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dmrgpy
dmrgpy-master/examples/entanglement_entropy/entropy_occupation_fermionic/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../../src') import numpy as np from dmrgpy import fermionchain n = 4 # This example shows how compute the entropy between sites (0,1) and # function computing the entropy def get(c01): """Compute entropy""" fc ...
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dmrgpy
dmrgpy-master/examples/entanglement_entropy/entropy_dimer_random/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../../src') import numpy as np from dmrgpy import spinchain n = 2 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain sc = spinchain.Spin_Chain(spins) # create the spin chain from dmrgpy import mps for i i...
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dmrgpy
dmrgpy-master/examples/entanglement_entropy/entropy_transverse_ising/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../../src') import numpy as np from dmrgpy import spinchain def gets(b): n = 30 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain sc = spinchain.Spin_Chain(spins) # create the spin chain h...
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dmrgpy
dmrgpy-master/examples/entanglement_entropy/correlation_entropy/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../../src') import numpy as np from dmrgpy import fermionchain def get(U): n = 6 # number of spinful fermionic sites fc = fermionchain.Fermionic_Chain(n) # create the chain h = 0 for i in range(n-1): # ...
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dmrgpy
dmrgpy-master/examples/entanglement_entropy/entropy_tetramer/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../../src') import numpy as np from dmrgpy import spinchain n = 4 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain # This example shows how compute the entropy between sites (0,1) and # (2,3) of a spin c...
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dmrgpy
dmrgpy-master/examples/entanglement_entropy/entropy_dimer/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../../src') import numpy as np from dmrgpy import spinchain n = 2 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain sc = spinchain.Spin_Chain(spins) # create the spin chain # Heisenberg model h = 0 h = h ...
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dmrgpy
dmrgpy-master/examples/entanglement_entropy/entanglement_entropy_bond/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../../src') import numpy as np from dmrgpy import spinchain n = 10 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain sc = spinchain.Spin_Chain(spins) # create the spin chain h = 0 for i in range(n-1): ...
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dmrgpy
dmrgpy-master/examples/apply_inverse/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain n = 6 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain sc = spinchain.Spin_Chain(spins) # create the spin chain h = 0 for i in range(n-1): h = ...
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dmrgpy
dmrgpy-master/examples/spinless_fermions_static_correlator/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import fermionchain nf = 4 # number of different spinless fermionic orbitals fc = fermionchain.Fermionic_Chain(nf) # create the object C = fc.C # annihilation Cdag = fc.Cdag # c...
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dmrgpy
dmrgpy-master/examples/transverse_ising_model_map/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain n = 40 # number of sites in your chain spins = ["S=1/2" for i in range(n)] # create the sites sc = spinchain.Spin_Chain(spins) # create the chain # now define t...
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dmrgpy
dmrgpy-master/examples/finite_temperature_dynamical_correlator/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain n = 6 # create a random spin chain spins = [np.random.randint(2,5) for i in range(n)] # spin 1/2 heisenberg chain spins = [2 for i in range(n)] # spin 1/2 heisenb...
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dmrgpy
dmrgpy-master/examples/exponential_EV/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain n = 4 # number of sites in your chain spins = ["S=1/2" for i in range(n)] # create the sites sc = spinchain.Spin_Chain(spins) # create the chain Mz = sum(sc.Sz)...
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dmrgpy
dmrgpy-master/examples/magnetization_distribution/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain n = 10 # number of sites in your chain spins = ["S=1/2" for i in range(n)] # create the sites sc = spinchain.Spin_Chain(spins) # create the chain #sc.itensor_ver...
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dmrgpy
dmrgpy-master/examples/hubbard_fluctuations/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import fermionchain n = 10 # number of spinful fermionic sites def get_fc(u): fc = fermionchain.Spinful_Fermionic_Chain(n) # create the chain h = 0 for i in range(n-1): ...
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dmrgpy
dmrgpy-master/examples/hubbard_fluctuations/plot.py
import numpy as np import matplotlib.pyplot as plt m = np.genfromtxt("D_VS_MU.OUT").transpose() x,y = m[0],m[1] from scipy.interpolate import interp1d from scipy.signal import savgol_filter xs = np.linspace(np.min(x),np.max(x),len(x)*10) ys = interp1d(x,y,fill_value=0.0,bounds_error=False)(xs) #ys = savgol_filter(y...
