@@ -1,3 +1,4 @@ | |||
*.npy | |||
*.cache | |||
*.pkl | |||
@@ -1,42 +0,0 @@ | |||
import qi | |||
import numpy as np | |||
import tables | |||
from tqdm import tqdm | |||
import itertools as it | |||
def get_krontable(): | |||
table = np.zeros((24,24,4,4), dtype=complex) | |||
for i, j in it.product(range(24), range(24)): | |||
u1 = tables.unitaries[i] | |||
u2 = tables.unitaries[j] | |||
table[i, j, :, :] = np.kron(u1, u2) | |||
return table | |||
def find(bond, c1, c2, z, krontable): | |||
# Figure out the target state | |||
state = qi.bond if bond else qi.nobond | |||
target = qi.cz * krontable[c1, c2] * state | |||
# Choose the sets to search over | |||
s1 = z if c1 in z else xrange(24) | |||
s2 = z if c2 in z else xrange(24) | |||
for bond, c1p, c2p in it.product([0,1], s1, s2): | |||
state = qi.bond if bond else qi.nobond | |||
trial = krontable[c1p, c2p] * state | |||
for phase in range(8): | |||
if np.allclose(target, np.exp(1j * phase * np.pi / 4.) * trial): | |||
return bond, c1p, c2p | |||
raise IndexError | |||
z = [tables.find(u, tables.unitaries) for u in qi.id, qi.px, qi.pz, qi.ph, qi.ph.H] | |||
krontable = get_krontable() | |||
cz_table = np.zeros((2, 24, 24, 3)) | |||
for bond, c1, c2 in tqdm(list(it.product([0,1], range(24), range(24)))): | |||
cz_table[bond, c1, c2] = find(bond, c1, c2, z, krontable) | |||
np.save("cz_table.npy", cz_table) | |||
@@ -0,0 +1,105 @@ | |||
#!/usr/bin/python | |||
# -*- coding: utf-8 -*- | |||
""" | |||
This program generates lookup tables | |||
""" | |||
import qi | |||
import numpy as np | |||
from tqdm import tqdm | |||
from functools import reduce | |||
import itertools as it | |||
DECOMPOSITIONS = ("xxxx", "xx", "zzxx", "zz", "zxx", "z", "zzz", "xxz", | |||
"xzx", "xzxxx", "xzzzx", "xxxzx", "xzz", "zzx", "xxx", "x", | |||
"zzzx", "xxzx", "zx", "zxxx", "xxxz", "xzzz", "xz", "xzxx") | |||
def find_clifford(needle, haystack): | |||
""" Find the index of a given u within a list of unitaries, up to a global phase """ | |||
for i, t in enumerate(haystack): | |||
for phase in range(8): | |||
if np.allclose(t, np.exp(1j * phase * np.pi / 4.) * needle): | |||
return i | |||
raise IndexError | |||
def find_cz(bond, c1, c2, z, krontable): | |||
""" Find the output of a CZ operation """ | |||
# Figure out the target state | |||
state = qi.bond if bond else qi.nobond | |||
target = qi.cz.dot(krontable[c1, c2].dot(state)) | |||
# Choose the sets to search over | |||
s1 = z if c1 in z else xrange(24) | |||
s2 = z if c2 in z else xrange(24) | |||
# Find a match | |||
for bond, c1p, c2p in it.product([0, 1], s1, s2): | |||
state = qi.bond if bond else qi.nobond | |||
trial = krontable[c1p, c2p].dot(state) | |||
for phase in range(8): | |||
if np.allclose(target, np.exp(1j * phase * np.pi / 4.) * trial): | |||
return bond, c1p, c2p | |||
# Didn't find anything - this should never happen | |||
raise IndexError | |||
def compose_u(decomposition): | |||
""" Get the unitary representation of a particular decomposition """ | |||
matrices = ({"x": qi.sqx, "z": qi.msqz}[c] for c in decomposition) | |||
return reduce(np.dot, matrices, np.matrix(np.eye(2, dtype=complex))) | |||
def get_unitaries(decompositions): | |||
""" The Clifford group """ | |||
return [compose_u(d) for d in decompositions] | |||
def hermitian_conjugate(u): | |||
""" Get the hermitian conjugate """ | |||
return np.conjugate(np.transpose(u)) | |||
def get_conjugation_table(unitaries): | |||
""" Construct the conjugation table """ | |||
return np.array([find_clifford(hermitian_conjugate(u), unitaries) for u in unitaries]) | |||
def get_times_table(unitaries): | |||
""" Construct the times-table """ | |||
return np.array([[find_clifford(u.dot(v), unitaries) for v in unitaries] | |||
for u in tqdm(unitaries)]) | |||
def get_krontable(): | |||
""" Cache a table of Kronecker products to speed up a little bit """ | |||
krontable = np.zeros((24, 24, 4, 4), dtype=complex) | |||
for i, j in it.product(range(24), range(24)): | |||
krontable[i, j,:,:] = np.kron(unitaries[i], unitaries[j]) | |||
return krontable | |||
def get_cz_table(unitaries): | |||
""" Compute the lookup table for the CZ (A&B eq. 9) """ | |||
z = (qi.id, qi.px, qi.pz, qi.ph, hermitian_conjugate(qi.ph)) | |||
z = [find_clifford(u, unitaries) for u in z] | |||
krontable = get_krontable() | |||
