Det.cpp

Go to the documentation of this file.

// ----------------------------------------------------------------------------
// -                        CloudViewer: www.cloudViewer.org                  -
// ----------------------------------------------------------------------------
// Copyright (c) 2018-2024 www.cloudViewer.org
// SPDX-License-Identifier: MIT
// ----------------------------------------------------------------------------
 
#include "cloudViewer/core/linalg/Det.h"
 
#include "cloudViewer/core/linalg/LU.h"
#include "cloudViewer/core/linalg/kernel/Matrix.h"
 
namespace cloudViewer {
namespace core {
 
double Det(const Tensor& A) {
    AssertTensorDtypes(A, {Float32, Float64});
    const Dtype dtype = A.GetDtype();
 
    double det = 1.0;
 
    if (A.GetShape() == cloudViewer::core::SizeVector({3, 3})) {
        DISPATCH_FLOAT_DTYPE_TO_TEMPLATE(dtype, [&]() {
            core::Tensor A_3x3 =
                    A.To(core::Device("CPU:0"), false).Contiguous();
            const scalar_t* A_3x3_ptr = A_3x3.GetDataPtr<scalar_t>();
            det = static_cast<double>(linalg::kernel::det3x3(A_3x3_ptr));
        });
    } else if (A.GetShape() == cloudViewer::core::SizeVector({2, 2})) {
        DISPATCH_FLOAT_DTYPE_TO_TEMPLATE(dtype, [&]() {
            core::Tensor A_2x2 =
                    A.To(core::Device("CPU:0"), false).Contiguous();
            const scalar_t* A_2x2_ptr = A_2x2.GetDataPtr<scalar_t>();
            det = static_cast<double>(linalg::kernel::det2x2(A_2x2_ptr));
        });
    } else {
        Tensor ipiv, output;
        LUIpiv(A, ipiv, output);
        // Sequential loop to compute determinant from LU output, is more
        // efficient on CPU.
        Tensor output_cpu = output.To(core::Device("CPU:0"));
        Tensor ipiv_cpu = ipiv.To(core::Device("CPU:0"));
        int n = A.GetShape()[0];
 
        DISPATCH_FLOAT_DTYPE_TO_TEMPLATE(dtype, [&]() {
            scalar_t* output_ptr = output_cpu.GetDataPtr<scalar_t>();
            int* ipiv_ptr = static_cast<int*>(ipiv_cpu.GetDataPtr());
 
            for (int i = 0; i < n; i++) {
                det *= output_ptr[i * n + i];
                if (ipiv_ptr[i] != i) {
                    det *= -1;
                }
            }
        });
    }
    return det;
}
 
}  // namespace core
}  // namespace cloudViewer