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dmrgpy
dmrgpy-master/examples/mutual_information_long_chain/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain n = 20 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain # This example shows how to compute the mutual information # Heisenberg model sc = spinch...
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dmrgpy
dmrgpy-master/examples/multioperator_density/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np import matplotlib.pyplot as plt from dmrgpy import fermionchain from dmrgpy import multioperator n = 6 fc = fermionchain.Fermionic_Chain(n,spinful=False) # create the chain m = np.matrix(np.r...
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dmrgpy
dmrgpy-master/examples/magnetization_VS_field_parallel/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain # define the function that you want to parallelize # the variables of this function should be internal, i.e. # the variables inside the function have to be defi...
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dmrgpy
dmrgpy-master/examples/heisenberg_12/main.py
# Add the root path of the dmrgpy library import os ; import sys ; sys.path.append(os.getcwd()+'/../../src') import numpy as np from dmrgpy import spinchain n = 30 spins = ["S=1/2" for i in range(n)] # spin 1/2 heisenberg chain sc = spinchain.Spin_Chain(spins) # create the spin chain h = 0 for i in range(n-1): h =...
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dmrgpy
dmrgpy-master/installtk/install3.py
import os # compile Itensor library path = os.path.dirname(os.path.realpath(__file__))+"/../" # main path os.chdir(path+"/src/dmrgpy/mpscpp3/ITensor") import platform if platform.system()=="Linux": # Linux system os.system("cp options.save options.mk") print("Detected Linux system") import cppversion if cppver...
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dmrgpy
dmrgpy-master/installtk/cppversion.py
import os def cppversion(gpp="g++"): """ Return the C++ version """ os.system(gpp+" --version > /tmp/cpp.txt") out = open("/tmp/cpp.txt").read() out = out.split("\n")[0].split() # get the first line out = out[-1] # last one out = out.split(".") out = [int(o) for o in out] return...
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dmrgpy
dmrgpy-master/installtk/install2.py
import os def compile(gpp="g++",check_gpp=True): # compile Itensor library path = os.path.dirname(os.path.realpath(__file__))+"/../" # main path os.chdir(path+"/src/dmrgpy/mpscpp2/ITensor") import platform if platform.system()=="Linux" or platform.system()=="Darwin": # System os.system("cp o...
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dmrgpy
dmrgpy-master/installtk/addpythonpath.py
import os import sys def addpath(): mpath = os.path.dirname(os.path.realpath(__file__)) def get_lp(): for p in sys.path: if "/site-packages" in p: return p print("Path to add the Python library not found") exit() p = get_lp()+"/dmrgpy" # get the path os.system("rm -f...
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dmrgpy
dmrgpy-master/installtk/autoinstallubuntu.py
import os def install(): print("This script will install all the depencies for Ubuntu") print("### It will ask for your sudo password ###") os.system("sudo add-apt-repository ppa:ubuntu-toolchain-r/test -y") os.system("sudo apt-get update -y") os.system("sudo sudo apt-get install g++-6 -y") os.system("sudo...
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dmrgpy
dmrgpy-master/installtk/addsystem.py
#!/usr/bin/python from __future__ import print_function import os # different files for Linux and Mac import platform def addrc(): """ Add program to the .bashrc """ shell = os.environ["SHELL"] if "bash" in shell: shellrc = ".bashrc" elif "zsh" in shell: shellrc = ".zshrc" else: ...
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dmrgpy
dmrgpy-master/installtk/__init__.py
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dmrgpy-master/src/__init__.py
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dmrgpy
dmrgpy-master/src/dmrgpy/cpprun.py
from .manybodychain import dmrgpath import os def run(self): if self.itensor_version in [2,"2","v2","C++","cpp","c","C"]: mpscpp = dmrgpath+"/mpscpp2/mpscpp.x" else: raise self.execute(lambda : os.system(mpscpp+" > status.txt"))
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dmrgpy
dmrgpy-master/src/dmrgpy/inference.py
import numpy as np def points2function(x,y,bounds=None): """Given a set of points for a holomorphic function, derive the continuum function that fullfills the analiticity condition""" raise # this does not work yet yr = y.real # real part yi = y.imag # imaginary part from scipy.signal impor...
