<\/p>\n
\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\nToggle<\/span><\/path><\/svg><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li>2. \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li>3. \u067e\u0631\u0648\u0698\u0647 Frontend \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/a><\/li>4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/a><\/li>\u0628\u0631\u0627\u06cc ONNX.js<\/a><\/li>5. \u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/a><\/li>\u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<\/a>1. \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/a><\/li>2. \u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li>3. \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li>\u0645\u062b\u0627\u0644 \u0647\u0627<\/a><\/li>1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<\/a>\u0628\u0631\u067e\u0627\u06cc\u06cc<\/a><\/li>\u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<\/a><\/li><\/ul><\/li>2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<\/a>\u0628\u0631\u067e\u0627\u06cc\u06cc<\/a><\/li>\u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<\/a><\/li><\/ul><\/li>3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<\/a>\u0628\u0631\u067e\u0627\u06cc\u06cc<\/a><\/li>\u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<\/span>\n 1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\nTensorFlow.js<\/strong>: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f.<\/li>\n\nONNX.js<\/strong>: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n\nBrain.js<\/strong>: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/span>\n 2. \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\n\u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f<\/strong>: \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow\u060c PyTorch \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n\n\u0645\u062f\u0644 \u0631\u0627 \u0635\u0627\u062f\u0631 \u06a9\u0646\u06cc\u062f<\/strong>: \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u0645\u062a \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0641\u0631\u0627\u0646\u062a \u0627\u0646\u062f \u0627\u0646\u062a\u062e\u0627\u0628\u06cc (\u0645\u0627\u0646\u0646\u062f \u0641\u0631\u0645\u062a TensorFlow.js \u06cc\u0627 \u0641\u0631\u0645\u062a ONNX) \u0635\u0627\u062f\u0631 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/span>\n 3. \u067e\u0631\u0648\u0698\u0647 Frontend \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\n\u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0627\u060c Vue \u06cc\u0627 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\/HTML \u0633\u0627\u062f\u0647\u060c \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 frontend \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n\n\u0633\u0627\u062e\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>:<\/p>\n npm @tensorflow\/build tfjs\n<\/code><\/pre>\n\u06cc\u0627<\/p>\n npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\nTensorFlow.js<\/strong>: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f.<\/li>\n\nONNX.js<\/strong>: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n\nBrain.js<\/strong>: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/span>\n 2. \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\n\u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f<\/strong>: \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow\u060c PyTorch \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n\n\u0645\u062f\u0644 \u0631\u0627 \u0635\u0627\u062f\u0631 \u06a9\u0646\u06cc\u062f<\/strong>: \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u0645\u062a \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0641\u0631\u0627\u0646\u062a \u0627\u0646\u062f \u0627\u0646\u062a\u062e\u0627\u0628\u06cc (\u0645\u0627\u0646\u0646\u062f \u0641\u0631\u0645\u062a TensorFlow.js \u06cc\u0627 \u0641\u0631\u0645\u062a ONNX) \u0635\u0627\u062f\u0631 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/span>\n 3. \u067e\u0631\u0648\u0698\u0647 Frontend \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\n\u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0627\u060c Vue \u06cc\u0627 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\/HTML \u0633\u0627\u062f\u0647\u060c \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 frontend \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n\n\u0633\u0627\u062e\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>:<\/p>\n npm @tensorflow\/build tfjs\n<\/code><\/pre>\n\u06cc\u0627<\/p>\n npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
2. \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\n\u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f<\/strong>: \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow\u060c PyTorch \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n\n\u0645\u062f\u0644 \u0631\u0627 \u0635\u0627\u062f\u0631 \u06a9\u0646\u06cc\u062f<\/strong>: \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u0645\u062a \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0641\u0631\u0627\u0646\u062a \u0627\u0646\u062f \u0627\u0646\u062a\u062e\u0627\u0628\u06cc (\u0645\u0627\u0646\u0646\u062f \u0641\u0631\u0645\u062a TensorFlow.js \u06cc\u0627 \u0641\u0631\u0645\u062a ONNX) \u0635\u0627\u062f\u0631 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/span>\n 3. \u067e\u0631\u0648\u0698\u0647 Frontend \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\n\u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0627\u060c Vue \u06cc\u0627 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\/HTML \u0633\u0627\u062f\u0647\u060c \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 frontend \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n\n\u0633\u0627\u062e\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>:<\/p>\n npm @tensorflow\/build tfjs\n<\/code><\/pre>\n\u06cc\u0627<\/p>\n npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
