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Notes_CSF/Theory_CFG_CIPSI.org
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Notes_CSF/Theory_CFG_CIPSI.org
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#+TITLE: CFG CIPSI
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#+AUTHOR: Vijay Gopal Chilkuri (vijay.gopal.c@gmail.com)
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#+DATE: 2020-12-08 Tue 08:27
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#+startup: latexpreview
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#+LATEX_HEADER: \usepackage{braket}
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* Biblio
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* Theoretical background
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Here we describe the main theoretical background and definitions of the
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Configuration (CFG) based CIPSI algorithm. The outline of the document is as follows.
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First, we give some definitions of the CFG many-particle basis follwed by the
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definitions of the overlap, one-particle, and two-particle matrix-elements. Finally,
|
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an algorithm is presented for the sigma-vector (\( \sigma \)-vector defined later) calculation using
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the CFG basis.
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** Definitinon of CI basis
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In CFG based CIPSI, the wavefunction is represented in CFG basis
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as shown in Eq: [[Eq:definebasis1]].
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#+LATEX: \newcommand{\Ncfg}{N_{\text{CFG}}}
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#+LATEX: \newcommand{\Ncsf}{N_{\text{CSF}}}
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#+LATEX: \newcommand{\Nsomo}{N_{\text{SOMO}}}
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#+NAME: Eq:definebasis1
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\begin{equation}
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\ket{\Psi} = \sum_{i=1}^{\Ncfg} \sum_{j=1}^{\Ncsf(i)} c_{ij} {^S\ket{\Phi^j_i}}
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\end{equation}
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where the \(\ket{\Phi^j_i}\) represent Configuration State Functions (CSFs)
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which are expanded in terms of Bonded functions (BFs) as shown in
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[[Eq:definebasis2]].
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#+NAME: Eq:definebasis2
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\begin{equation}
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\ket{\Phi^j_i} = \sum_k O^{\Nsomo(i)}_{kj} \ket{^S\phi_k(i,j)}
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\end{equation}
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where the functions \(\ket{^S\phi_k(i,j)}\) represent the BFs for the CFG
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\(\ket{^S\Phi_i}\).
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The coefficients \(O^b_{a,k}\) depend only on the number of SOMOs
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in \(\Phi_i\).
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Each CFG contains a list of CSFs related to it which describes the
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spin part of the wavefunction (see Eq: [[Eq:definebasis3]]) which is
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encoded in the BFs as shown below in Eq: [[Eq:definebasis5]].
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#+NAME: Eq:definebasis3
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\begin{equation}
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\ket{^S\Phi_i} = \left\{ \ket{^S\Phi^1_i}, \ket{^S\Phi^2_i}, \dots, \ket{^s\Phi^{\Ncsf}_i} \right\}
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\end{equation}
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#+NAME: Eq:definebasis4
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\begin{equation}
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\mathbf{c}_i = \left\{ c^1_i, c^2_i, \dots, c^{\Ncsf}_i \right\}
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\end{equation}
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Each of the CSFs belonging to the CFG \(\ket{^S\Phi_i}\) have coefficients
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associated to them as shown in Eq: [[Eq:definebasis4]]. Crucially, the bonded functions
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defined in Eq: [[Eq:definebasis5]] are not northogonal to each other.
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#+NAME: Eq:definebasis5
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\begin{equation}
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\ket{^S\phi_k(i,j)} = (a\bar{a})\dots (b\ c) (d (e
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\end{equation}
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$i$ is the index of the CFG and $j$ determines the coupling.
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The bonded functions are made up of products of slater determinants. There are
|
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three types of determinants, first, the closed shell pairs \((a\bar{a})\). Second,
|
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the open-shell singlet pairs \((b\ c)\) which are expanded as
|
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\((b\ c) = \frac{\ket{b\bar{c}}-\ket{\bar{b}c}}{\sqrt{2}}\). Third, the
|
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open-shell SOMOs which are coupled parallel and account for the total spin of the
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wavefunction \((l (m \dots\). They are shown as open brackets.
