libcommute
A quantum operator algebra domain-specific language and exact diagonalization toolkit for C++11/14/17
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A quantum operator algebra domain-specific language and exact diagonalization toolkit for C++11/14/17
Basic Info
- Host: GitHub
- Owner: krivenko
- License: mpl-2.0
- Language: C++
- Default Branch: master
- Homepage: https://krivenko.github.io/libcommute/
- Size: 17.2 MB
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- Stars: 22
- Watchers: 2
- Forks: 5
- Open Issues: 0
- Releases: 6
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Metadata Files
README.md
libcommute is a C++11/14/17 template library made of two major parts.
A Domain-Specific Language (DSL) designed to easily construct and manipulate polynomial expressions with quantum-mechanical operators, especially those used in the theory of many interacting fermions, bosons and spins. The goal here is to make expressions written in C++ code closely resemble the standard mathematical notation.
A fast representation of the quantum-mechanical operators that enables their action on finite-dimensional state vectors. This feature provides a basis for writing highly performant Exact Diagonalization (ED) codes without loss of flexibility.
Python bindings for libcommute are available as a separate project.
Dependencies
A C++11 conformant compiler. C++17 support is required for the dynamic index sequence feature.
Installation
libcommute is usable without installation, just add
-I/<path_to_libcommute_sources>/include to the compiler command line.
You will need CMake version 3.8.0 or newer 1 to build examples/unit tests and to install libcommute so that it can be used from other CMake projects.
Assuming that libcommute is to be installed in <libcommute_prefix>,
the installation normally proceeds in a few simple steps.
$ git clone https://github.com/krivenko/libcommute.git libcommute.src
$ mkdir libcommute.build && cd libcommute.build
$ cmake ../libcommute.src \
-DCMAKE_INSTALL_PREFIX=<libcommute_prefix> \
-DEXAMPLES=ON \
-DTESTS=ON
$ make
$ make test
$ make install
Compilation of the tests can be disabled with CMake flag -DTESTS=OFF
(not recommended). Examples are compiled by default, disable them with
-DEXAMPLES=OFF.
Usage
Once libcommute is installed, you can use it in your CMake project. Here is
a minimal example of an application CMakeLists.txt file.
```cmake cmakeminimumrequired(VERSION 3.8.0 FATAL_ERROR)
project(myproject LANGUAGES CXX)
# Change the C++ standard to '17' if you plan to use # the dynamic index sequence feature set(CMAKECXXSTANDARD 11)
# libcommuteROOT is the installation prefix of libcommute set(libcommuteDIR ${libcommute_ROOT}/lib/cmake)
# Import libcommute target find_package(libcommute 0.7.2 CONFIG REQUIRED)
# Build an executable called 'myprog' addexecutable(myprog myprog.cpp) targetlink_libraries(myprog PRIVATE libcommute::libcommute) ```
DSL for quantum-mechanical operators
The following program constructs Hamiltonian of the Hubbard-Holstein model on a square 10x10 lattice with nearest-neighbor hopping.
In addition, it
- prints the total number of terms (monomials) in the Hamiltonian;
- checks that it is Hermitian;
- checks that it commutes with the total number of electrons and with a projection of the total spin;
- prints all monomials of degree 3.
```c++
include
include
include
using namespace libcommute;
int main() {
// // Parameters of the system //
// Linear sizes of the lattice int const Nx = 10; int const Ny = 10;
// Hopping constant double const t = 0.5; // Coulomb repulsion double const U = 2.0; // Electron-phonon coupling constant double const g = 0.1;
// Expression with real coefficients 'H' will represent the Hamiltonian.
// It is initially set to zero by its default-constructor.
// Every creation and annihilation operator met in the expression must
// carry two integer (coordinates of a lattice site) and one string
// index.