3. \u067e\u0631\u0648\u0698\u0647 Frontend \u062e\u0648\u062f \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n\n\n\u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0627\u060c Vue \u06cc\u0627 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\/HTML \u0633\u0627\u062f\u0647\u060c \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 frontend \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n\n\u0633\u0627\u062e\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>:<\/p>\n npm @tensorflow\/build tfjs\n<\/code><\/pre>\n\u06cc\u0627<\/p>\n npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0627\u060c Vue \u06cc\u0627 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\/HTML \u0633\u0627\u062f\u0647\u060c \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 frontend \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n\n\u0633\u0627\u062e\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>:<\/p>\n npm @tensorflow\/build tfjs\n<\/code><\/pre>\n\u06cc\u0627<\/p>\n npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u0633\u0627\u062e\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>:<\/p>\n npm @tensorflow\/build tfjs\n<\/code><\/pre>\n\u06cc\u0627<\/p>\n npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
npm @tensorflow\/build tfjs\n<\/code><\/pre>\n\u06cc\u0627<\/p>\n npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u06cc\u0627<\/p>\n
npm install onnxjs\n<\/code><\/pre>\n\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<\/span>\n 4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u0628\u0633\u062a\u0647 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0635\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n
4. \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 Frontend \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong>\n<\/span><\/h3>\n<\/span>\n \u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u0628\u0631\u0627\u06cc ONNX.js\n<\/span><\/h3>\n\n ```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
```javascript\n \/\/ For ONNX.js\n const onnx = required ( 'onnxjs' );\n\n async functionModel() {\n const session = new onnx.InferenceSession();\n await session.loadModel(\"path\/to\/model.onnx\");\n return;\n }\n ```\n<\/code><\/pre>\n\n\n \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fihtqxuq7btjanox1cuii.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"453\" title=\"\"><\/p>\n<ul>\n<li>\n<p><strong>\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644<\/strong>:<\/p>\n<pre class=\"highlight javascript\"><code> <span class=\"c1\">\/\/ For TensorFlow.js<\/span>\n <span class=\"kd\">function<\/span> <span class=\"nf\">async<\/span> <span class=\"nf\">guess<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">output<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">));<\/span>\n <span class=\"k\">return<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code> ```javascript\n \/\/ For ONNX.js\n function async guess(input) {\n const session = await loadModel();\n const tensor = onnx.new Tensor(input, 'float32');\n const outputMap = await session.run([tensor]);\n const outputTensor = outputMap.values \u200b\u200b(). Next(). price\n returnTensor;\n }\n ```\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%A8%D8%A7_Frontend_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B4%D9%88%DB%8C%D8%AF\"><\/span>\n<p> 5. <strong>\u0628\u0627 Frontend \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u0648\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong>: \u0641\u0631\u0645 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0627\u062c\u0632\u0627\u06cc \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062d\u0631\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc<\/strong>: \u0634\u0646\u0648\u0646\u062f\u0647 \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c<\/strong>: \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 UI \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%DB%8C%DA%A9_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B3%D8%A7%D8%AF%D9%87_React_%D8%A8%D8%A7_TensorFlowjs\"><\/span>\n<p> \u0645\u062b\u0627\u0644: \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0633\u0627\u062f\u0647 React \u0628\u0627 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p> 1. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npx create-react-app neural-network-frontend\ncd neural-network-front-end\nnpm @tensorflow\/build tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"2_%DA%A9%D8%A7%D9%85%D9%BE%D9%88%D9%86%D9%86%D8%AA_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 2. <strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span> <span class=\"nx\">useState<\/span> <span class=\"k\">from<\/span> <span class=\"nx\">React<\/span><span class=\"p\">;<\/span>\n<span class=\"o\">*<\/span> <span class=\"k\">import<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"p\">@<\/span><span class=\"nd\">tensorflow<\/span><span class=\"sr\">\/tfjs'<\/span><span class=\"err\">;\n<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async<\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">estimate<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span> <span class=\"nx\">Front<\/span> <span class=\"nx\">Nervous<\/span> <span class=\"nx\">System<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">click<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">prediction<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">Log<\/span> <span class=\"nx\">off<\/span><span class=\"o\">!