Create advanced_script.js

sidra_chain_integration/src/space_exploration/project/Lynx/js/advanced_script.js

@@ -0,0 +1,70 @@
+// Import required libraries
+import { TensorFlow } from '@tensorflow/tfjs';
+import { React, useState, useEffect } from 'react';
+import { axios } from 'axios';
+
+// Define constants
+const API_URL = 'https://api.example.com';
+const MODEL_URL = 'https://model.example.com';
+
+// Define the advanced script component
+const AdvancedScript = () => {
+  // Define state variables
+  const [data, setData] = useState([]);
+  const [model, setModel] = useState(null);
+  const [predictions, setPredictions] = useState([]);
+
+  // Use effect to load data and model
+  useEffect(() => {
+    axios.get(API_URL + '/data')
+      .then(response => {
+        setData(response.data);
+      })
+      .catch(error => {
+        console.error(error);
+      });
+
+    axios.get(MODEL_URL + '/model')
+      .then(response => {
+        setModel(response.data);
+      })
+      .catch(error => {
+        console.error(error);
+      });
+  }, []);
+
+  // Define the predict function
+  const predict = async () => {
+    // Preprocess data
+    const preprocessedData = data.map(item => {
+      return {
+        input: item.input,
+        output: item.output
+      };
+    });
+
+    // Create a tensor from preprocessed data
+    const tensor = TensorFlow.tensor(preprocessedData);
+
+    // Make predictions using the model
+    const predictions = await model.predict(tensor);
+
+    // Set predictions state
+    setPredictions(predictions);
+  };
+
+  // Render the component
+  return (
+    <div>
+      <h1>Advanced Script</h1>
+      <button onClick={predict}>Predict</button>
+      <ul>
+        {predictions.map(prediction => (
+          <li key={prediction.id}>{prediction.value}</li>
+        ))}
+      </ul>
+    </div>
+  );
+};
+
+export default AdvancedScript;