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** Overlap of the wavefunction
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Once the wavefunction has been expanded in terms of the CSFs, the most fundamental
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operation is to calculate the overlap between two states. The overlap in the
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basis of CSFs is defined as shown in Eq: [[Eq:defineovlp1]].
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#+NAME: Eq:defineovlp1
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\begin{equation}
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\braket{^S\Phi_i|^S\Phi_j} = \sum_{kl} C_i C_j \braket{^S\Psi^k_i|^S\Psi^l_j}
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\end{equation}
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Where the sum is over the CSFs \(k\) and \(l\) corresponding to the \(i\)
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and \(j\) CFGs respectively. The overlap between the CSFs can be expanded in terms
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of the BFs using the definition given in Eq: [[Eq:definebasis2]] and
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Eq: [[Eq:definebasis3]] as given in Eq: [[Eq:defineovlp2]].
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#+NAME: Eq:defineovlp2
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\begin{equation}
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\braket{^S\Phi^k_i|^S\Phi^l_j} = \sum_m \sum_n \left( O^k_{i,m}\right)^{\dagger} \braket{^S\phi_m(i,k)|^S\phi_n(j,l)} O^l_{j,n}
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\end{equation}
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Therefore, the overlap between two CSFs can be expanded in terms of the overlap
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between the constituent BFs. The overlap matrix \(S_{mn}\) is of dimension \(\left( N^k_{N_{BF}} , N^l_{N_{BF}} \right)\).
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The equation shown above (Eq: [[Eq:defineovlp2]]) can be written in marix-form as
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shown below in Eq: [[Eq:defineovlp3]].
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#+NAME: Eq:defineovlp3
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\begin{equation}
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\braket{^S\Phi_i|^S\Phi_j} = \left( C_{i,1} \right)^{\dagger} \mathbf{O}_i\cdot\mathbf{S}_{ij}\cdot\mathbf{O}_j C_{j,1}
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\end{equation}
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Note that the overlap between two CFGs does not depend on the orbital
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labels. It only depends on the number of Singly Occupied Molecular Orbitals
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||||
(SOMOs) therefore it can be pretabulated. Actually, it is possible to
|
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redefine the CSFs in terms of a linear combination of BFs such that
|
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\(S_{ij}\) becomes the identity matrix. In this case, one needs to store the
|
||||
orthogonalization matrix \(\mathbf{\tilde{O}}_i\) which is given by
|
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\(\mathbf{O}_i\cdot S^{1/2}_i\) for a given CFG \(i\). Note that the a CFG
|
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\(i\) is by definition of an orthonormal set of MOs automatically orthogonal
|
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to a CFG \(j\) with a different occupation.
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|
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** Definition of matrix-elements
|
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|
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The matrix-element (ME) evaluation follows a similar logic as the evalulation of
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the overlap. However, here the metric is the one-, or two-particle operator \(\hat{E}_{pq}\)
|
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or \(\hat{E}_{pq}\hat{E}_{rs}\) as shown in Eq: [[Eq:defineme1]] and Eq: [[Eq:defineme2]].
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#+NAME: Eq:defineme1
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\begin{equation}
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\braket{^S\Phi^k_i|\hat{O}_{pq}|^S\Phi^l_j} = \left( C_{i,1} \right)^{\dagger} \mathbf{O}_i\cdot\mathbf{A}^{pq}_{ij}\cdot\mathbf{O}_j C_{j,1}
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\end{equation}
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#+NAME: Eq:defineme2
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\begin{equation}
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\braket{^S\Phi^k_i|\hat{O}_{pq,rs}|^S\Phi^l_j} = \sum_K \left( C_{i,1} \right)^{\dagger} \mathbf{O}_i\cdot\mathbf{A}^{pq}_{ik}\cdot\mathbf{O}_k \mathbf{O}_k\cdot\mathbf{A}^{rs}_{kj}\cdot\mathbf{O}_j C_{j,1}
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\end{equation}
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Where, \(\hat{O}_{pq}\) and \(hat{O}_{pq,rs}\) represent an arbitrary one-, and
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two-particle operators respectively. Importantly, the one-, and two-particle
|
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matrix-element evaluation can be recast into an effecient matrix multiplication
|
||||
form which is crucial for a fast evaluation of the action of the operators
|
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\(\hat{O}_{pq}\) and \(hat{O}_{pq,rs}\). The matrix \(\mathbf{A}^{pq}_{ij}\) contains
|
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the result of the operation \(\braket{^S\Phi^k_i|\hat{O}_{pq}|^S\Phi^l_j}\) in terms
|
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of BFs and is therefore of size \(NCSF(i) \textit{x} NBF(i)\). In this formulation, the determinant basis is entirely avoided.