<\/span> <span class=\"o\">==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span> <span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"nx\">the<\/span> <span class=\"nx\">main<\/span> <span class=\"nx\">program<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"3_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%B1%D8%A7_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p> 3. <strong>\u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D9%87%D8%A7\"><\/span>\n<p> \u0645\u062b\u0627\u0644 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%AF%D8%BA%D8%A7%D9%85_TensorFlowjs\"><\/span>\n<p> 1. \u0627\u062f\u063a\u0627\u0645 TensorFlow.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app tfjs-frontend\n<span class=\"nb\">cd <\/span>tfjs-frontend\nnpm <span class=\"nb\">install<\/span> @tensorflow\/tfjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">tf<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">@tensorflow\/tfjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadLayersModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">model<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">model<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">tf<\/span><span class=\"p\">.<\/span><span class=\"nf\">tensor2d<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">prediction<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">prediction<\/span><span class=\"p\">.<\/span><span class=\"nf\">dataSync<\/span><span class=\"p\">()[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">TensorFlow<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"2_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_ONNXjs\"><\/span>\n<p> 2. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc ONNX.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-2\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app onnxjs-frontend\n<span class=\"nb\">cd <\/span>onnxjs-frontend\nnpm <span class=\"nb\">install <\/span>onnxjs\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"o\">*<\/span> <span class=\"k\">as<\/span> <span class=\"nx\">onnx<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">onnxjs<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">InferenceSession<\/span><span class=\"p\">();<\/span>\n <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">loadModel<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">\/path\/to\/model.onnx<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">session<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">session<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">tensor<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nx\">onnx<\/span><span class=\"p\">.<\/span><span class=\"nc\">Tensor<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)],<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">float32<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">outputMap<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">session<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nx\">tensor<\/span><span class=\"p\">]);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">outputMap<\/span><span class=\"p\">.<\/span><span class=\"nf\">values<\/span><span class=\"p\">().<\/span><span class=\"nf\">next<\/span><span class=\"p\">().<\/span><span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nx\">data<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">ONNX<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-2\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"3_%DB%8C%DA%A9%D9%BE%D8%A7%D8%B1%DA%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_Brainjs\"><\/span>\n<p> 3. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0633\u0627\u0632\u06cc Brain.js<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%BE%D8%A7%DB%8C%DB%8C-3\"><\/span>\n<p> \u0628\u0631\u067e\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 React \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong>\n<\/li>\n<\/ol>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npx create-react-app brainjs-frontend\n<span class=\"nb\">cd <\/span>brainjs-frontend\nnpm <span class=\"nb\">install <\/span>brain.js\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fomt6sl0exh8y1gpz2sap.