef\u4ee5\u5feb\u901f\u5bf9\u96f6\u7ef4\u5f20\u91cf\u8fdb\u884c\u7c7b\u578b\u8f6c\u6362\uff0c\u901a\u8fc7\u5728\u53d8\u91cf\u524d\u52a0\uff08type\uff09\u8fdb\u884c\u5f3a\u5236\u7c7b\u578b\u8f6c\u6362<\/p>\n<h1><span id=\"i-4\">\u5e38\u91cf\u4e0e\u53d8\u91cf<\/span><\/h1>\n<p>\u4ece\u884c\u4e3a\u7279\u5f81\u6765\u770b\uff0c\u6709\u5e38\u91cfconstant\u548c\u53d8\u91cfVariable\u4e24\u79cd\u7c7b\u578b\u7684\u5f20\u91cf<\/p>\n<h1><span id=\"i-5\">\u672c\u5730\u6587\u4ef6\uff08\u56fe\u50cf\uff09\u8bfb\u53d6<\/span><\/h1>\n<p>\u53ef\u4ee5\u901a\u8fc7tf.io.read_file()\u65b9\u6cd5\u4ece\u672c\u5730\u8bfb\u53d6\u6587\u4ef6\uff08\u56fe\u50cf\uff09<\/p>\n<h1><span id=\"i-6\">\u57fa\u672c\u5f20\u91cf\u64cd\u4f5c<\/span><\/h1>\n<p>\u5f20\u91cf\u662f\u5e38\u7528\u7684\u6570\u636e\u7ed3\u6784\uff0c\u53ef\u4ee5\u8fdb\u884c\u5f20\u91cf\u7684\u521b\u5efa\u3001\u7d22\u5f15\u548c\u4fee\u6539\u7b49<\/p>\n<ol>\n<li>tf.cast\u6539\u53d8\u5f20\u91cf\u7684\u6570\u636e\u7c7b\u578b<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var h=tf.constant(new[]{123,456},dtype:tf.int32);\nvar f=tf.cast(h,tf.float32)\n<\/code><\/pre>\n<ol start=\"2\">\n<li>tf.range\u521b\u5efa\u533a\u95f4\u5f20\u91cf\u503c<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var b=tf.range(1,10,delta:2);\n<\/code><\/pre>\n<ol start=\"3\">\n<li>tf.zeros\/tf.ones\u521b\u5efa0\u503c\u548c1\u503c<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var zeros=tf.zeros((3,4));\nvar ones=tf.ones((4,5));\nvar filled =tf.fill((2,3),6);\n<\/code><\/pre>\n<ol start=\"4\">\n<li>tf.random\u751f\u6210\u968f\u673a\u5206\u5e03\u5f20\u91cf<br \/>\ntf.random.normal\u7528\u4e8e\u968f\u673a\u751f\u6210\u6b63\u6001\u5206\u5e03\u7684\u5f20\u91cf\uff0ctf.random.truncated_normal\u7528\u4e8e\u968f\u673a\u751f\u6210\u6b63\u6001\u5206\u5e03\u7684\u5f20\u91cf\uff0c\u5e76\u5254\u96642\u500d\u65b9\u5dee\u610f\u5916\u7684\u6570\u636e<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var normal1=tf.random.normal((3,4),mean:100,stddev:10.2f);\nvar normal2=tf.random.truncated_normal((3,4),mean:100,stddev:10.2f);\n<\/code><\/pre>\n<ol start=\"5\">\n<li>\u7d22\u5f15\u5207\u7247<br \/>\n\u53ef\u4ee5\u901a\u8fc7\u5f20\u91cf\u7d22\u5f15\u6765\u8bfb\u53d6\u5143\u7d20\uff0c\u5bf9\u4e8e\u53d8\u91cf\uff0c\u53ef\u4ee5\u901a\u8fc7\u7d22\u5f15\u5bf9\u90e8\u5206\u5143\u7d20\u8fdb\u884c\u4fee\u6539<\/li>\n<\/ol>\n<pre><code