expression
// The following 'factory' functions make quantum operators with // statically typed indices and real coefficients. using staticindices::cdag; // Create an electron using staticindices::c; // Destroy an electron using staticindices::n; // Number of electrons using staticindices::adag; // Create a phonon using static_indices::a; // Destroy a phonon
// Are two sites neighbors along the x-axis with periodicity? auto neighborsx = Nx { return std::abs(ix - jx) == 1 || std::abs(ix - jx) == Nx - 1; }; // Are two sites neighbors along the y-axis with periodicity? auto neighborsy = Ny { return std::abs(iy - jy) == 1 || std::abs(iy - jy) == Ny - 1; };
// Hopping terms of H for(auto spin : {"up", "down"}) { for(int ix = 0; ix < Nx; ++ix) { for(int iy = 0; iy < Ny; ++iy) { for(int jx = 0; jx < Nx; ++jx) { for(int jy = 0; jy < Ny; ++jy) { // Skip all pairs of lattice sites (ix,iy) and (jx,jy) that are // not nearest-neighbors. if((neighborsx(ix, jx) && iy == jy) || (ix == jx && neighborsy(iy, jy)) ) { // Add a hopping term H += -t * c_dag(ix, iy, spin) * c(jx, jy, spin); } } } } } }
// Coulomb repulsion terms for(int ix = 0; ix < Nx; ++ix) for(int iy = 0; iy < Ny; ++iy) { H += U * n(ix, iy, "up") * n(ix, iy, "down"); }
// Energy of phonons for(int ix = 0; ix < Nx; ++ix) for(int iy = 0; iy < Ny; ++iy) { // The spin index is left blank for bosonic operators H += a_dag(ix, iy, "") * a(ix, iy, ""); }
// Electron-phonon coupling for(auto spin : {"up", "down"}) { for(int ix = 0; ix < Nx; ++ix) { for(int iy = 0; iy < Ny; ++iy) { H += g * n(ix, iy, spin) * (a_dag(ix, iy, "") + a(ix, iy, "")); } } }
// Total number of terms (monomials) in 'H'. std::cout << "Total number of terms in H: " << H.size() << '\n'; // Is H Hermitian? std::cout << "H^\dagger - H = " << (conj(H) - H) << '\n';
// Does H commute with N and Sz? decltype(H) N, Sz; for(int ix = 0; ix < Nx; ++ix) { for(int iy = 0; iy < Ny; ++iy) { N += n(ix, iy, "up") + n(ix, iy, "down"); Sz += 0.5 * (n(ix, iy, "up") - n(ix, iy, "down")); } } std::cout << "[H, N] = " << (H * N - N * H) << '\n'; std::cout << "[H, Sz] = " << (H * Sz - Sz * H) << '\n';
// Iterate over all terms in 'H' and print those of degree 3. // // Monomials of degree 3 come from the electron-phonon coupling and // are products of two fermionic and one bosonic operators. for(auto const& term: H) { if(term.monomial.size() == 3) { // term.coeff is coefficient in front of the monomial std::cout << term.monomial << " => " << term.coeff << '\n'; } }
return 0; } ```
Code example: matrix representation of an operator
In this example we show how to construct a matrix representation of the Heisenberg exchange interaction term between two spins 1/2.
Please note that computed matrix does not have to be stored in memory all at once. libcommute needs storage only for two state vectors.
```c++
include
include
include
include
include
using namespace libcommute;
int main() {
// The following 'factory' functions make spin operators with statically typed // indices and real coefficients. using staticindices::Sp; // Spin-1/2 raising operator S+ using staticindices::Sm; // Spin-1/2 lowering operator S- using staticindices::Sz; // Spin-1/2 operator S_z
// Expression 'H' will represent the exchange interaction term. // Our spin operators will carry one integer index (site 1 or 2). auto H = 0.5 * (Sp(1) * Sm(2) + Sm(1) * Sp(2)) + Sz(1) * Sz(2);
// Print 'H' std::cout << "H = " << H << '\n';
// Automatically analyze structure of 'H' and construct a 4-dimensional // Hilbert space (direct product of two spin-1/2 spaces). auto hs = makehilbertspace(H); std::cout << "dim(hs) = " << hs.dim() << '\n';
// Construct a 'loperator' object that represents action of expression 'H' on // state vectors in the Hilbert space 'hs'. auto Hop = make_loperator(H, hs);
// Here, we will act with 'Hop' on each of the 4 basis states |\psi> in 'hs', // |\phi> = Hop |\psi>, and print components of |\phi>. In other words, // we are going to construct the matrix representation <\phi|Hop|\psi>.
// Preallocate state vectors.
// Other containers, such as Eigen::VectorXd could be used instead.
std::vector
phi = Hop(psi);
// NB.: It is generally recommended to use the in-place syntax
// Hop(psi, phi);
// as it eliminates a memory allocation needed to store the result.
std::cout << "H|" << i << "> = ";
for(int j = 0; j < 4; ++j) {
std::cout << "+(" << phi[j] << ")|" << j << ">";
}
std::cout << '\n';
}
return 0; } ```
It is easy to check that eigenvalues of the computed matrix are {-3/4, 1/4, 1/4, 1/4}, which correspond to the spin singlet-triplet splitting.
Citing
If you find this library useful for your research, you can help me by citing it using the following BibTeX entry.
@article{libcommute,
title = {{libcommute/pycommute: A quantum operator algebra domain-specific
language and exact diagonalization toolkit}},
author = {Igor Krivenko},
journal = {SoftwareX},
volume = {17},
pages = {100937},
year = {2022},
issn = {2352-7110},
doi = {10.1016/j.softx.2021.100937}
}
License
This Source Code Form is subject to the terms of the Mozilla Public License, v. 2.0. If a copy of the MPL was not distributed with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
Owner
- Name: Igor Krivenko
- Login: krivenko
- Kind: user
- Location: Hamburg, Germany
- Company: Universität Hamburg
- Repositories: 9
- Profile: https://github.com/krivenko
Citation (CITATIONS.bib)
@article{libcommute_pycommute,
title = {{libcommute/pycommute: A quantum operator algebra domain-specific
language and exact diagonalization toolkit}},
author = {Igor Krivenko},
journal = {SoftwareX},
volume = {17},
pages = {100937},
year = {2022},
issn = {2352-7110},
doi = {10.1016/j.softx.2021.100937}
}
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| Name | Commits | |
|---|---|---|
| Igor Krivenko | i****o@g****m | 348 |
| Henri Menke | h****i@h****e | 1 |
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