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"362\" title=\"\"><\/p>\n<ol>\n<li><strong>\u06a9\u0627\u0645\u067e\u0648\u0646\u0646\u062a \u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><\/li>\n<\/ol>\n<p><strong>App.js<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"k\">import<\/span> <span class=\"nx\">React<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">useState<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">react<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n<span class=\"k\">import<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">NeuralNetwork<\/span> <span class=\"p\">}<\/span> <span class=\"k\">from<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">brain.js<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">App<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">input<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setInput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">);<\/span>\n <span class=\"kd\">const<\/span> <span class=\"p\">[<\/span><span class=\"nx\">output<\/span><span class=\"p\">,<\/span> <span class=\"nx\">setOutput<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">useState<\/span><span class=\"p\">(<\/span><span class=\"kc\">null<\/span><span class=\"p\">);<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">loadModel<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">NeuralNetwork<\/span><span class=\"p\">();<\/span>\n <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">fromJSON<\/span><span class=\"p\">(<\/span><span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">.\/path\/to\/model.json<\/span><span class=\"dl\">'<\/span><span class=\"p\">));<\/span> <span class=\"c1\">\/\/ Update path to your model<\/span>\n <span class=\"k\">return<\/span> <span class=\"nx\">net<\/span><span class=\"p\">;<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"kd\">const<\/span> <span class=\"nx\">handlePredict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=><\/span> <span class=\"p\">{<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">net<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">loadModel<\/span><span class=\"p\">();<\/span>\n <span class=\"kd\">const<\/span> <span class=\"nx\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">net<\/span><span class=\"p\">.<\/span><span class=\"nf\">run<\/span><span class=\"p\">([<\/span><span class=\"nf\">parseFloat<\/span><span class=\"p\">(<\/span><span class=\"nx\">input<\/span><span class=\"p\">)])[<\/span><span class=\"mi\">0<\/span><span class=\"p\">];<\/span>\n <span class=\"nf\">setOutput<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">);<\/span>\n <span class=\"p\">};<\/span>\n\n <span class=\"k\">return <\/span><span class=\"p\">(<\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">div<\/span><span class=\"o\">><\/span>\n <span class=\"o\"><<\/span><span class=\"nx\">h1<\/span><span class=\"o\">><\/span><span class=\"nx\">Brain<\/span><span class=\"p\">.<\/span><span class=\"nx\">js<\/span> <span class=\"nx\">Integration<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h1<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">input<\/span> <span class=\"nx\">type<\/span><span class=\"o\">=<\/span><span class=\"dl\">\"<\/span><span class=\"s2\">text<\/span><span class=\"dl\">\"<\/span> <span class=\"nx\">value<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">input<\/span><span class=\"p\">}<\/span> <span class=\"nx\">onChange<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">e<\/span> <span class=\"o\">=><\/span> <span class=\"nf\">setInput<\/span><span class=\"p\">(<\/span><span class=\"nx\">e<\/span><span class=\"p\">.<\/span><span class=\"nx\">target<\/span><span class=\"p\">.<\/span><span class=\"nx\">value<\/span><span class=\"p\">)}<\/span> <span class=\"sr\">\/<\/span><span class=\"err\">>\n<\/span> <span class=\"o\"><<\/span><span class=\"nx\">button<\/span> <span class=\"nx\">onClick<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"nx\">handlePredict<\/span><span class=\"p\">}<\/span><span class=\"o\">><\/span><span class=\"nx\">Predict<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/button<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span> <span class=\"o\">!==<\/span> <span class=\"kc\">null<\/span> <span class=\"o\">&&<\/span> <span class=\"o\"><<\/span><span class=\"nx\">h2<\/span><span class=\"o\">><\/span><span class=\"na\">Output<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"nx\">output<\/span><span class=\"p\">}<\/span><span class=\"o\"><<\/span><span class=\"sr\">\/h2><\/span><span class=\"err\">}\n<\/span> <span class=\"o\"><<\/span><span class=\"sr\">\/div<\/span><span class=\"err\">>\n<\/span> <span class=\"p\">);<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">export<\/span> <span class=\"k\">default<\/span> <span class=\"nx\">App<\/span><span class=\"p\">;<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87-3\"><\/span>\n<p> \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>npm start\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647: \u0627\u06af\u0631 \u0633\u0648\u0627\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0644\u06cc\u0646\u06a9\u062f\u06cc\u0646 \u0633\u06cc\u062f \u0645\u062d\u0645\u062f \u0639\u0644\u06cc \u0631\u0636\u0627 \u0628\u0647 \u0645\u0646 \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>1. \u0686\u0627\u0631\u0686\u0648\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f TensorFlow.js: \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f. ONNX.js: \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 ONNX (\u0645\u0628\u0627\u062f\u0644\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632) \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. Brain.js: \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 …<\/p>\n","protected":false},"author":2,"featured_media":66110,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.dev.to\/cdn-cgi\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fodg7bk5yu0mmdyooe51j.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-66109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=66109"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66110"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}