Some idealized models for convergence tests

tests/ANNTest.cpp

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+#include "../src/ANN.h"
+#include <iostream>
+#include <vector>
+#include <random>
+#include <chrono>
+
+int main() {
+    Network network;
+    network.loadFromFile("mbase.ffann");  // Ensure this path is correct
+
+    std::cout << "Network Configuration:\n" << network.toString() << std::endl;
+
+    // Constants for testing
+    const size_t numInputs = 10000000;
+    const size_t inputSize = network.layers.front().weights[0].size();
+
+    // Initialize random number generation
+    std::random_device rd;
+    std::mt19937 gen(rd());
+    std::uniform_real_distribution<float> dis(0.0, 1.0);
+
+    // Prepare inputs
+    std::vector<std::vector<float>> inputs(numInputs, std::vector<float>(inputSize));
+    for (auto& inp : inputs) {
+        std::generate(inp.begin(), inp.end(), [&]() { return dis(gen); });
+    }
+
+    // Prepare to store results
+    std::vector<float> results;
+    results.reserve(numInputs);
+
+    // Timing the feedforward process
+    auto start = std::chrono::high_resolution_clock::now();
+
+    // Process each input through the network
+    for (const auto& input : inputs) {
+        results.push_back(network.processInput(input)[0]);
+    }
+
+    auto end = std::chrono::high_resolution_clock::now();
+    std::chrono::duration<double> elapsed = end - start;
+
+    // Output timing results
+    std::cout << "Time taken for processing " << numInputs << " inputs: " << elapsed.count() << " seconds\n";
+
+    // Specific inputs for verification
+    std::vector<std::vector<float>> testInputs = {
+        {1, 1, 1, 0, 0},
+        {1, 0, 0, 0, 0},
+        {0, 1, 0, 0, 0},
+        {0, 0, 1, 0, 0},
+        {0, 0, 0, 1, 0},
+        {0, 0, 0, 0, 1},
+        {1, 1, 0, 1, 1}
+    };
+
+    // Process each test input through the network and print the results
+    for (const auto& input : testInputs) {
+        auto outputs = network.processInput(input);
+        std::cout << "[";
+        for (auto i : input) std::cout << i << " ";
+        std::cout << "] result: " << outputs[0] << std::endl;
+    }
+
+    return 0;
+}