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MPSTensor_Class.f90
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MPSTensor_Class.f90
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!
! This file is part of FortranMPS
!
! FortranMPS is free software: you can redistribute it and/or modify
! it under the terms of the GNU General Public License as published by
! the Free Software Foundation, either version 3 of the License, or
! (at your option) any later version.
!
! FortranMPS is distributed in the hope that it will be useful,
! but WITHOUT ANY WARRANTY; without even the implied warranty of
! MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
! GNU General Public License for more details.
!
! You should have received a copy of the GNU General Public License
! along with FortranMPS. If not, see <http://www.gnu.org/licenses/>.
!! This module contains a class of objects with three legs as used by MPS algorithms.
!! One leg is "special", it is the physical leg of the tensor.
!! In notation it is nice to have the spin as the first index, but in the implementation
!! it is the third, as it makes it better for performance (this hasn't been checked, just intuition)
module MPSTensor_Class
use ErrorHandling
use Constants
use Tensor_Class
use Operator_Class
implicit none
! private
public :: new_MPSTensor,LeftCanonize,RightCanonize
public :: MPSTensor_times_matrix, matrix_times_MPSTensor , MPSTensor_times_MPSTensor
!###############################
!##### The class main object
!###############################
type,public,extends(Tensor3) :: MPSTensor
private
contains
procedure,public :: getDRight => DRight_MPSTensor
procedure,public :: getDLeft => DLeft_MPSTensor
procedure,private :: DLeft => DLeft_MPSTensor
procedure,private :: DRight => DRight_MPSTensor
procedure,private :: spin => Spin_MPSTensor
procedure,public :: getMaxBondDimension => Get_MaxBondDimensionMPSTensor
procedure,public :: getSpin => Spin_MPSTensor
procedure,public :: CollapseSpinWithBond => Collapse_Spin_With_Bond_Dimension
procedure,public :: PrintDimensions => Print_MPSTensor_Dimensions
procedure,public :: ApplyOperator => Apply_Operator_To_Spin_Dimension
procedure,public :: SplitSpinDimension => Split_SpinDimension_ToObtainTensor4
procedure,public :: BondTrace => MPSTraceBonds
end type MPSTensor
!###############################
!##### Operators and methods
!###############################
interface new_MPSTensor
module procedure new_MPSTensor_Random,new_MPSTensor_fromMPSTensor, &
& new_MPSTensor_withConstant, new_MPSTensor_with_SplitData, &
& new_MPSTensor_fromTensor3, new_MPSTensor_fromTensor3_Transposed
end interface
interface assignment (=)
module procedure new_MPSTensor_fromAssignment
end interface
interface operator (.times.)
module procedure MPSTensor_times_matrix, matrix_times_MPSTensor, MPSTensor_times_MPSTensor
end interface
interface operator (.xplus.)
module procedure MPSTensor_times_matrix, matrix_times_MPSTensor, MPSTensor_times_MPSTensor
end interface
interface operator (.apply.)
