From 94055a173597d22b65ecb846e1656394aeb41c29 Mon Sep 17 00:00:00 2001 From: Gaurav Harsha Date: Wed, 31 Jul 2024 15:56:44 -0400 Subject: [PATCH 1/2] switch mbtools to new IR grids while also keeping support for old format --- green_mbtools/pesto/ir.py | 71 ++++++++++++++++++++++---- green_mbtools/pesto/mb.py | 47 +++++++++++++---- tests/conftest.py | 3 +- tests/ir_test.py | 28 +++++++++- tests/mbpost_test.py | 2 +- tests/test_data/H2_GF2_new_ir/data.h5 | Bin 0 -> 228200 bytes tests/test_data/ir_grid/1e3_72.h5 | Bin 512280 -> 0 bytes tests/test_data/ir_grid/1e4_new.h5 | Bin 0 -> 1274112 bytes tests/test_data/ir_grid/1e5_136.h5 | Bin 1688312 -> 0 bytes tests/test_data/ir_grid/1e6_168.h5 | Bin 2504888 -> 0 bytes tests/test_data/ir_grid/1e7_202.h5 | Bin 3452312 -> 0 bytes 11 files changed, 128 insertions(+), 23 deletions(-) create mode 100644 tests/test_data/H2_GF2_new_ir/data.h5 delete mode 100755 tests/test_data/ir_grid/1e3_72.h5 create mode 100644 tests/test_data/ir_grid/1e4_new.h5 delete mode 100755 tests/test_data/ir_grid/1e5_136.h5 delete mode 100755 tests/test_data/ir_grid/1e6_168.h5 delete mode 100755 tests/test_data/ir_grid/1e7_202.h5 diff --git a/green_mbtools/pesto/ir.py b/green_mbtools/pesto/ir.py index c9773a8..74b8ddb 100644 --- a/green_mbtools/pesto/ir.py +++ b/green_mbtools/pesto/ir.py @@ -4,14 +4,30 @@ import h5py import os -''' -Fourier transform between imaginary time and Matsubara frequency using -the intermediate representation (IR) -''' - class IR_factory(object): - def __init__(self, beta, ir_file=None): + """ + Fourier transform between imaginary time and Matsubara frequency using + the intermediate representation (IR) grids. + """ + + def __init__(self, beta, ir_file=None, legacy=False): + """Initialize IR basis class for post processing of Green data. + + Parameters + ---------- + beta : float + inverse temperature of the calculation + ir_file : string, required + IR-grid file, by default None + legacy : bool, optional + toggle legacy format for IR grid file, by default False + + Raises + ------ + ValueError + when a valid IR-grid file is not provided + """ if ir_file is None: raise ValueError( @@ -21,8 +37,12 @@ def __init__(self, beta, ir_file=None): self.beta = beta self.ir_file = ir_file + if legacy: + self.read_IR_matrices = legacy_read_IR_matrices + else: + self.read_IR_matrices = new_read_IR_matrices self.tau_mesh, self.wsample, self.Ttc, self.Tcn, \ - self.Tnc, self.Tct = read_IR_matrices( + self.Tnc, self.Tct = self.read_IR_matrices( os.path.abspath(ir_file), self.beta ) self.nts = self.tau_mesh.shape[0] @@ -36,7 +56,7 @@ def update(self, beta=None, ir_file=None): if beta is not None: self.beta = beta self.tau_mesh, self.wsample, self.Ttc, self.Tcn, \ - self.Tnc, self.Tct = read_IR_matrices(self.ir_file, self.beta) + self.Tnc, self.Tct = self.read_IR_matrices(self.ir_file, self.beta) self.nts = self.tau_mesh.shape[0] self.nw = self.wsample.shape[0] @@ -76,7 +96,7 @@ def tauf_to_wb(self, X_t): E.g., P0(tau) -> P0(i Omega). """ - _, wsample_bose, Ttc_b, _, Tnc_b, Tct_b = read_IR_matrices( + _, wsample_bose, Ttc_b, _, Tnc_b, Tct_b = self.read_IR_matrices( os.path.abspath(self.ir_file), self.beta, ptype='bose' ) fir = h5py.File(self.ir_file, 'r') @@ -101,7 +121,7 @@ def wb_to_tauf(self, X_wb): """Transform quantity from bosonic frequency grid to fermionic tau-grid, e.g., P0(i Omega) -> P0(tau) """ - _, wsample_bose, _, Tcn_b, _, _ = read_IR_matrices( + _, wsample_bose, _, Tcn_b, _, _ = self.read_IR_matrices( os.path.abspath(self.ir_file), self.beta, ptype='bose' ) nw_b = len(wsample_bose) @@ -141,7 +161,36 @@ def tau_to_w_other(self, X_t, wsample): return X_w -def read_IR_matrices(ir_path, beta, ptype='fermi'): +def