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Note that the size and contents of the matrix \(\mathbf{A}^{pq}_{ij}\) depends
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only on the total number of SOMOs and the total spin \(S\), therefore, an optimal
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prototyping scheme can be deviced for a rapid calculaiton of these matrix contractions.
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The resolution of identity (RI) is used to evaluate the two-particle operator since
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this alleviates the necessacity to explicity construct two-particle matrix-elements
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\(\braket{^S\Phi^k_i|\hat{O}_{pq,rs}|^S\Phi^l_j}\) directly.
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** Sigma-vector evaluation
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Once the \(\mathbf{A}^{pq}_{ij}\) matrices have been constructed for the given
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selected list of CFGs, the prototype lists for the \(\mathbf{A}^{pq}_{ij}\) matrices
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can be constructed. Following this, one can proceede to the evaluation of the sigma-vector
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as defined in the Eq [[Eq:definesigma1]].
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#+NAME: Eq:definesigma1
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\begin{equation}
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\sigma = \sum_{pq} \tilde{h}_{pq}\hat{E}_{pq}|\ket{^S\Phi^l_j} + \frac{1}{2}\sum_{pq,rs} g_{pq,rs} \hat{E}_{pq}\hat{E}_{rs}|\ket{^S\Phi^l_j}
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\end{equation}
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The one-electron part of the sigma-vector can be calculated as shown in Eq: [[Eq:defineme1]]
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and the two-electron part can be calculated using the RI as shown in Eq: [[Eq:defineme2]].
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The most expensive part involves the two-particle operator as shown on the RHS of Eq: [[Eq:definesigma1]].
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In this CFG formulation, the cost intensive part of the sigma-vector evaluation has been recast
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into an efficient BLAS matrix multiplication operation. Therefore, this formulation is the most efficient
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albeit at the cost of storing the prototype matrices \(\mathbf{A}^{pq}_{ij}\). However, where the total spin
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is small and the largest number of SOMOs does not exceed 14, the \(\mathbf{A}^{pq}_{ij}\) matrices
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can be stored in memory.
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|
@ -1,213 +0,0 @@
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% Created 2020-12-14 Mon 14:09
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% Intended LaTeX compiler: pdflatex
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\documentclass[11pt]{article}
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\usepackage[utf8]{inputenc}
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\usepackage[T1]{fontenc}
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\usepackage{graphicx}
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\usepackage{grffile}
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\usepackage{longtable}
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\usepackage{wrapfig}
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||||
\usepackage{rotating}
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\usepackage[normalem]{ulem}
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\usepackage{amsmath}
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||||
\usepackage{textcomp}
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||||
\usepackage{amssymb}
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\usepackage{capt-of}
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\usepackage{hyperref}
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\usepackage{minted}
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\usepackage{braket}
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\author{Vijay Gopal Chilkuri (vijay.gopal.c@gmail.com)}
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\date{2020-12-08 Tue 08:27}
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\title{CFG CIPSI}
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\hypersetup{
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pdfauthor={Vijay Gopal Chilkuri (vijay.gopal.c@gmail.com)},
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pdftitle={CFG CIPSI},
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pdfkeywords={},
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pdfsubject={},
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pdfcreator={Emacs 26.3 (Org mode 9.4)},
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pdflang={English}}
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\begin{document}
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\maketitle
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\tableofcontents
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\section{Biblio}
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\label{sec:org471cc15}
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\section{Theoretical background}
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\label{sec:org2af35e7}
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Here we describe the main theoretical background and definitions of the
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Configuration (CFG) based CIPSI algorithm. The outline of the document is as follows.
|
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First, we give some definitions of the CFG many-particle basis follwed by the
|
||||
definitions of the overlap, one-particle, and two-particle matrix-elements. Finally,
|
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an algorithm is presented for the sigma-vector (\(\sigma\)-vector defined later) calculation using
|
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the CFG basis.
