deepks_spre.h

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#ifndef DEEPKS_SPRE_H
#define DEEPKS_SPRE_H
 
#ifdef __MLALGO
 
#include "source_base/complexmatrix.h"
#include "source_base/intarray.h"
#include "source_base/matrix.h"
#include "source_base/timer.h"
#include "source_basis/module_ao/parallel_orbitals.h"
#include "source_basis/module_nao/two_center_integrator.h"
#include "source_cell/module_neighbor/sltk_grid_driver.h"
#include "source_lcao/module_hcontainer/hcontainer.h"
 
#include <torch/script.h>
#include <torch/torch.h>
 
namespace DeePKS_domain
{
//------------------------
// deepks_spre.cpp
//------------------------
 
// This file contains 2 subroutines for calculating,
// 1. cal_gdmepsl, calculating gdmepsl
// 2. cal_gvepsl : gvepsl is used for training with stress label, which is derivative of
//       descriptors wrt strain tensor, calculated by
//       d(des)/d\epsilon_{ab} = d(pdm)/d\epsilon_{ab} * d(des)/d(pdm) = gdmepsl * gvdm
//       using einsum
 
// calculate the gradient of pdm with regard to atomic virial stress tensor
// d/d\epsilon D_{Inl,mm'}
template <typename TK>
void cal_gdmepsl( // const ModuleBase::matrix& dm,
    const int lmaxd,
    const int inlmax,
    const int nks,
    const std::vector<ModuleBase::Vector3<double>>& kvec_d,
    std::vector<hamilt::HContainer<double>*> phialpha,
    const ModuleBase::IntArray* inl_index,
    const hamilt::HContainer<double>* dmr,
    const UnitCell& ucell,
    const LCAO_Orbitals& orb,
    const Parallel_Orbitals& pv,
    const Grid_Driver& GridD,
    torch::Tensor& gdmepsl);
 
void cal_gvepsl(const int nat,
                const int inlmax,
                const int des_per_atom,
                const std::vector<int>& inl2l,
                const std::vector<torch::Tensor>& gevdm,
                const torch::Tensor& gdmepsl,
                torch::Tensor& gvepsl,
                const int rank);
} // namespace DeePKS_domain
#endif
#endif