new_read_IR_matrices(ir_path, beta, ptype='fermi'): + ir = h5py.File(ir_path, 'r') + wsample = ir[ptype + "/ngrid"][()] + xsample = ir[ptype + "/xgrid"][()] + + Ttc_minus1 = ir[ptype + "/u1l_neg"][()] + Ttc_tmp = ir[ptype + "/uxl"][()] + Ttc_1 = ir[ptype + "/u1l_pos"][()] + Ttc = np.zeros((Ttc_tmp.shape[0]+2, Ttc_tmp.shape[1])) + Ttc[0], Ttc[1:-1], Ttc[-1] = Ttc_minus1, Ttc_tmp, Ttc_1 + Tnc = ir[ptype + "/uwl"][()] + ir.close() + + if ptype == 'fermi': + zeta = 1 + else: + zeta = 0 + wsample = (2*wsample + zeta) * np.pi / beta + tau_mesh = np.zeros(xsample.shape[0]+2) + tau_mesh[0], tau_mesh[1:-1], tau_mesh[-1] = 0, (xsample+1)*beta/2.0, beta + + Ttc *= np.sqrt(2.0/beta) + Tnc *= np.sqrt(beta) + Tct = np.linalg.inv(Ttc[1:-1]) + Tcn = np.linalg.inv(Tnc) + + return tau_mesh, wsample, Ttc, Tcn, Tnc, Tct + + +def legacy_read_IR_matrices(ir_path, beta, ptype='fermi'): ir = h5py.File(ir_path, 'r') wsample = ir[ptype + "/wsample"][()] xsample = ir[ptype + "/xsample"][()] diff --git a/green_mbtools/pesto/mb.py b/green_mbtools/pesto/mb.py index 29e78dc..b7c3677 100644 --- a/green_mbtools/pesto/mb.py +++ b/green_mbtools/pesto/mb.py @@ -14,7 +14,7 @@ class MB_post(object): """Many-body analysis class""" def __init__( self, fock, sigma=None, mu=None, gtau=None, S=None, kmesh=None, - beta=None, ir_file=None + beta=None, ir_file=None, legacy_ir=False ): """ Initialization """ # Public instance variables @@ -36,6 +36,7 @@ def __init__( self._ir_file = None self._beta = None self._mu = None + self.legacy_ir = legacy_ir """Setup""" if fock.ndim == 4: @@ -114,7 +115,7 @@ def beta(self, value): print("Updated beta = {}".format(value)) self._beta = value if self.ir is None: - self.ir = IR_factory(self.beta, self.ir_file) + self.ir = IR_factory(self.beta, self.ir_file, self.legacy_ir) else: self.ir.update(self.beta, self.ir_file) @@ -132,7 +133,7 @@ def ir_file(self, value): print("Setting up IR grid for {}".format(value)) self._ir_file = value if self.ir is None: - self.ir = IR_factory(self.beta, self.ir_file) + self.ir = IR_factory(self.beta, self.ir_file, self.legacy_ir) else: self.ir.update(self.beta, self.ir_file) self._nts = self.ir.nts @@ -293,13 +294,15 @@ def AC_nevanlinna( ): """ Analytical continuation using Nevanlinna interpolation - :param gtau_orth: imaginary time Green's function in the orthogonal basis, will be obtained from curren self.gtau if None + :param gtau_orth: imaginary time Green's function in the orthogonal + basis, will be obtained from curren self.gtau if None :param n_real: number of real frequency points :param w_min: smallest value on real frequency grid :param w_max: largest value on real frequency grid :param eta: broadening parameter :param outdir: [DEPRECATED] - :return: real frequency grid along with spectral function for a given Green's function + :return: real frequency grid along with spectral function for a given + Green's function """ if gtau_orth is None: gtau_orth = orth.sao_orth( @@ -375,7 +378,28 @@ def to_full_bz(X, conj_list, ir_list, bz_index, k_ind): return Y -def initialize_MB_post(sim_path=None, input_path=None, ir_file=None): +def initialize_MB_post(sim_path, input_path, ir_file, legacy_ir=False): + """Automatically reads the input and sim files, and initializes + a MB_post object for post processing of GREEN data. + + Parameters + ---------- + sim_path : string + results or sim file from the GREEN calculation + input_path : string + input file used in the GREEN calculation + ir_file : string + IR-grid file used in the GREEN calculation + legacy_ir : bool, optional + Toggle old format IR-grid file, by default False + + Returns + ------- + MB_post instance + object that contains information about the input and simulation, + and allows further