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\subsection{Definitinon of CI basis}
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\label{sec:org9ec07e3}
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In CFG based CIPSI, the wavefunction is represented in CFG basis
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as shown in Eq: \ref{eq:orgc760af7}.
|
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\newcommand{\Ncfg}{N_{\text{CFG}}}
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\newcommand{\Ncsf}{N_{\text{CSF}}}
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\newcommand{\Nsomo}{N_{\text{SOMO}}}
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\begin{equation}
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\label{eq:orgc760af7}
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\ket{\Psi} = \sum_{i=1}^{\Ncfg} \sum_{j=1}^{\Ncsf(i)} c_{ij} {^S\ket{\Phi^j_i}}
|
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\end{equation}
|
||||
|
||||
|
||||
where the \(\ket{\Phi^j_i}\) represent Configuration State Functions (CSFs)
|
||||
which are expanded in terms of Bonded functions (BFs) as shown in
|
||||
\ref{eq:org9412d75}.
|
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\begin{equation}
|
||||
\label{eq:org9412d75}
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\ket{\Phi^j_i} = \sum_k O^{\Nsomo(i)}_{kj} \ket{^S\phi_k(i,j)}
|
||||
\end{equation}
|
||||
where the functions \(\ket{^S\phi_k(i,j)}\) represent the BFs for the CFG
|
||||
\(\ket{^S\Phi_i}\).
|
||||
The coefficients \(O^b_{a,k}\) depend only on the number of SOMOs
|
||||
in \(\Phi_i\).
|
||||
|
||||
Each CFG contains a list of CSFs related to it which describes the
|
||||
spin part of the wavefunction (see Eq: \ref{eq:org9a932e6}) which is
|
||||
encoded in the BFs as shown below in Eq: \ref{eq:orgd7ae34a}.
|
||||
|
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|
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\begin{equation}
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\label{eq:org9a932e6}
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\ket{^S\Phi_i} = \left\{ \ket{^S\Phi^1_i}, \ket{^S\Phi^2_i}, \dots, \ket{^s\Phi^{\Ncsf}_i} \right\}
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\end{equation}
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\begin{equation}
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\label{eq:org1d5619f}
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\mathbf{c}_i = \left\{ c^1_i, c^2_i, \dots, c^{\Ncsf}_i \right\}
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\end{equation}
|
||||
|
||||
|
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Each of the CSFs belonging to the CFG \(\ket{^S\Phi_i}\) have coefficients
|
||||
associated to them as shown in Eq: \ref{eq:org1d5619f}. Crucially, the bonded functions
|
||||
defined in Eq: \ref{eq:orgd7ae34a} are not northogonal to each other.
|
||||
|
||||
|
||||
\begin{equation}
|
||||
\label{eq:orgd7ae34a}
|
||||
\ket{^S\phi_k(i,j)} = (a\bar{a})\dots (b\ c) (d (e
|
||||
\end{equation}
|
||||
\(i\) is the index of the CFG and \(j\) determines the coupling.
|
||||
|
||||
|
||||
The bonded functions are made up of products of slater determinants. There are
|
||||
three types of determinants, first, the closed shell pairs \((a\bar{a})\). Second,
|
||||
the open-shell singlet pairs \((b\ c)\) which are expanded as
|
||||
\((b\ c) = \frac{\ket{b\bar{c}}-\ket{\bar{b}c}}{\sqrt{2}}\). Third, the
|
||||
open-shell SOMOs which are coupled parallel and account for the total spin of the
|
||||
wavefunction \((l (m \dots\). They are shown as open brackets.