module procedure Apply_Operator_To_Spin_Dimension
end interface
interface MPSLeftProduct
module procedure LeftProductTwoMPS,LeftProductOneMPS
end interface
interface MPSRightProduct
module procedure RightProductTwoMPS,RightProductOneMPS
end interface
interface LeftCanonize
module procedure Left_Canonize_MPSTensor
end interface
interface RightCanonize
module procedure Right_Canonize_MPSTensor
end interface
interface SplitSpinFromBond
module procedure Split_Spin_From_Bond_Dimension
end interface
!######################################################################################
!######################################################################################
!######################################################################################
!######################################################################################
!######################################################################################
!######################################################################################
!######################################################################################
contains
!######################################################################################
!##### Creation operators
!######################################################################################
function new_MPSTensor_Random (spin,DLeft,DRight) result (this)
integer,intent(in) :: spin,DLeft,DRight
type(MPSTensor) :: this
this=new_Tensor(DLeft,DRight,spin)
end function new_MPSTensor_Random
!##################################################################
function new_MPSTensor_with_SplitData (originalDataUP,originalDataDOWN) result (this)
complex(8),intent(in) :: originalDataUP(:,:),originalDataDOWN(:,:)
complex(8),allocatable :: JoinedData(:,:,:)
type(MPSTensor) this
integer :: upDims(2),downDims(2)
upDims=shape(originalDataUP)
downDims=shape(originalDataDOWN)
if (upDims.equalvector.downDims) then
allocate (JoinedData(upDims(1),upDims(2),2))
JoinedData(:,:,1)=originalDataUP
JoinedData(:,:,2)=originalDataDOWN
this=new_Tensor(JoinedData)
else
call ThrowException('new_MPSTensor_with_SplitData','Up and down data have different size',upDims(1)-downDims(2),CriticalError)
endif
end function new_MPSTensor_with_SplitData
!##################################################################
function new_MPSTensor_withConstant (spin,DLeft,DRight,constant) result (this)
integer,intent(in) :: spin,DLeft,DRight
complex(8),intent(in) :: constant
type(MPSTensor) :: this
this=new_Tensor(DLeft,DRight,spin,constant)
end function new_MPSTensor_withConstant
!##################################################################
function new_MPSTensor_fromMPSTensor (tensor) result (this)
class(MPSTensor),intent(in) :: tensor
type(MPSTensor) this
this=new_Tensor(tensor)
end function new_MPSTensor_fromMPSTensor
!##################################################################
subroutine new_MPSTensor_fromAssignment(lhs,rhs)
class(MPSTensor),intent(out) :: lhs
type(MPSTensor),intent(in) :: rhs
lhs=new_Tensor(rhs)
end subroutine new_MPSTensor_fromAssignment
!##################################################################
function new_MPSTensor_fromTensor3 (tensor) result (this)
type(Tensor3),intent(in) :: tensor
type(MPSTensor) this
integer :: dims(3)
this=new_Tensor(tensor)
end function new_MPSTensor_fromTensor3
!##################################################################
function new_MPSTensor_fromTensor3_Transposed (tensor,whichDimIsSpin,whichDimIsLeft,whichDimIsRight) result (this)
type(Tensor3),intent(in) :: tensor
integer, intent(IN) :: whichDimIsSpin,whichDimIsLeft,whichDimIsRight
type(MPSTensor) this
integer :: newDims(3)
newDims(whichDimIsLeft)=1
newDims(whichDimIsRight)=2
newDims(whichDimIsSpin)=3
this=TensorTranspose(tensor,newDims)
end function new_MPSTensor_fromTensor3_Transposed
!##################################################################
!########### Accessor methods
!##################################################################
integer function spin_MPSTensor(this) result(s)
class(MPSTensor),intent(IN) :: this
integer :: dims(3)
if(.not.(this%IsInitialized())) then
call ThrowException('Spin','Tensor not initialized',NoErrorCode,Warning)
return
else
dims=this%GetDimensions()
s=dims(3)
endif
end function spin_MPSTensor
!##################################################################
integer function DLeft_MPSTensor(this) result(DL)