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dmrgpy
dmrgpy-master/src/dmrgpy/taskdmrg.py
from __future__ import print_function import numpy as np def setup_task(self,mode="GS",task=dict()): select_task(self,mode=mode) for key in task: self.task[key] = task[key] # additional arguments write_tasks(self) # write the tasks def select_task(self,mode="GS"): """Setup the sweep parameters""" task = ...
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dmrgpy
dmrgpy-master/src/dmrgpy/mps.py
from __future__ import print_function from copy import deepcopy import os import numpy as np from . import entropy from . import multioperator class MPS(): """Object for an MPS""" def __init__(self,MBO=None,name="psi_GS.mps"): # self.sc = sc # many body object # self.sc.wf0 = None # no wavefuncti...
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dmrgpy
dmrgpy-master/src/dmrgpy/kondochain.py
from manybodychain import Many_Body_Hamiltonian class Kondo_Chain_Hamiltonian(Many_Body_Hamiltonian): """Class for fermionic Hamiltonians""" def __init__(self,n): sites = [] for i in range(n): # loop over sites sites.append(1) # append a fermion for i in range(n): # loop ov...
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dmrgpy
dmrgpy-master/src/dmrgpy/writemps.py
import numpy as np from . import funtk from . import ampotk from . import multioperator def write_hamiltonian(self): self.execute(lambda: write_sites(self)) # write the different sites if self.use_ampo_hamiltonian: # use Hamiltonian as an MPO if self.hamiltonian is not None: # Hamiltonian object create...
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dmrgpy
dmrgpy-master/src/dmrgpy/multicorrelator.py
import numpy as np import os def multicorrelator(self,rs=None,es=np.linspace(0.0,4.0,100),**kwargs): """Compute the dynamical corraltor at different energies""" if rs is None: rs = [[i,0] for i in range(self.ns)] # initialize rs = np.array(rs) # to array and transpose ds = [] # empty list with total D...
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dmrgpy
dmrgpy-master/src/dmrgpy/simplechains.py
from . import spinchain import numpy as np from dmrgpy.pychain import rlc from dmrgpy.pychain import dmrg as classicdmrg # this is a wrapper to compute simple spin chains class SSC(): def __init__(self,s=0.5,n=10,b=[0.,0.,0.],J=[1.,1.,1.]): spins = [int(2*s)+1 for i in range(n)] self.sc = spinchai...
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dmrgpy
dmrgpy-master/src/dmrgpy/manybodychain.py
from __future__ import print_function import numpy as np import os from . import mps from . import timedependent from . import groundstate from . import operatornames from . import correlator from . import densitymatrix from . import taskdmrg from . import dynamics from . import funtk from . import vev from . import mp...
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dmrgpy
dmrgpy-master/src/dmrgpy/kpmdmrg.py
from __future__ import print_function import numpy as np from . import multioperator from . import operatornames from .algebra import kpm def get_moments_dmrg(self,n=1000): """Get the moments with DMRG""" self.setup_task("dos",task={"nkpm":str(n)}) self.write_hamiltonian() # write the Hamiltonian to a file sel...
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dmrgpy
dmrgpy-master/src/dmrgpy/funtk.py
# toolkit to deal with functions and matrices import numpy as np def fun2list(f,n): """ Transforma function into a list, where the first two entries are the indexes and the next one is the coupling """ if f is None: return [] # empty list out = [] # empty list for i in range(n): for ...
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dmrgpy-master/src/dmrgpy/effectivehamiltonian.py
import numpy as np import scipy.linalg as lg #def get_effective_hamiltonian(self,**kwargs): # """Return an effective Hamiltonian""" # n = self.ns # number of sites # pairs = [] # for i in range(n): # loop # for j in range(n): # loop # pairs.append([i,j]) # store # cs = self.get_correl...
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dmrgpy
dmrgpy-master/src/dmrgpy/dos.py
import numpy as np from .algebra.kpm import generate_profile # library to compute the DOS def get_moments_dos_dmrg(self,delta=1e-1): """Get the moments with DMRG""" task= { "dos":"true", "kpmmaxm":str(self.kpmmaxm), "kpm_scale":str(self.kpm_scale), "kpm_n_sca...