|
||||
|
||||
\subsection{Overlap of the wavefunction}
|
||||
\label{sec:orgf2a5d5d}
|
||||
|
||||
Once the wavefunction has been expanded in terms of the CSFs, the most fundamental
|
||||
operation is to calculate the overlap between two states. The overlap in the
|
||||
basis of CSFs is defined as shown in Eq: \ref{eq:org48d76cc}.
|
||||
|
||||
|
||||
\begin{equation}
|
||||
\label{eq:org48d76cc}
|
||||
\braket{^S\Phi_i|^S\Phi_j} = \sum_{kl} C_i C_j \braket{^S\Psi^k_i|^S\Psi^l_j}
|
||||
\end{equation}
|
||||
|
||||
|
||||
Where the sum is over the CSFs \(k\) and \(l\) corresponding to the \(i\)
|
||||
and \(j\) CFGs respectively. The overlap between the CSFs can be expanded in terms
|
||||
of the BFs using the definition given in Eq: \ref{eq:org9412d75} and
|
||||
Eq: \ref{eq:org9a932e6} as given in Eq: \ref{eq:orge9a0815}.
|
||||
|
||||
|
||||
\begin{equation}
|
||||
\label{eq:orge9a0815}
|
||||
\braket{^S\Phi^k_i|^S\Phi^l_j} = \sum_m \sum_n \left( O^k_{i,m}\right)^{\dagger} \braket{^S\phi_m(i,k)|^S\phi_n(j,l)} O^l_{j,n}
|
||||
\end{equation}
|
||||
|
||||
|
||||
Therefore, the overlap between two CSFs can be expanded in terms of the overlap
|
||||
between the constituent BFs. The overlap matrix \(S_{mn}\) is of dimension \(\left( N^k_{N_{BF}} , N^l_{N_{BF}} \right)\).
|
||||
The equation shown above (Eq: \ref{eq:orge9a0815}) can be written in marix-form as
|
||||
shown below in Eq: \ref{eq:orgd608801}.
|
||||
|
||||
\begin{equation}
|
||||
\label{eq:orgd608801}
|
||||
\braket{^S\Phi_i|^S\Phi_j} = \left( C_{i,1} \right)^{\dagger} \mathbf{O}_i\cdot\mathbf{S}_{ij}\cdot\mathbf{O}_j C_{j,1}
|
||||
\end{equation}
|
||||
|
||||
|
||||
Note that the overlap between two CFGs does not depend on the orbital
|
||||
labels. It only depends on the number of Singly Occupied Molecular Orbitals
|
||||
(SOMOs) therefore it can be pretabulated. Actually, it is possible to
|
||||
redefine the CSFs in terms of a linear combination of BFs such that
|
||||
\(S_{ij}\) becomes the identity matrix. In this case, one needs to store the
|
||||
orthogonalization matrix \(\mathbf{\tilde{O}}_i\) which is given by
|
||||
\(\mathbf{O}_i\cdot S^{1/2}_i\) for a given CFG \(i\). Note that the a CFG
|
||||
\(i\) is by definition of an orthonormal set of MOs automatically orthogonal
|
||||
to a CFG \(j\) with a different occupation.
|
||||
|
||||
\subsection{Definition of matrix-elements}
|
||||
\label{sec:org4e0679d}
|
||||
|
||||
The matrix-element (ME) evaluation follows a similar logic as the evalulation of
|
||||
the overlap. However, here the metric is the one-, or two-particle operator \(\hat{E}_{pq}\)
|
||||
or \(\hat{E}_{pq}\hat{E}_{rs}\) as shown in Eq: \ref{eq:org68e7cb8} and Eq: \ref{eq:orge4248f3}.