class=\"language-CSharp line-numbers\">var t=tf.fill(new[2,3],5);\nprint(t[-1])\uff1b\/\/\u53d6\u6700\u540e\u4e00\u884c\nprint(t[1,3]);\/\/\u53d6\u7b2c\u4e00\u884c\u7b2c\u4e09\u5217\nprint(t[1][3]);\/\/\u53d6\u7b2c\u4e00\u884c\u7b2c\u4e09\u5217\n\/\/\u6839\u636e\u7d22\u5f15\u4ece\u5750\u6807\u8f74\u53d6\u5207\u7247\nvar gathered=tf.gather(t,tf.constant(2));\n\n\/\/\u6839\u636e\u6761\u4ef6\u53d6x\u6216y\u503c\nvar filtered=tf.where(tf.constant(new[]{true,true,true,false,false,false}),t,t+1);\n\n\/\/\u53d6\u7b2c\u4e00\u884c\u81f3\u6700\u540e\u4e00\u884c\uff0c\u7b2c0\u5217\u81f3\u6700\u540e\u4e00\u5217\uff0c\u6bcf\u96942\u5217\u53d61\u5217\nvar s=t[new Slice(1,6),new Slice(0,5,2)];\nvar s=t[new Slice(1),new Slice(step:2)];\n\n<\/code><\/pre>\n<ol start=\"6\">\n<li>\u5f20\u91cf\u6bd4\u8f83<br \/>\ntf.equal\u53ef\u4ee5\u6bd4\u8f83\u4e24\u4e2a\u5f20\u91cf\u662f\u5426\u76f8\u540c\uff1bToScalar\u53ef\u4ee5\u83b7\u53d6\u5e03\u5c14\u6807\u91cf\u503c<\/li>\n<\/ol>\n<h1><span id=\"i-7\">\u7ef4\u5ea6\u53d8\u6362<\/span><\/h1>\n<p>\u5f20\u91cf\u7ef4\u5ea6\u53d8\u6362\u64cd\u4f5c\u4e3b\u8981\u662f\u6307\u6539\u53d8\u5f20\u91cf\u7684\u5f62\u72b6\uff0c\u4e3b\u8981\u65b9\u6cd5\u6709tf.resharp,tf.squeeze,tf.expand_dim\u548ctf.transpose<br \/>\n1. tf.resharp\u6539\u53d8\u5f20\u91cf\u7684\u5f62\u72b6<br \/>\n\u8be5\u64cd\u4f5c\u4e0d\u4f1a\u6539\u53d8\u5f20\u91cf\u5728\u5185\u5b58\u4e2d\u7684\u5b58\u50a8\u987a\u5e8f\u3002\u5e76\u4e14\u901f\u5ea6\u5feb\uff0c\u64cd\u4f5c\u53ef\u9006<br \/>\n2. tf.squeeze\u7ef4\u5ea6\u538b\u7f29\u7b80\u5316<br \/>\n\u53ef\u4ee5\u6d88\u9664\u5f20\u91cf\u4e2d\u7684\u5355\u4e2a\u5143\u7d20\u7684\u7ef4\u5ea6\u3002\u8be5\u64cd\u4f5c\u4e0d\u4f1a\u6539\u53d8\u5f20\u91cf\u5728\u5185\u5b58\u4e2d\u7684\u5b58\u50a8\u987a\u5e8f<br \/>\n3. tf.expand_dims\u589e\u52a0\u7ef4\u5ea6<br \/>\n\u5f80\u6307\u5b9a\u7684\u7ef4\u5ea6\u4e2d\u63d2\u5165\u957f\u5ea6\u4e3a1\u7684\u7ef4\u5ea6<\/p>\n<pre><code class=\"language-CSharp line-numbers\">var a=tf.constant(new[,]{{1,2,3},{4,5,6}});\n\/\/\u5f800\u7ef4\u4e2d\u63d2\u5165\u957f\u5ea6\u4e3a1\u7684\u7ef4\u5ea6\nvar b=tf.expand_dims(a,0);\n<\/code><\/pre>\n<ol start=\"4\">\n<li>tf.tramspose\u7ef4\u5ea6\u4ea4\u6362<br \/>\n\u4ed6\u4f1a\u6539\u53d8\u5f20\u91cf\u5728\u5185\u5b58\u4e2d\u7684\u5b58\u50a8\u987a\u5e8f<\/li>\n<\/ol>\n<h1><span id=\"i-8\">\u5408\u5e76\u5206\u5272<\/span><\/h1>\n<p>\u5408\u5e76\u6709\u4e24\u79cd\u65b9\u5f0f\uff1atf.concat\u53ef\u4ee5\u8fde\u63a5\u4e0d\u901a\u7684\u5f20\u91cf\uff0c\u5728\u540c\u4e00\u8bbe\u5b9a\u7684\u7ef4\u5ea6\u8fdb\u884c\uff0c\u4e0d\u4f1a\u589e\u52a0\u7ef4\u5ea6\uff1btf.stack\u91c7\u7528\u7ef4\u5ea6\u5806\u53e0\u7684\u65b9\u5f0f\uff0c\u4f1a\u589e\u52a0\u7ef4\u5ea6<br \/>\n1. tf.concat<\/p>\n<pre><code class=\"language-CSharp line-numbers\">var a=tf.constant(new[,]{{1,2},{3,4}});\nvar b=tf.constant(new[,]{{5,6},{7,8}});\nvar c=tf.constant(new[,]{{9,10},{11,12}});\nvar concatValue1=tf.concat(new[]{a,b,c},axis:0);\nvar concatValue2=tf.concat(new[]{a,b,c},axis:-1);\n<\/code><\/pre>\n<ol start=\"2\">\n<li>tf.stack<br \/>\ntf.stack\u5728\u6307\u5b9a\u7684\u7ef4\u5ea6\u4e0a\u521b\u5efa\u4e86\u65b0\u7684\u7ef4\u5ea6\uff0c\u5e76\u5c06\u8f93\u5165\u5f20\u91cf\u5728\u65b0\u7ef4\u5ea6\u4e0a\u8fdb\u884c\u5806\u53e0\u64cd\u4f5c<\/p>\n<\/li>\n<li>\n<p>tf.split<br \/>\n\u53ef\u4ee5\u5c06\u5f20\u91cf\u6839\u636e\u7ef4\u6570\u5206\u5272<\/p>\n<\/li>\n<\/ol>\n<h1><span id=\"_Broadcasting\">\u5e7f\u64ad\u673a\u5236\uff08\u81ea\u52a8\u6269\u5c55\u673a\u5236\uff09 Broadcasting<\/span><\/h1>\n<p>\u5e7f\u64ad\u662f\u4e00\u79cd\u5341\u5206\u8f7b\u91cf\u7684\u5f20\u91cf\u590d\u5236\u64cd\u4f5c\uff0c\u53ea\u4f1a\u5728\u903b\u8f91\u4e0a\u6269\u5c55\u5f20\u91cf\u7684\u5f62\u72b6\uff0c\u800c\u4e0d\u4f1a\u76f4\u63a5\u6267\u884c\u5b9e\u9645\u5b58\u50a8I\/0\u7684\u8d4b\u503c\u64cd\u4f5c\u3002\u7ecf\u8fc7\u5e7f\u64ad\u540e\u7684\u5f20\u91cf\u5728\u89c6\u56fe\u4e0a\u4f1a\u4f53\u73b0\u51fa\u590d\u5236\u540e\u7684\u5f62\u72b6\u3002<br \/>\n\u5e7f\u64ad\u673a\u5236\u548ctf.tile\u590d\u5236\u6570\u636e\u7684\u6700\u7ec8\u5b9e\u73b0\u6548\u679c\u76f8\u540c\uff0c\u4f46\u662f\u5e7f\u64ad\u673a\u5236\u8282\u7701\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\u5e76\u81ea\u52a8\u4f18\u5316\u4e86\u8fd0\u7b97\u901f\u5ea6\u3002<br \/>\n\u4f46\u662f\u5e7f\u64ad\u673a\u5236\u5e76\u4e0d\u662f\u4efb\u4f55\u573a\u5408\u90fd\u9002\u7528<br \/>\n1. \u5982\u679c\u5f20\u91cf\u7684\u7ef4\u5ea6\u4e0d\u540c\uff0c\u5219\u5bf9\u7ef4\u5ea6\u8f83\u5c0f\u7684\u5f20\u91cf\u5de6\u4fa7\u8865\u9f50\u8fdb\u884c\u6269\u5c55\uff0c\u77e5\u9053\u4e24\u4e2a\u5f20\u91cf\u7684\u7ef4\u5ea6\u76f8\u540c<br \/>\n2. \u5982\u679c\u4e24\u4e2a\u5f20\u91cf\u5728\u67d0\u4e2a\u7ef4\u5ea6\u4e0a\u7684\u957f\u5ea6\u662f\u76f8\u540c\u7684\uff0c\u6216\u8005\u5176\u4e2d\u4e00\u4e2a\u5f20\u91cf\u5728\u8be5\u7ef4\u5ea6\u4e0a\u7684\u957f\u5ea6\u4e3a1\uff0c\u5219\u6211\u4eec\u8bf4\u8fd9\u4e24\u4e2a\u5f20\u91cf\u5728\u8be5\u7ef4\u5ea6\u4e0a\u662f\u76f8\u5bb9\u7684<br \/>\n3. \u5982\u679c\u4e24\u4e2a\u5f20\u91cf\u5728\u6240\u6709\u7ef4\u5ea6\u4e0a\u6216\u901a\u8fc7\u4e0a\u8ff0\uff081\uff09\u7684\u8fc7\u7a0b\u6269\u5c55\u540e\u90fd\u662f\u76f8\u5bb9\u7684\uff0c\u5219\u4ed6\u4eec\u80fd\u4f7f\u7528\u5e7f\u64ad\u673a\u5236<br \/>\n4. \u5e7f\u64ad\u4e4b\u540e\uff0c\u6bcf\u4e2a\u7ef4\u5ea6\u7684\u957f\u5ea6\u53d6\u4e24\u4e2a\u5f20\u91cf\u5728\u8be5\u7ef4\u5ea6\u957f\u5ea6\u4e0a\u7684\u8f83\u5927\u503c<br \/>\n5. \u5728\u4efb\u4f55\u4e00\u4e2a\u7ef4\u5ea6\u4e0a\uff0c\u5982\u679c\u4e00\u4e2a\u5f20\u91cf\u7684\u957f\u5ea6\u4e3a1\uff0c\u53e6\u4e00\u4e2a\u5f20\u91cf\u7684\u957f\u5ea6\u5927\u4e8e1\uff0c\u90a3\u4e48\u5728\u8be5\u7ef4\u5ea6\u4e0a\uff0c\u5c31\u597d\u50cf\u5bf9\u6bcf\u4e00\u4e2a\u5f20\u91cf\u8fdb\u884c\u4e86\u590d\u5236\u3002<br \/>\n<a class=\"wp-editor-md-post-content-link\" href=\"http:\/\/www.wayln.com\/wp-content\/uploads\/2023\/04\/wp_editor_md_30b57ce97cc9061f7128693c87b25d46.jpg\"><img decoding=\"async\" src=\"http:\/\/www.wayln.com\/wp-content\/uploads\/2023\/04\/wp_editor_md_30b57ce97cc9061f7128693c87b25d46.jpg\" alt=\"\" \/><\/a><\/p>\n<p>\u4e0d\u53ef\u5e7f\u64ad\u7684\u60c5\u5f62\uff0c\u540c\u6837\u662f\u4e0a\u9762\u8fd9\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u5f20\u91cfB\u7684\u5f62\u72b6[w,2],\u540c\u65f6\u5f20\u91cfA\u7684\u5f62\u72b6\u4e3a[b,h,w,c],\u5176\u4e2d<span class=\"katex math inline\">c \\neq 2<\/span>,\u8fd9\u8fd9\u4e24\u4e2a\u5f20\u91cf\u4e0d\u7b26\u5408\u666e\u9002\u6027\u539f\u5219\uff0c\u65e0\u6cd5\u5e94\u7528\u5e7f\u64ad\u673a\u5236<br \/>\n<a class=\"wp-editor-md-post-content-link\" href=\"http:\/\/www.wayln.com\/wp-content\/uploads\/2023\/04\/wp_editor_md_19cbc6a2719e68ef172b82a2c5e1a88a.jpg\"><img