post processing such as wannier interpolation, + analytic cotninuation, orthogonalization, etc. + """ import h5py f = h5py.File(sim_path, 'r') it = f["iter"][()] @@ -398,15 +422,20 @@ def initialize_MB_post(sim_path=None, input_path=None, ir_file=None): conj_list = f["grid/conj_list"][()] f.close() - """ All k-dependent matrices should lie on a full Monkhorst-Pack grid. """ + """ + All k-dependent matrices should lie on a full Monkhorst-Pack grid. + """ F = to_full_bz(Fr, conj_list, ir_list, index, 1) S = to_full_bz(Sr, conj_list, ir_list, index, 1) Sigma = to_full_bz(Sigmar, conj_list, ir_list, index, 2) G = to_full_bz(Gr, conj_list, ir_list, index, 2) - """ Results from correlated methods """ + """ + Results from correlated methods + """ # Standard way to initialize return MB_post( - fock=F, sigma=Sigma, mu=mu, gtau=G, S=S, beta=beta, ir_file=ir_file + fock=F, sigma=Sigma, mu=mu, gtau=G, S=S, beta=beta, ir_file=ir_file, + legacy_ir=legacy_ir ) diff --git a/tests/conftest.py b/tests/conftest.py index e96e764..9bccc4d 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -52,7 +52,8 @@ def mbo(data_path): # Standard way to initialize mbobj = mb.MB_post( - fock=F, sigma=Sigma, mu=mu, gtau=G, S=S, beta=1000, ir_file=irf + fock=F, sigma=Sigma, mu=mu, gtau=G, S=S, beta=1000, + ir_file=irf, legacy_ir=True ) return mbobj diff --git a/tests/ir_test.py b/tests/ir_test.py index 5d5b918..9b7dd78 100644 --- a/tests/ir_test.py +++ b/tests/ir_test.py @@ -1,11 +1,14 @@ from numpy.linalg import norm +from green_mbtools.pesto.ir import IR_factory +import h5py +import pytest # # Test function for IR-Transform # -def test_ir_transform(mbo): +def test_ir_fourier_transform(mbo): """Transfrom from tau to iw and back. """ @@ -28,3 +31,26 @@ def test_ir_transform(mbo): # Transform back to G_tau gtau2 = my_ir.w_to_tau(G_iw) assert norm(gtau2 - gtau) < 1e-10 + + +def test_new_ir_fourier_transform(data_path): + """Tests 1) initialization of new-format IR grids, and + 2) trnasforms G from tau to iw, and back to tau to check + functionality and accuracy. + """ + + # init IR handler + beta = 100 + ir_file = pytest.test_data_dir + '/ir_grid/1e4_new.h5' + myir = IR_factory(beta, ir_file) + + # load new-format GF2 data + gf2_path = pytest.test_data_dir + '/H2_GF2_new_ir/data.h5' + fdata = h5py.File(gf2_path, 'r') + g_tau = fdata['G_tau'][()] + + # transform + g_iw = myir.tau_to_w(g_tau) + g_tau2 = myir.w_to_tau(g_iw) + + assert norm(g_tau2 - g_tau) < 1e-10 diff --git a/tests/mbpost_test.py b/tests/mbpost_test.py index 672391e..9544e6c 100644 --- a/tests/mbpost_test.py +++ b/tests/mbpost_test.py @@ -16,7 +16,7 @@ def test_initMBpost(mbo, data_path): input_path = data_dir + '/H2_GW/input.h5' ir_path = data_dir + '/ir_grid/1e4_104.h5' mbo_new = mb.initialize_MB_post( - sim_path, input_path, ir_path + sim_path, input_path, ir_path, legacy_ir=True ) # compare G diff --git a/tests/test_data/H2_GF2_new_ir/data.h5 b/tests/test_data/H2_GF2_new_ir/data.h5 new file mode 100644 index 0000000000000000000000000000000000000000..92da6cb8e81f4b2930771ffb9e6cf3cbef31b3ca GIT binary patch literal 228200 zcmeF3c{El3|L;u+ndc!>g)(Jo(tdZ8F|&wBg;GSRP-!qLbBdBkq`8zi@!pOy6iVih zc`WmkGQ>S+?|rm>zk9!H-TUuvU7xi+JnZLlKi+4*-shOkDa=4ekAqE=jgI=p!a~PH z$BlhR``@l!dqlGtv_pI=Xz~ zl3=H`G&R$qr(;+-D1|><{3qqgqf9cj9y_QmIU$ev_Wa z_#fymyZQ%(Ng0O50gl)00gd%{eB8nxWe>yy6NjjI^XSd(jdt^JG8XTfCp4-hz5W9O ziN2R&0IMIRA3!kk@1|3x5%$0|81G+9i#ha2WC`vuwRQwIF+ZmKQI zcahi@t&)BSp8x^`D{?r5{FFTbwsYpBQS-wks$&o1lmYW?+@F8nUTB!&4<>w{q7P5c zQ2apz3l&PSy$rPn+k*a%G`Ow%7r7K~$cYcXv(3LCuF&fW~Zl*Rz;sSb_EL1+e|%a{efDtD+G4 zZu9k@)boXkzx2(z%z_3N<+o9o^h|3rqmS(&5Ja%}4Q2z+zUGeqI!-1(Rkc1C1EhzInIX8zkG%HD;DKXjXzfgT!hb$twA}_ 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