#include #include #include "../include/neuroflow/model.hpp" #include "../include/neuroflow/memory.hpp" #include "../include/neuroflow/networks.hpp" using namespace neuroflow; void test_ecn() { std::cout << "Testing ECN alone..." << std::endl; ExecutiveControlNetwork ecn(32, 32, 5, 1); Tensor input({2, 32}); for (size_t i = 0; i < input.numel(); ++i) input.as_fp32()[i] = 0.1f * i; auto output = ecn.forward(input); std::cout << "ECN decision shape: [" << output.decision.shape_[0] << ", " << output.decision.shape_[1] << "]" << std::endl; std::cout << "ECN passed!" << std::endl; } void test_dmn() { std::cout << "Testing DMN alone..." << std::endl; DefaultModeNetwork dmn(16, 16, 2); Tensor input({2, 16}); for (size_t i = 0; i < input.numel(); ++i) input.as_fp32()[i] = 0.1f * i; auto output = dmn.forward(input); std::cout << "DMN vision shape size: " << output.vision.shape_.size() << std::endl; for (size_t i = 0; i < output.vision.shape_.size(); ++i) std::cout << " dim " << i << ": " << output.vision.shape_[i] << std::endl; std::cout << "DMN passed!" << std::endl; } void test_sn() { std::cout << "Testing SN alone..." << std::endl; SalienceNetwork sn(32, 16); Tensor input({2, 32}); for (size_t i = 0; i < input.numel(); ++i) input.as_fp32()[i] = 0.1f * i; auto output = sn.forward(input); std::cout << "SN saliency shape: [" << output.saliency.shape_[0] << ", " << output.saliency.shape_[1] << "]" << std::endl; std::cout << "SN gates shape: [" << output.gates.shape_[0] << ", " << output.gates.shape_[1] << "]" << std::endl; std::cout << "SN passed!" << std::endl; } void test_memory() { std::cout << "Testing Memory alone..." << std::endl; MemoryConsolidationModule memory(32, 8, 16); Tensor input({2, 32}); for (size_t i = 0; i < input.numel(); ++i) input.as_fp32()[i] = 0.1f * i; auto output = memory.forward(input); std::cout << "Memory retrieved shape: [" << output.retrieved.shape_[0] << ", " << output.retrieved.shape_[1] << "]" << std::endl; std::cout << "Memory passed!" << std::endl; } int main() { try { test_ecn(); test_dmn(); test_sn(); test_memory(); std::cout << "\nAll component tests passed!" << std::endl; } catch (const std::exception& e) { std::cout << "Error: " << e.what() << std::endl; return 1; } return 0; }