class(MPSTensor),intent(IN) :: this
integer :: dims(3)
if(.not.(this%IsInitialized())) then
call ThrowException('DLeft','Tensor not initialized',NoErrorCode,Warning)
return
else
dims=this%GetDimensions()
DL=dims(1)
endif
end function DLeft_MPSTensor
!##################################################################
integer function DRight_MPSTensor(this) result(DR)
class(MPSTensor),intent(IN) :: this
integer :: dims(3)
if(.not.(this%IsInitialized())) then
call ThrowException('DRight','Tensor not initialized',NoErrorCode,Warning)
return
else
dims=this%GetDimensions()
DR=dims(2)
endif
end function DRight_MPSTensor
integer function Get_MaxBondDimensionMPSTensor(this) result(maxDimension)
class(MPSTensor),intent(IN) :: this
if(.not.(this%IsInitialized())) then
call ThrowException('Get_MaxBondDimensionMPSTensor','Tensor not initialized',NoErrorCode,Warning)
return
else
maxDimension=max(this%DRight(),this%DLeft())
endif
end function Get_MaxBondDimensionMPSTensor
subroutine Print_MPSTensor_Dimensions(this,message)
class(MPSTensor) :: this
character*(*),optional :: message
integer :: dims(3)
if((this%IsInitialized())) then
dims=this%GetDimensions()
if (present(message) ) then
write(*,'(A,", Spin: ",I3,", DLeft: ",I3,", DRight: ",I3)') ,message,dims(3),dims(1),dims(2)
else
write(*,'("Spin: ",I3,", DLeft: ",I3,", DRight: ",I3)') ,dims(3),dims(1),dims(2)
endif
else
call ThrowException('DRight','Tensor not initialized',NoErrorCode,Warning)
return
endif
end subroutine Print_MPSTensor_Dimensions
!##################################################################
!####################### Products by things
!##################################################################
function Apply_Operator_To_Spin_Dimension(this,anOperator) result(aTensor)
class(MPSTensor),intent(IN) :: this
type(MPSTensor) :: aTensor
class(SpinOperator),intent(IN) :: anOperator
integer :: opDims(2),tensorDims(3)
opDims=anOperator%GetDimensions()
if(this%IsInitialized()) then
if(opDims(1).eq.this%spin().and.opDims(2).eq.this%spin()) then
aTensor = new_Tensor(this*anOperator)
else
call ThrowException('Apply_Operator_To_Spin_Dimension','Operator is not of the right size',opDims(1)-opDims(2),CriticalError)
endif
else
call ThrowException('Apply_Operator_To_Spin_Dimension','Tensor not initialized',NoErrorCode,CriticalError)
endif
end function Apply_Operator_To_Spin_Dimension
!##################################################################
function MPSTensor_times_matrix(aTensor,aMatrix) result(theResult)
class(MPSTensor),intent(IN) :: aTensor
class(Tensor2),intent(IN) :: aMatrix
type(MPSTensor) :: theResult
theResult=TensorTranspose( TensorTranspose(aTensor,[1,3,2])*aMatrix , [1,3,2] )
end function MPSTensor_times_matrix
!##################################################################
function matrix_times_MPSTensor(aMatrix,aTensor) result(theResult)
class(MPSTensor),intent(IN) :: aTensor
class(Tensor2),intent(IN) :: aMatrix
type(MPSTensor) :: theResult
theResult=aMatrix*aTensor
end function matrix_times_MPSTensor
!##################################################################
function MPSTensor_times_MPSTensor(tensorA,tensorB) result(theResult)
class(MPSTensor),intent(IN) :: tensorA,tensorB
type(MPSTensor) :: theResult
integer :: newDims(3)
theResult=TensorTranspose( TensorTranspose(tensorA,[1,3,2]).xplus.TensorTranspose(tensorB,[1,3,2]), [1,3,2])
end function MPSTensor_times_MPSTensor
!XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
function MPSTraceBonds(aTensor) result(aVector)
class(MPSTensor),intent(IN) :: aTensor
type(Tensor1) :: aVector
aVector=aTensor%PartialTrace(THIRD)
end function MPSTraceBonds
!XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
function LeftProductTwoMPS(LeftTensor,upMPSTensor,downMPSTensor,ShouldConjugate) result(theResult)
class(MPSTensor),intent(IN) :: upMPSTensor,downMPSTensor
class(Tensor2),intent(IN) :: LeftTensor
integer,intent(IN),optional :: ShouldConjugate
type(Tensor2) :: theResult
If(present(ShouldConjugate).and.ShouldConjugate.eq.NO) then
theResult=CompactLeft(LeftTensor,upMPSTensor,downMPSTensor,THIRD)
else
theResult=CompactLeft(LeftTensor,upMPSTensor,Conjugate(downMPSTensor),THIRD)
endif
end function LeftProductTwoMPS
function LeftProductOneMPS(LeftTensor,anMPSTensor,ShouldConjugate) result(theResult)
class(MPSTensor),intent(IN) :: anMPSTensor
class(Tensor2),intent(IN) :: LeftTensor