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dmrgpy
dmrgpy-master/src/dmrgpy/densitymatrix.py
# routines to compute density matrices from . import taskdmrg import numpy as np def reduced_dm(self,i=0): """ Compute the reduced density matrix """ self.get_gs() # compute ground state task = {"density_matrix":"true", "index_i_DM":str(i+1) # "index_j_DM":str(j+1) ...
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dmrgpy
dmrgpy-master/src/dmrgpy/fidelity.py
import numpy as np from .algebra import algebra def get_fidelity(MBO,H0,H1,l=1.0,delta=1e-4, dl = 1e-1,n=2, fmode="derivative",**kwargs): """Given two Hamiltonians H0 and H1, compute the fidelity as a function of lambda. -fmode: mode of the calculation""" MBO = MBO.copy() # copy the object ...
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dmrgpy
dmrgpy-master/src/dmrgpy/parafermionchain.py
from .manybodychain import Many_Body_Chain import numpy as np class Parafermionic_Chain(Many_Body_Chain): """Class for a parafermionic chain""" def __init__(self,n,Z=3): self.Z = Z # type of parafermion self.N = [self.get_operator("N",i) for i in range(n)] self.Sig = [self.get_operator...
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dmrgpy
dmrgpy-master/src/dmrgpy/fermionchain.py
from .manybodychain import Many_Body_Chain import numpy as np import scipy.linalg as lg from .pyfermion import mbfermion from .algebra import algebra from .fermionchaintk import staticcorrelator from .fermionchaintk import hamiltonian from . import funtk from . import gap class Fermionic_Chain(Many_Body_Chain): ""...
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dmrgpy
dmrgpy-master/src/dmrgpy/fermiondos.py
import numpy as np def get_dos(mbc,i=0,n=20,delta=0.1,window=5.): """Compute the DOS using the KPM""" (x1,y1) = mbc.get_dynamical_correlator(i=i,j=i,name="cdc", delta=delta,window=[0.0001,window]) (x2,y2) = mbc.get_dynamical_correlator(i=i,j=i,name="ccd", delta=delta,window=[0.0001...
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dmrgpy
dmrgpy-master/src/dmrgpy/cvm.py
import numpy as np from . import operatornames from . import taskdmrg from . import multioperator def dynamical_correlator(self,es=np.linspace(0.,10.0,100), delta=1e-1,name="XX",i=0,j=0): """ Compute the dynamical correlator using CVM method in DMRG """ if not self.computed_gs: self.get_gs() # ...
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dmrgpy
dmrgpy-master/src/dmrgpy/mode.py
import os from . import taskdmrg dmrgpath = os.path.dirname(os.path.realpath(__file__)) # path for the program mpscpp = dmrgpath+"/mpscpp2/mpscpp.x" # C++ executable def run(self,automatic=False): """ Run the DMRG calculation """ if get_mode(self)=="ED": return # do nothing # executable ...
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dmrgpy-master/src/dmrgpy/topology.py
import numpy as np def berry_phase(f,nk=100): """Compute the Berry phase, requires a function that returns a manybody Hamiltonian""" ks = np.linspace(0.,1.,nk,endpoint=False) # kpoints f(0).get_gs() # first iteration wfs = [] # empty list for k in ks: sc = f(k) # get object sc....
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dmrgpy-master/src/dmrgpy/randommps.py
import numpy as np from . import taskdmrg from .mps import MPS def random_mps_dummy(self,normalize=True): """Generate a random MPS, beware of a complicated statistial distribution""" task = {"random_mps":"true", } self.task = task self.execute( lambda : taskdmrg.write_tasks(self)) # wr...
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dmrgpy
dmrgpy-master/src/dmrgpy/analyticcontinuation.py
import numpy as np def imag2real(zs,us,x=None): """Translate from imaginary axis to real axis""" try: from .padetk import bruteforcepade as pade # from .padetk import taylorpade as pade except: print("Not functional yet") exit() p = pade.fit(zs,us) if x is None: x ...
