#include <iostream>
#include "forwardad.hpp"
#include "backwardad.hpp"
#include "types/dual.hpp"

// 一阶测试函数
forwardad::Dual f1(forwardad::Dual x) {
    return x + x*x + pow(x,3);
}

// 二阶测试函数
forwardad::Dual g1(forwardad::Dual x, forwardad::Dual y) {
    return exp(x) * log(y);
}

// 高阶测试函数
forwardad::Dual h1(forwardad::Dual x, forwardad::Dual y, forwardad::Dual z) {
    return pow(x, 3) + pow(y, 2) + z + cos(x * y * z);
}

backwardad::Node f2(backwardad::Node x) {
    return x + x*x + pow(x,3);
}

backwardad::Node g2(backwardad::Node x, backwardad::Node y) {
    return exp(x) * log(y);
}   

backwardad::Node h2(backwardad::Node x, backwardad::Node y, backwardad::Node z) {
    return pow(x, 3) + pow(y, 2) + z + cos(x * y * z);
}

int test_forward_ad() {
    std::cout << "Testing f(x) = x^2 + sin(x) at x=2.0\n";
    auto r = forwardad::diff(f1, 2.0);
    std::cout << "value = " << r.value << "\n";
    std::cout << "grad  = " << r.gradient[0] << "\n";

    std::cout << "\nTesting g(x,y) = exp(x)*log(y) at (x,y)=(1.0, 2.0)\n";
    auto r2 = forwardad::diff(g1, 1.0, 2.0);
    std::cout << "value = " << r2.value << "\n";
    std::cout << "grad  = (" << r2.gradient[0] << ", " << r2.gradient[1] << ")\n";

    std::cout << "\nTesting h(x,y,z) = x^3 + y^2 + z + cos(x*y*z) at (x,y,z)=(1.0, 2.0, 3.0)\n";
    auto r3 = forwardad::diff(h1, 1.0, 2.0, 3.0);
    std::cout << "value = " << r3.value << "\n";
    std::cout << "grad  = (" << r3.gradient[0] << ", " << r3.gradient[1] << ", " << r3.gradient[2] << ")\n";
    return 0;
}

int test_backward_ad() {
    std::cout << "Testing f(x) = x^2 + sin(x) at x=2.0\n";
    auto r = backwardad::diff(f2, 2.0);
    std::cout << "value = " << r.value << "\n";
    std::cout << "grad  = " << r.gradient[0] << "\n";

    std::cout << "\nTesting g(x,y) = exp(x)*log(y) at (x,y)=(1.0, 2.0)\n";
    auto r2 = backwardad::diff(g2, 1.0, 2.0);
    std::cout << "value = " << r2.value << "\n";
    std::cout << "grad  = (" << r2.gradient[0] << ", " << r2.gradient[1] << ")\n";

    std::cout << "\nTesting h(x,y,z) = x^3 + y^2 + z + cos(x*y*z) at (x,y,z)=(1.0, 2.0, 3.0)\n";
    auto r3 = backwardad::diff(h2, 1.0, 2.0, 3.0);
    std::cout << "value = " << r3.value << "\n";
    std::cout << "grad  = (" << r3.gradient[0] << ", " << r3.gradient[1] << ", " << r3.gradient[2] << ")\n";
    return 0;
}

int main() {
    std::cout << "=== Forward AD Tests ===\n";
    test_forward_ad();
    std::cout << "\n=== Backward AD Tests ===\n";
    test_backward_ad();
    return 0;
}