|
||||
|
||||
\begin{equation}
|
||||
\label{eq:org68e7cb8}
|
||||
\braket{^S\Phi^k_i|\hat{O}_{pq}|^S\Phi^l_j} = \left( C_{i,1} \right)^{\dagger} \mathbf{O}_i\cdot\mathbf{A}^{pq}_{ij}\cdot\mathbf{O}_j C_{j,1}
|
||||
\end{equation}
|
||||
|
||||
\begin{equation}
|
||||
\label{eq:orge4248f3}
|
||||
\braket{^S\Phi^k_i|\hat{O}_{pq,rs}|^S\Phi^l_j} = \sum_K \left( C_{i,1} \right)^{\dagger} \mathbf{O}_i\cdot\mathbf{A}^{pq}_{ik}\cdot\mathbf{O}_k \mathbf{O}_k\cdot\mathbf{A}^{rs}_{kj}\cdot\mathbf{O}_j C_{j,1}
|
||||
\end{equation}
|
||||
|
||||
|
||||
Where, \(\hat{O}_{pq}\) and \(hat{O}_{pq,rs}\) represent an arbitrary one-, and
|
||||
two-particle operators respectively. Importantly, the one-, and two-particle
|
||||
matrix-element evaluation can be recast into an effecient matrix multiplication
|
||||
form which is crucial for a fast evaluation of the action of the operators
|
||||
\(\hat{O}_{pq}\) and \(hat{O}_{pq,rs}\). The matrix \(\mathbf{A}^{pq}_{ij}\) contains
|
||||
the result of the operation \(\braket{^S\Phi^k_i|\hat{O}_{pq}|^S\Phi^l_j}\) in terms
|
||||
of BFs and is therefore of size \(NCSF(i) \textit{x} NBF(i)\). In this formulation, the determinant basis is entirely avoided.
|
||||
Note that the size and contents of the matrix \(\mathbf{A}^{pq}_{ij}\) depends
|
||||
only on the total number of SOMOs and the total spin \(S\), therefore, an optimal
|
||||
prototyping scheme can be deviced for a rapid calculaiton of these matrix contractions.
|
||||
The resolution of identity (RI) is used to evaluate the two-particle operator since
|
||||
this alleviates the necessacity to explicity construct two-particle matrix-elements
|
||||
\(\braket{^S\Phi^k_i|\hat{O}_{pq,rs}|^S\Phi^l_j}\) directly.
|
||||
|
||||
\subsection{Sigma-vector evaluation}
|
||||
\label{sec:orge1be4a8}
|
||||
|
||||
Once the \(\mathbf{A}^{pq}_{ij}\) matrices have been constructed for the given
|
||||
selected list of CFGs, the prototype lists for the \(\mathbf{A}^{pq}_{ij}\) matrices
|
||||
can be constructed. Following this, one can proceede to the evaluation of the sigma-vector
|
||||
as defined in the Eq \ref{eq:org3f76f3d}.
|
||||
|
||||
|
||||
\begin{equation}
|
||||
\label{eq:org3f76f3d}
|
||||
\sigma = \sum_{pq} \tilde{h}_{pq}\hat{E}_{pq}|\ket{^S\Phi^l_j} + \frac{1}{2}\sum_{pq,rs} g_{pq,rs} \hat{E}_{pq}\hat{E}_{rs}|\ket{^S\Phi^l_j}
|
||||
\end{equation}
|
||||
|
||||
The one-electron part of the sigma-vector can be calculated as shown in Eq: \ref{eq:org68e7cb8}
|
||||
and the two-electron part can be calculated using the RI as shown in Eq: \ref{eq:orge4248f3}.
|
||||
The most expensive part involves the two-particle operator as shown on the RHS of Eq: \ref{eq:org3f76f3d}.
|
||||
In this CFG formulation, the cost intensive part of the sigma-vector evaluation has been recast
|
||||
into an efficient BLAS matrix multiplication operation. Therefore, this formulation is the most efficient
|
||||
albeit at the cost of storing the prototype matrices \(\mathbf{A}^{pq}_{ij}\). However, where the total spin
|
||||
is small and the largest number of SOMOs does not exceed 14, the \(\mathbf{A}^{pq}_{ij}\) matrices
|
||||
can be stored in memory.
|
||||
\end{document}
|
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Reference in New Issue
Block a user