cz_table = np.zeros((2, 24, 24, 3)) | |||
for bond, c1, c2 in tqdm(list(it.product([0, 1], range(24), range(24)))): | |||
cz_table[bond, c1, c2] = find_cz(bond, c1, c2, z, krontable) | |||
return cz_table | |||
if __name__ == '__main__': | |||
unitaries = get_unitaries(DECOMPOSITIONS) | |||
conjugation_table = get_conjugation_table(unitaries) | |||
times_table = get_times_table(unitaries) | |||
cz_table = get_cz_table(unitaries) | |||
np.save("tables/unitaries.npy", unitaries) | |||
np.save("tables/conjugation_table.npy", conjugation_table) | |||
np.save("tables/times_table.npy", times_table) | |||
np.save("cz_table.npy", cz_table) |
@@ -8,28 +8,32 @@ Exposes a few basic QI operators | |||
import numpy as np | |||
from scipy.linalg import sqrtm | |||
# Operators | |||
id = np.matrix(np.eye(2, dtype=complex)) | |||
px = np.matrix([[0, 1], [1, 0]], dtype=complex) | |||
py = np.matrix([[0, -1j], [1j, 0]], dtype=complex) | |||
pz = np.matrix([[1, 0], [0, -1]], dtype=complex) | |||
ha = np.matrix([[1, 1], [1, -1]], dtype=complex) / np.sqrt(2) | |||
ph = np.matrix([[1, 0], [0, 1j]], dtype=complex) | |||
sqy = sqrtm(1j * py) | |||
msqy = np.matrix(sqrtm(-1j * py)) | |||
sqz = np.matrix(sqrtm(1j * pz)) | |||
msqz = np.matrix(sqrtm(-1j * pz)) | |||
sqx = np.matrix(sqrtm(1j * px)) | |||
msqx = np.matrix(sqrtm(-1j * px)) | |||
paulis = (px, py, pz) | |||
# CZ gate | |||
cz = np.matrix(np.eye(4), dtype=complex) | |||
cz[3,3]=-1 | |||
# States | |||
plus = np.matrix([[1],[1]], dtype=complex) / np.sqrt(2) | |||
bond = cz * np.kron(plus, plus) | |||
nobond = np.kron(plus, plus) | |||
sqy = sqrtm(1j * py) | |||
msqy = sqrtm(-1j * py) | |||
sqz = sqrtm(1j * pz) | |||
msqz = sqrtm(-1j * pz) | |||
sqx = sqrtm(1j * px) | |||
msqx = sqrtm(-1j * px) | |||
paulis = (px, py, pz) | |||
# Labelling stuff | |||
common_us = id, px, py, pz, ha, ph, sqz, msqz, sqy, msqy, sqx, msqx | |||
names = "identity", "px", "py", "pz", "hadamard", "phase", "sqz", "msqz", "sqy", "msqy", "sqx", "msqx" | |||
by_name = dict(zip(names, common_us)) | |||
bond = cz * np.kron(plus, plus) | |||
nobond = np.kron(plus, plus) |
@@ -1,58 +0,0 @@ | |||
""" | |||
Enumerates the 24 elements of the local Clifford group, providing multiplication and conjugation tables | |||
permutations = (id, ha, ph, ha*ph, ha*ph*ha, ha*ph*ha*ph) | |||
signs = (id, px, py, pz) | |||
unitaries = [p*s for p in permutations for s in signs] | |||
""" | |||
import numpy as np | |||
from tqdm import tqdm | |||
import os | |||
from functools import reduce | |||
import cPickle | |||
import qi | |||
# TODO: make this more efficient / shorter | |||
def find(needle, haystack): | |||
""" Find the index of a given u within a list of unitaries, up to a global phase """ | |||
for i, t in enumerate(haystack): | |||
for phase in range(8): | |||
if np.allclose(t, np.exp(1j * phase * np.pi / 4.) * needle): | |||
return i | |||
raise IndexError | |||
def compose_u(decomposition): | |||
""" Get the unitary representation of a particular decomposition """ | |||
us = ({"x": qi.sqx, "z": qi.msqz}[c] for c in decomposition) | |||
return np.matrix(reduce(np.dot, us), dtype=complex) | |||
def name_of(vop): | |||
""" Get the formatted name of a VOP """ | |||
return "%s" % get_name[vop] if vop in get_name else "VOP%d" % vop | |||
def construct_tables(filename="tables.cache"): | |||
""" Constructs / caches multiplication and conjugation tables """ | |||
if os.path.exists(filename): | |||
return cPickle.load(open(filename, "r")) | |||
by_name = {name: find(u, unitaries) for name, u in qi.by_name.items()} | |||
get_name = {v:k for k, v in by_name.items()} | |||
conjugation_table = [find(u.H, unitaries) | |||
for i, u in enumerate(unitaries)] | |||
times_table = [[find(u * v, unitaries) for v in unitaries] | |||
for u in tqdm(unitaries)] | |||
cz_table = None | |||
output = by_name, get_name, conjugation_table, times_table, cz_table | |||
with open(filename, "w") as f: | |||
cPickle.dump(output, f) | |||
return output | |||
decompositions = ("xxxx", "xx", "zzxx", "zz", "zxx", "z", "zzz", "xxz", | |||
"xzx", "xzxxx", "xzzzx", "xxxzx", "xzz", "zzx", "xxx", "x", | |||
"zzzx", "xxzx", "zx", "zxxx", "xxxz", "xzzz", "xz", "xzxx") | |||
unitaries = [compose_u(d) for d in decompositions] | |||
by_name, get_name, conjugation_table, times_table, cz_table = construct_tables() |