integer,intent(IN),optional :: ShouldConjugate
type(Tensor2) :: theResult
If(present(ShouldConjugate).and.ShouldConjugate.eq.NO) then
theResult=CompactLeft(LeftTensor,anMPSTensor,anMPSTensor,THIRD)
else
theResult=CompactLeft(LeftTensor,anMPSTensor,Conjugate(anMPSTensor),THIRD)
endif
end function LeftProductOneMPS
function RightProductTwoMPS(RightTensor,upMPSTensor,downMPSTensor,ShouldConjugate) result(theResult)
class(MPSTensor),intent(IN) :: upMPSTensor,downMPSTensor
class(Tensor2),intent(IN) :: RightTensor
integer,intent(IN),optional :: ShouldConjugate
type(Tensor2) :: theResult
If(present(ShouldConjugate).and.ShouldConjugate.eq.NO) then
theResult=CompactRight(RightTensor,upMPSTensor,downMPSTensor,THIRD)
else
theResult=CompactRight(RightTensor,upMPSTensor,Conjugate(downMPSTensor),THIRD)
endif
end function RightProductTwoMPS
function RightProductOneMPS(RightTensor,anMPSTensor,ShouldConjugate) result(theResult)
class(MPSTensor),intent(IN) :: anMPSTensor
class(Tensor2),intent(IN) :: RightTensor
integer,intent(IN),optional :: ShouldConjugate
type(Tensor2) :: theResult
If(present(ShouldConjugate).and.ShouldConjugate.eq.NO) then
theResult=CompactRight(RightTensor,anMPSTensor,anMPSTensor,THIRD)
else
theResult=CompactRight(RightTensor,anMPSTensor,Conjugate(anMPSTensor),THIRD)
endif
end function RightProductOneMPS
!##################################################################
!##################################################################
!##################################################################
!##################################################################
function Collapse_Spin_With_Bond_Dimension(this,whichDimension) result(collapsedTensor)
class(MPSTensor),intent(IN) :: this
integer,intent(IN) :: whichDimension
type(Tensor2) :: collapsedTensor
if(this%IsInitialized()) then
select case (whichDimension)
case (LEFT)
collapsedTensor=this%JoinIndices(THIRDANDFIRST,SECOND)
case (RIGHT)
collapsedTensor=this%JoinIndices(FIRST,THIRDANDSECOND)
case default
call ThrowException('Collapse_Spin_With_Bond_Dimension','Dimension must be FIRST or SECOND',whichDimension,CriticalError)
end select
else
call ThrowException('Collapse_Spin_With_Bond_Dimension','Tensor not initialized',NoErrorCode,CriticalError)
endif
return
end function Collapse_Spin_With_Bond_Dimension
!##################################################################
function Split_Spin_From_Bond_Dimension(this,whichDimension,spinSize) result(splitTensor)
class(Tensor2),intent(IN) :: this
integer,intent(IN) :: whichDimension(1),spinSize
type(MPSTensor) :: splitTensor
integer :: newDims(3)
if(this%IsInitialized()) then
select case (whichDimension(1))
case (FIRST(1))
splitTensor=TensorTranspose( SplitIndexOf(this,FIRST,spinSize), [3,1,2] )
case (SECOND(1))
splitTensor=TensorTranspose( SplitIndexOf(this,SECOND,spinSize), [1,3,2] )
case default
call ThrowException('Split_Spin_From_Bond_Dimension','Dimension must be FIRST or SECOND',whichDimension(1),CriticalError)
end select
else
call ThrowException('Split_Spin_From_Bond_Dimension','Tensor not initialized',NoErrorCode,CriticalError)
endif
return
end function Split_Spin_From_Bond_Dimension
!##################################################################
function Split_SpinDimension_ToObtainTensor4(this,firstDimension,secondDimension) result(splitTensor)
class(MPSTensor),intent(IN) :: this
integer,intent(IN) :: firstDimension,secondDimension
type(Tensor4) :: splitTensor
if(this%IsInitialized()) then
if (firstDimension*secondDimension.eq.this%spin()) then
splitTensor= this%SplitIndex(THIRD,firstDimension)
else
call ThrowException('Split_SpinDimension_ToObtainTensor4','Requested partition does not match spin dimension', &
& firstDimension*secondDimension-this%spin(),CriticalError)
endif
else
call ThrowException('Split_Spin_From_Bond_Dimension','Tensor not initialized',NoErrorCode,CriticalError)
endif
return
end function Split_SpinDimension_ToObtainTensor4
!##################################################################
!##################################################################
! Right Site Canonization -- Returns the matrix that needs to be multiplied
! to the adjacent site on the RIGHT
!##################################################################
!##################################################################
function Right_Canonize_MPSTensor(this) result(matrix)
class(MPSTensor),intent(INOUT) :: this !