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dmrgpy
dmrgpy-master/src/dmrgpy/correlator.py
from . import operatornames from . import writemps import numpy as np from . import taskdmrg def get_correlator(self,pairs=[[]],name="SS", apply_hamiltonian=False,**kwargs): """Compute a certain static correlator in the spin chain""" if name=="SS": def getop(i,j): m = self.Sx[i]*s...
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dmrgpy
dmrgpy-master/src/dmrgpy/distribution.py
from .algebra.kpm import generate_profile import numpy as np def get_moments_distribution(self,X=None,num_p=None): """Get the mments with DMRG""" # define the dictionary self.gs_energy() task = { "distribution": "true", "kpmmaxm":str(self.kpmmaxm), "kpm_scale":str(self.kp...
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dmrgpy-master/src/dmrgpy/juliarun.py
# routines to run the code with Julia import os import subprocess dmrgpath = os.path.dirname(os.path.realpath(__file__)) # check the system image sysimage = os.environ["HOME"]+"/.julia/sysimages/sys_itensors.so" if not os.path.isfile(sysimage): print("No ITensors system image found, this may take some time") ...
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dmrgpy-master/src/dmrgpy/mpsalgebra.py
from . import mps import numpy as np def exponential(self,h,wf,mode="DMRG",**kwargs): """Compute the exponential""" if self.mode is not None: mode = self.mode # redefine if mode=="DMRG": if h.is_hermitian(): return exponential_dmrg(self,h,wf,dt=1.0,**kwargs) elif h.is_antiherm...
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dmrgpy-master/src/dmrgpy/spinfermionchain.py
from . import fermionchain class Spin_Fermion_Hamiltonian(fermionchain.Spinful_Fermionic_Hamiltonian): def __init__(self,sites): """Create the sites""" super().__init__(len(sites)) # initialize the Hamiltonian
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dmrgpy-master/src/dmrgpy/parallelslurm_old.py
# this is a special library to launch parallel calculations using slurm import dill as pickle import os pickle.settings['recurse'] = True def pcall(fin,xs,time=80): """Run a parallel calculation with slurm""" n = len(xs) # number of calculations f = lambda x: fin(x) main = "import dill as pickle\nim...
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dmrgpy-master/src/dmrgpy/gap.py
import numpy as np from .excited import gram_smith def sector_gap(self,A,d=1.,lagrange=1.0,info=False): """Compute a gap in a sector that commutes with the Hamiltonian""" mbo = self.copy() # copy the object h0 = mbo.hamiltonian # get the Hamiltonian diff = h0*A - A*h0 # check that it commutes # if n...
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dmrgpy
dmrgpy-master/src/dmrgpy/groundstate.py
from . import mps import numpy as np def best_gs(sc,n=1): """Compute many ground states, and retain only the best one""" wfs = [] # list with GS es = [] # list with energies emin = 1e8 # grund state energy wf0 = None for i in range(n): # loop sc.computed_gs = False # initialize ...
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dmrgpy-master/src/dmrgpy/vev.py
# compute vacuum expectation values using multioperators from . import multioperator import numpy as np def power_vev(self,wf=None,n=4,X=None,**kwargs): """Compute the moments of an operator""" if wf is None: wf = self.get_gs(**kwargs) # ground state wfs = [wf.copy()] # wavefunctions wfi = wf.copy() ...
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dmrgpy-master/src/dmrgpy/filesystem.py
import os import shutil import subprocess from pathlib import Path,PurePath ## this is just a wrapper to several functions to deal with files ## def rmdir(a): """Remove a directory with its contents""" try: shutil.rmtree(a) except: pass mkdir = os.makedirs # create a directory cpdir = shutil.copytree c...
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dmrgpy
dmrgpy-master/src/dmrgpy/excited.py
import numpy as np from . import mps from scipy import linalg as lg def get_excited_states_dmrg(self,n=2,noise=0.0,scale=10.0): """Return excited state energies""" self.get_gs() if self.excited_gram_schmidt: sm = "true" else: sm = "false" task = {"excited":"true", "nexcited":str(n), ...
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dmrgpy-master/src/dmrgpy/parallelslurm.py
# this is a special library to launch parallel calculations using slurm import dill as pickle import os from . import filesystem as fs import signal import subprocess pickle.settings['recurse'] = True def pcall(fin,xs,batch_size=1,**kwargs): """Wrapper to allow for a batch size""" if batch_size==1: ...
