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Enzyme compilation error differentiating Eigen::Matrix::inverse() only at -O1 (works at -O0, -O2, -O3) #2680

@shadow-orange41

Description

@shadow-orange41

When using Enzyme to differentiate through Eigen::Matrix<double, N, N>::inverse(), compilation fails at optimization level -O1, but succeeds at -O0, -O2, and -O3. Also the gradient value of using -O2 is different than the value of using -O0 and -O3.

Minimal reproducible example
#include <iostream>
#include <enzyme/enzyme> 
#include <Eigen/Dense>
#include <vector>
#include <random>
int enzyme_dup;
int enzyme_dupnoneed;
int enzyme_out;
int enzyme_const;

template < typename return_type, typename ... T >
return_type __enzyme_fwddiff(void*, T ... );

template < typename return_type, typename ... T >
return_type __enzyme_autodiff(void*, T ... );


const size_t input_size = 2;
const size_t matrix_size = 3; // change to 2 or 3 works fine

using Matrix = Eigen::Matrix<double, matrix_size, matrix_size>;

void enzyme_func_matrix(Matrix* mats, double& sol){

    Matrix M0;
 
    M0 = mats[0].inverse();

    sol = M0.sum();
   }

template <auto F>
void compute_J_matrix_forward(std::vector<std::vector<std::vector<double>>> inputs, std::vector<std::vector<std::vector<double>>>& J_matrix_forward){
     using Matrix = Eigen::Matrix<double, matrix_size, matrix_size>;
     J_matrix_forward.assign(input_size,
         std::vector<std::vector<double>>(
             matrix_size,
             std::vector<double>(matrix_size, 0.0)
         )
     );

     std::vector<Matrix> mats(input_size), dmats(input_size);

     for (size_t mat_idx = 0; mat_idx < input_size; mat_idx++){
         for (size_t i = 0; i < matrix_size; i++){
             for (size_t j = 0; j < matrix_size; j++){
                 mats[mat_idx](i, j) = inputs[mat_idx][i][j];
             }
         }
     }

     auto zero_gradients = [&]() {
         for (auto& M : dmats) {
             for (int i = 0; i < matrix_size; i++) {
                 for (int j = 0; j < matrix_size; j++) {
                     M(i, j)=0.0;
                 }
             }
         }
     };

     double result, dresult;
     for (size_t mat_idx = 0; mat_idx < input_size; mat_idx++){
         for (size_t i = 0; i < matrix_size; i++){
             for (size_t j = 0; j < matrix_size; j++){
                 zero_gradients();
                 dmats[mat_idx](i, j) = 1.0;

                 __enzyme_fwddiff<void>((void*) F,
                                          enzyme_dup, mats.data(), dmats.data(),
                                          enzyme_dup, &result, &dresult);
                 J_matrix_forward[mat_idx][i][j] = dresult;                         
             }
         }
     }
 }

 
void generate_inputs(size_t matrix_size, std::vector<std::vector<std::vector<double>>>& inputs) {
   
    inputs.assign(2,
        std::vector<std::vector<double>>(
            matrix_size,
            std::vector<double>(matrix_size)
        )
    );
    
    std::random_device rd;                   
    std::mt19937 gen(rd());                  
    std::uniform_real_distribution<double> dist(0.0, 1.0);

    for (auto& mat : inputs) {
        for (auto& row : mat) {
            for (auto& val : row) {
                val = dist(gen);
            }
        }
    }
}
 
int main() {


   
    std::vector<std::vector<std::vector<double>>> J_matrix_forward;

    std::vector<std::vector<std::vector<double>>> inputs;
    generate_inputs(matrix_size, inputs);
    compute_J_matrix_forward<enzyme_func_matrix>(inputs, J_matrix_forward);

    
    size_t num_matrix_ele = input_size *matrix_size * matrix_size;


    for (size_t input_idx = 0; input_idx < input_size; input_idx++){
        for (size_t i = 0; i < matrix_size; i++){
            for (size_t j = 0; j < matrix_size; j++){
                std::cout << "J_matrix_forward[" << input_idx << "][" << i << "][" << j << "] = " << J_matrix_forward[input_idx][i][j] << std::endl;
            }
        }
    }
    
    return 0;
}
Compilation error when using compiler flag `-O1` is attached in `error.txt`.

error.txt

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