decoding=\"async\" src=\"http:\/\/www.wayln.com\/wp-content\/uploads\/2023\/04\/wp_editor_md_19cbc6a2719e68ef172b82a2c5e1a88a.jpg\" alt=\"\" \/><\/a><\/p>\n<p>\u5e7f\u64ad\u673a\u5236\u5b9e\u73b0\u7684\u4e24\u79cd\u65b9\u5f0f<br \/>\n1. \u9690\u5f0f\u81ea\u52a8\u8c03\u7528<br \/>\n\u5728\u8fdb\u884c\u4e0d\u540c\u5f62\u72b6\u7684\u5f20\u91cf\u8fd0\u7b97\u65f6\uff0c\u9690\u5f0f\u5730\u81ea\u52a8\u8c03\u7528\u5e7f\u64ad\u673a\u5236\uff0c\u5982\u7528\u201c+\u3001-\u3001*\u3001\/\u201d\u7b49\u8fd0\u7b97<br \/>\n2. \u663e\u793a\u5e7f\u64ad\u65b9\u6cd5<br \/>\n\u4f7f\u7528tf.broadcast_to\u663e\u793a\u5730\u8c03\u7528\u5e7f\u64ad\u65b9\u6cd5\uff0c\u5c06\u6307\u5b9a\u7684\u5f20\u91cf\u5e7f\u64ad\u81f3\u6307\u5b9a\u7684\u5f62\u72b6\u3002<\/p>\n<pre><code class=\"language-CSharp line-numbers\">var a1=tf.cnstant(new int[]{1,2,3});\nvar b1=tf.constant(new int[,]{{0,0,0},{1,1,1},{2,2,2}});\nvar c1=tf.broadcast_to(a1,b1.shape);\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Contents1 Tensorflow\u4e2d\u7684\u57fa\u672c\u6570\u636e\u7c7b\u578b\u6709\u6570\u503c\u7c7b\u578b\u3001\u5b57\u7b26\u4e32\u7c7b\u578b\u548c\u5e03\u5c14\u7c7b\u578b2 \u5177\u4f53\u6570\u636e\u7c7b\u578b3 \u5f20 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[50,49,2],"tags":[],"class_list":["post-1197","post","type-post","status-publish","format-standard","hentry","category-tensorflow","category-49","category-2"],"_links":{"self":[{"href":"https:\/\/www.wayln.com\/index.php?rest_route=\/wp\/v2\/posts\/1197","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wayln.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wayln.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wayln.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wayln.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1197"}],"version-history":[{"count":13,"href":"https:\/\/www.wayln.com\/index.php?rest_route=\/wp\/v2\/posts\/1197\/revisions"}],"predecessor-version":[{"id":1212,"href":"https:\/\/www.wayln.com\/index.php?rest_route=\/wp\/v2\/posts\/1197\/revisions\/1212"}],"wp:attachment":[{"href":"https:\/\/www.wayln.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1197"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wayln.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1197"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wayln.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}