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dmrgpy-master/src/dmrgpy/spinchain.py
from .manybodychain import Many_Body_Chain import numpy as np from .dmrgpy2pychain import correlator as correlatorpychain from .algebra import algebra from . import effectivehamiltonian from . import pychainwrapper from . import multioperator class Coupling(): def __init__(self,i,j,g): self.i = i self.j = j ...
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dmrgpy
dmrgpy-master/src/dmrgpy/meanfield.py
# routines to perform mean field calculations import numpy as np def spinchain_meanfield(sc,p=0.0,mix=0.9,m0=None,maxerror=1e-06, mode="default"): """Mean field calculation of a spin chain, p controls the degree of many body correlations""" sc0 = sc.copy() # copy the spin chain object if m0 is...
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dmrgpy-master/src/dmrgpy/applyoperator.py
from . import taskdmrg from . import mps def applyoperator(self,A,wf): """Apply operator to a many body wavefunction""" task = {"applyoperator":"true", "applyoperator_wf0":wf.name, "applyoperator_multioperator":"applyoperator_multioperator.in", "applyoperator_wf1":"applyoper...
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dmrgpy-master/src/dmrgpy/timeevolution.py
import numpy as np from .edtk.edchain import State from .mps import MPS def evolve_WF(h,wf,ts=np.linspace(0.,10.,10),dt=1e-3): """Time evolve a wavefunction""" # if not h.is_hermitian(): raise # only for hermitian Hamiltonians if type(wf)==State: # ED version out = [] for t in ts: ...
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dmrgpy-master/src/dmrgpy/functionfit.py
import numpy as np from scipy.optimize import minimize def fit(f,x0,ntries=10,method="Powell"): """Fit a function several times, and estimate the error""" error = 1e8 x = 0 for i in range(ntries): opt = minimize(f,x0,method=method) # minimize function if f(opt.x)<error: x =...
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dmrgpy-master/src/dmrgpy/wavefunction.py
import numpy as np import os from copy import deepcopy class Wavefunction(): def __init__(self,mode="DMRG",path=None,name=None,v=None): self.mode = mode if mode=="DMRG": if path is None: self.path = os.getcwd()+"/.mpsfolder/" else: self.path = path if name is No...
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dmrgpy-master/src/dmrgpy/pychainwrapper.py
import numpy as np from .kpmdmrg import restrict_interval from .algebra import algebra from .edtk import finitetemperature from . import operatornames from . import multioperator def old2ampo(self): """Transform an old Hamiltonian into the AMPO form""" if self.use_ampo_hamiltonian: return self.hamiltonian ...
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dmrgpy-master/src/dmrgpy/ampotk.py
# routines to use autompo features import numpy as np from . import multioperator def names(i): if i==0: return "Sx" if i==1: return "Sy" if i==2: return "Sz" def exchange2ampo(self): """Return ampo list for exchange""" try: self.Sx except: return 0 h = 0 # initialize S = [self.Sx,self.Sy,self.S...
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dmrgpy-master/src/dmrgpy/dcex.py
import numpy as np from . import operatornames from . import taskdmrg def dynamical_correlator(self,name="XX",i=0,j=0,delta=2e-2, nex=20,es=np.linspace(-1.0,10.0,1000),scale=20.0,**kwargs): """ Compute dynamical correlator with excited states with DMRG """ self.gs_energy() name = operatorna...
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dmrgpy-master/src/dmrgpy/__init__.py
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dmrgpy-master/src/dmrgpy/timedependent.py
from __future__ import print_function from . import operatornames from . import taskdmrg import numpy as np import os from scipy.interpolate import interp1d from . import multioperator from .edtk import timedependent as tded def evolution_DC(self,mode="DMRG",**kwargs): if mode=="DMRG": return evolution_dmrg_DC(...
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dmrgpy-master/src/dmrgpy/multioperator.py
import numbers import types import collections from collections.abc import Iterable import numpy as np # this class allows to define operators of the form # A_0@A_1@.... # for mpscpp.x def isnumber(x): # print(type(x),isinstance(x, numbers.Number)) return isinstance(x, numbers.Number) or np.iscomplex(x) ampo...