type(Tensor2) :: matrix
type(Tensor2) :: U,Sigma,V,collapsedTensor
integer :: error,newUDims(2),oldDRight
if(.not.this%IsInitialized()) then
call ThrowException('Left_Canonize_MPSTensor','Tensor not initialized',NoErrorCode,CriticalError)
return
endif
collapsedTensor=this%CollapseSpinWithBond(LEFT)
if (WasThereError()) then
call ThrowException('Left_Canonize_MPSTensor','Could not collapse the tensor',NoErrorCode,CriticalError)
return
endif
error=Normal
call SingularValueDecomposition(CollapsedTensor,U,Sigma,V)
if (error.ne.Normal) then
call ThrowException('Left_Canonize_MPSTensor','Could not split the matrix',NoErrorCode,CriticalError)
return
endif
!We need to trim the matrix to get rid of useless dimensions
newUDims=[ this%spin()*this%DLeft(), min(this%spin() * this%DLeft(), this%DRight())]
oldDRight=this%DRight()
this=SplitSpinFromBond( TensorPad(U,newUDims), FIRST, this%spin() )
matrix=TensorPad(sigma*V, [ newUDims(2), oldDRight ] )
end function Right_Canonize_MPSTensor
!##################################################################
!##################################################################
! Left Site Canonization -- Returns the matrix that needs to be multiplied
! to the adjacent site on the LEFT
!##################################################################
!##################################################################
function Left_Canonize_MPSTensor(this) result(matrix)
class(MPSTensor),intent(INOUT) :: this !
type(Tensor2) :: matrix
type(Tensor2) :: U,Sigma,V,collapsedTensor
integer :: error,newVDims(2),oldDLeft
if(.not.this%IsInitialized()) then
call ThrowException('Left_Canonize_MPSTensor','Tensor not initialized',NoErrorCode,CriticalError)
return
endif
collapsedTensor=this%CollapseSpinWithBond(RIGHT)
if (WasThereError()) then
call ThrowException('Left_Canonize_MPSTensor','Could not collapse the tensor',NoErrorCode,CriticalError)
return
endif
error=Normal
call SingularValueDecomposition(CollapsedTensor,U,Sigma,V)
if (error.ne.Normal) then
call ThrowException('Left_Canonize_MPSTensor','Error in SVD',NoErrorCode,CriticalError)
return
endif
newVDims=[ min(this%spin() * this%DRight(), this%DLeft()), this%spin()*this%DRight()]
oldDLeft=this%DLeft()
!matrix is reshaped to fit the product with the tensor on the right
this=SplitSpinFromBond( TensorPad(V,newVDims), SECOND, this%spin() )
!matrix is reshaped to fit the product with the tensor on the right
matrix=TensorPad( U*sigma, [ oldDLeft, newVDims(1) ] )
end function Left_Canonize_MPSTensor
!#######################################################################################
!#######################################################################################
end module MPSTensor_Class