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dmrgpy-master/src/dmrgpy/thermal.py
# this library contains routines to perform thermal calculations import numpy as np from .spinchain import Spin_Chain class Thermal_Spin_Chain(): def __init__(self,sites,T=0.1,**kwargs): sitesT = [] for s in sites: sitesT += [s] sitesT += [s] n = len(sites) # numbe...
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dmrgpy-master/src/dmrgpy/dynamics.py
from . import kpmdmrg from . import timedependent from . import cvm from . import dcex def get_dynamical_correlator(self,submode="KPM",**kwargs): self.set_initial_wf(self.wf0) # set the initial wavefunction if not self.is_hermitian(self.hamiltonian): # non Hermitian Hamiltonian from .nonhermitian.dynam...
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dmrgpy-master/src/dmrgpy/operatornames.py
def recognize(name): """ Recognize which correlator you want to compute """ # single operators, for expectation values if name=="X": return "Id","Sx" if name=="Y": return "Id","Sy" if name=="Z": return "Id","Sz" # next cases spins = [] # names for spin correlators for s1 in ["X","Y","Z","+","-"]...
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dmrgpy-master/src/dmrgpy/degeneracy.py
import numpy as np # library to compute degeneracies of eigenstates def gs_degeneracy(self,mode="DMRG",**kwargs): """Compute the degeneracy of the ground state""" if mode=="DMRG": # for DMRG, it depends if self.is_hermitian(self.hamiltonian): # brute force should be ok return gs_degenerac...
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dmrgpy-master/src/dmrgpy/entropy.py
import numpy as np def dynamical_correlator_kpm(self): """Return the entropies of the dynamical correlator""" s = self.execute(lambda: np.genfromtxt("KPM_ENTROPY.OUT")) return s try: from statistics import geometric_mean except: def geometric_mean(x): return np.exp(np.mean(np.log(x))) d...
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dmrgpy-master/src/dmrgpy/extrapolate.py
import numpy as np import scipy.linalg as lg from scipy.stats import linregress from numpy.polynomial.polynomial import polyfit def size_extrapolation(x,y,n=1): """Perform a size extrapolation using a power law Y(X) = A + B/X""" xi = (1./np.array(x)) # inverse # slope, intercept, r_value, p_value, std_...
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dmrgpy
dmrgpy-master/src/dmrgpy/bosonchain.py
import numpy as np import scipy.linalg as lg from .pyfermion import mbfermion from .algebra import algebra from .manybodychain import Many_Body_Chain from .pyboson import boson class Bosonic_Chain(Many_Body_Chain): """Bosonic Hamiltonian""" def __init__(self,n,maxnb=None): if maxnb is None: maxnb = [4 ...
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dmrgpy-master/src/dmrgpy/parallel.py
# routines to call a function in parallel from __future__ import print_function import scipy.linalg as lg from . import algebra import os try: from multiprocess import Pool import multiprocess maxcpu = multiprocess.cpu_count() except: print("Multiprocess not working") def Pool(n=1): # workaround ...
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dmrgpy-master/src/dmrgpy/reconstruct.py
import numpy as np # routines for distribution reconstruction try: from .maxenttk.pymaxent import reconstruct as reconstruct_from_moments except: print("Reconstruction not functional yet") raise def reconstruct_distribution(x,y,bnds=None,delta=1e-3,**kwargs): """Given a certain distribution, reconstruct ...
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dmrgpy-master/src/dmrgpy/entanglement.py
import numpy as np import scipy.linalg as lg from .entropytk.correlationentropy import get_correlation_matrix def get_correlation_entropy_density(self,**kwargs): """Compute the density of spinless correlation entropy""" from . import fermionchain cm = get_correlation_matrix(self,**kwargs) ce,ws = lg.e...
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dmrgpy-master/src/dmrgpy/pyparafermion/parafermion.py
from ..edtk import edchain import numpy as np omega = np.exp(1j*2*np.pi/3) class Parafermion_Chain(edchain.EDchain): """Z3 parafermion chain""" def __init__(self,MBO): n = MBO.ns # number of sites super().__init__() # super initializetion # create all operators Z = MBO.Z # typ...
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dmrgpy-master/src/dmrgpy/pyparafermion/__init__.py
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dmrgpy-master/src/dmrgpy/mpsalgebratk/__init__.py
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dmrgpy-master/src/dmrgpy/mpsalgebratk/trace.py
import numpy as np from ..algebra import algebra def trace(self,A,**kwargs): """Return the full trace of an operator""" return self.toMPO(A,**kwargs).trace() # compute the trace def inverse_trace(self,A,mode="ED",**kwargs): """Return trace of the inverse of an operator""" if mode=="ED": ret...
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dmrgpy-master/src/dmrgpy/entropytk/correlationentropy.py
import numpy as np import scipy.linalg as lg def get_correlation_matrix(self,T=0.,**kwargs): """Compute the correlation matrix of a finite temperature state""" if T==0.: return get_correlation_matrix_zeroT(self,**kwargs) else: return get_correlation_matrix_finiteT(self,T=T,**kwargs) def get_correlatio...
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dmrgpy-master/src/dmrgpy/entropytk/__init__.py
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dmrgpy
dmrgpy-master/src/dmrgpy/dmtk/densitymatrix.py
import numpy as np from ..fermionchain import Fermionic_Chain def dm(self,**kwargs): """Return the density matrix of a wavefunction""" if type(self.MBO)==Fermionic_Chain: # fermionic object return dm_fermionic(self,**kwargs) else: raise # not implemented def dm_fermionic(self,inds=[0]): """C...
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dmrgpy-master/src/dmrgpy/dmtk/__init__.py
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dmrgpy
dmrgpy-master/src/dmrgpy/algebra/kpm.py
# kernel polynomial method libraries from __future__ import print_function,division import scipy.sparse.linalg as lg from scipy.sparse import csc_matrix as csc import numpy.random as rand from scipy.sparse import coo_matrix,csc_matrix,bmat import numpy as np from scipy.signal import hilbert from . import algebra # che...
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dmrgpy-master/src/dmrgpy/algebra/powermethod.py
import numpy as np def power_method_several(self,H,verbose=0,n0=10,ntries=10,shift=0.0, orthogonal=None,unfiltered=False,error=1e-6,**kwargs): """Simple implementation of the power method""" from .arnolditk import random_state from .krylov import gram_smith,gram_smith_single def f(): # functio...
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dmrgpy-master/src/dmrgpy/algebra/kpmextrapolate.py
import numpy as np from numba import jit import scipy.linalg as lg from numpy.polynomial.polynomial import polyfit from statsmodels.tsa.ar_model import AutoReg #from statsmodels.tsa.ar_model import sarimax import warnings from statsmodels.tsa.ar_model import AR from statsmodels.tsa.arima_model import ARIMA #import...
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dmrgpy
dmrgpy-master/src/dmrgpy/algebra/inverse.py
# methods to solve linear equations, purely written in Python # they do not work properly yet import numpy as np # these functions are quite buggy, not functional at the current stage def solve_Ab_cv(A, b,tol=1e-4,nmax=-1): raise # this is buggy x = b.copy() # initialize x as the initial guess A = b.MB...
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dmrgpy-master/src/dmrgpy/algebra/__init__.py
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dmrgpy
dmrgpy-master/src/dmrgpy/algebra/krylov.py
import numpy as np import scipy.linalg as lg def krylov_matrix_representation(H,wfs): """Given a Krylov subspace, return the matrix representation""" accelerate=False nw = len(wfs) # number of wavefunction if nw==0: raise # something wrong mh = np.zeros((nw,nw),dtype=np.complex) # output matrix ...
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dmrgpy-master/src/dmrgpy/algebra/arnolditk.py
import numpy as np import scipy.linalg as lg from . import algebra from . import powermethod # routines to perform iterative diagonalization arnoldimode = "DMRG" # mode of the arnoldi method use_generalized_diagonalize = True # generalized diagonalization use_gs_gen_diag = True # use gram smith (for Krylov in gen...
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dmrgpy-master/src/dmrgpy/algebra/algebra.py
from scipy.sparse import issparse from scipy.sparse import csc_matrix as csc import scipy.linalg as dlg import scipy.sparse.linalg as slg import numpy as np det = dlg.det maxsize = 10000 tol = 1e-7 # tolerancy maxiter = 1e6 # maximum number of iterations def braket_wAw(w,A,wi=None): """ Compute the braket of ...
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