def petersenijk(self, tp='pdf'):
colored = False
size = 'normal'
node = NodeBrush('basic', size=size)
edge = EdgeBrush('---', lw=2.)
label_count = [0]
def assign_label():
label_count[0] += 1
return "%c" % (96 + label_count[0])
with DynamicShow((4, 4), filename='_petersenijk.%s' % tp) as ds:
x = [0, 1]
y = [0, 2]
ys = []
xs = []
for i in range(5):
xi = node >> rotate(x, np.pi / 5 * 2 * i)
yi = node >> rotate(y, np.pi / 5 * 2 * i)
xi.text("%d" % (i + 1))
yi.text("%d" % (i + 6))
xs.append(xi)
ys.append(yi)
c = 'r' if (i == 0 and colored) else 'k'
withcolor(c, edge, (xi, yi)).text(assign_label())
for i in range(5):
c = 'g' if i == 0 else ('b' if i == 4 else 'k')
if not colored: c = 'k'
withcolor(c, edge,
(xs[i], xs[(i + 2) % 5])).text(assign_label())
(edge >> (ys[i], ys[(i + 1) % 5])).text(assign_label())
def visualize_network(network: AcyclicNetwork):
num_layers = len(network.layer_info)
nodes_per_layer = [
(network.layer_info[i + 1][0] - network.layer_info[i][0]) + 1
for i in range(num_layers - 1)
]
nodes_per_layer = [network.layer_info[0][0]] + nodes_per_layer
max_num_nodes = max(nodes_per_layer)
vertical_gap_size = 1.0 / (num_layers + 1)
radius = 5
with DynamicShow((10, 10), 'test.png') as d:
brush = NodeBrush('nn.input', ax=d.ax)
edge_brush = EdgeBrush('-', ax=d.ax, lw=2)
nodes = []
for y in range(num_layers):
for x in range(nodes_per_layer[y]):
horizontal_gap = 1.0 / (nodes_per_layer[y] + 1)
nodes.append(brush >> (
(x + 1) * horizontal_gap, vertical_gap_size * (y + 1)))
conn_idx = 0
for layer in network.layer_info:
_, end_connection_idx = layer
for idx in range(con_idx, end_connection_idx):
from_id, to_id, _ = network.connections[idx]
edge_brush >> (nodes[from_id], nodes[to_id])
con_idx = end_connection_idx
def tebd():
with DynamicShow((4, 4), filename='_contract.png') as ds:
size = 'normal'
mps = NodeBrush('tn.mps', size=size)
# invisible node can be used as a placeholder
invisible = NodeBrush('invisible', ds.ax, size=size)
left = NodeBrush('box', size=(0.3, 1.3), color='#333333')
mpo = NodeBrush('tn.mpo', size=size)
edge = EdgeBrush('---', ds.ax, lw=2.)
l = left >> (0, 1)
dn = mps >> (1.2, 0)
up = mps >> (1.2, 2.0)
o = mpo >> (1.2, 1)
dn_ = invisible >> (2.2, 0)
up_ = invisible >> (2.2, 2.0)
o_ = invisible >> (2.2, 1)
for i, r in enumerate([up, o, dn]):
ei = edge >> (l.pin('right', align=r), r)
ei.text('%d'%(i+1), 'top', fontsize=16)
euo = edge >> (up, o)
edo = edge >> (dn, o)
euo.text(4, 'right', fontsize=16)
edo.text(5, 'right', fontsize=16)
euu = edge >> (up, up_)
eoo = edge >> (o, o_)
edd = edge >> (dn, dn_)
euu.text(6, 'top', fontsize=16)
eoo.text(7, 'top', fontsize=16)
edd.text(8, 'top', fontsize=16)
def _petersen(self, colored, tp='pdf'):
size = 'normal'
node = NodeBrush('basic', size=size)
edge = EdgeBrush('---', lw=2.)
with DynamicShow(
(4, 4),
filename='%spetersen.%s' % ('c' if colored else '', tp)) as ds:
x = [0, 1]
y = [0, 2]
ys = []
xs = []
for i in range(5):
xi = node >> rotate(x, np.pi / 5 * 2 * i)
yi = node >> rotate(y, np.pi / 5 * 2 * i)
xi.text("%d" % (i + 6))
yi.text("%d" % (i + 1))
xs.append(xi)
ys.append(yi)
c = 'r' if (i == 0 and colored) else 'k'
withcolor(c, edge, (xi, yi))
for i in range(5):
c = 'g' if i == 0 else ('b' if i == 3 else 'k')
if not colored: c = 'k'
withcolor(c, edge, (xs[i], xs[(i + 2) % 5]))
edge >> (ys[i], ys[(i + 1) % 5])
def mapping(self, tp="gif"):
with DynamicShow(figsize=(5, 4), filename="mapping.%s" % tp) as ds:
xs = [0, 0, -1, 1, -2, 0, 2.0]
ys = [3, 2, 1, 1, 0, 0, 0.0]
locs = zip(xs, ys)
A, B, C, D, E, F, G = [nbrush >> loc for loc in locs]
for x in ["A", "B", "C", "D", "E", "F", "G"]:
eval("%s.text('%s')" % (x, x))
pairs = [(A, B), (B, C), (B, D), (C, E), (C, F), (D, F), (D, G),
(E, F), (F, G)]
edges = [edge >> pair for pair in pairs]
def share_vertex(pair_i, pair_j):
return (pair_i[0] in pair_j) or (pair_i[1] in pair_j)
enodes = []
def f1():
enodes[:] = [e2v >> e.position for e in edges]
return enodes
def f2():
Ne = len(pairs)
els = []
for i in range(Ne):
for j in range(i + 1, Ne):
if share_vertex(pairs[i], pairs[j]):
els.append(edge2 >> (enodes[i], enodes[j]))
return els
ds.steps = [f1, f2]
def ghz4():
'''4 bit GHZ circuit, applicable on ibmqx4 circuit.'''
num_bit = 4
with DynamicShow((5, 3), '_exact_ghz4_circuit.png') as ds:
handler = QuantumCircuit(num_bit=4, y0=2.)
handler.x += 0.5
handler.gate(_.GATE, 0, 'X')
for i in range(1, num_bit):
handler.gate(_.GATE, i, 'H')
handler.x += 1
handler.gate((_.C, _.NOT), (1, 0))
handler.gate((_.C, _.NOT), (3, 2))
handler.x += 0.7
handler.gate((_.C, _.NOT), (2, 0))
handler.x += 0.7
handler.gate((_.C, _.NOT), (3, 2))
handler.x += 1
for i in range(num_bit):
handler.gate(_.GATE, i, 'H')
handler.x += 1
for i in range(num_bit):
handler.gate(_.MEASURE, i)
handler.edge.style = '='
handler.x += 0.8
for i in range(num_bit):
handler.gate(_.END, i)
# text |0>s
for i in range(num_bit):
plt.text(*handler.get_position(i, x=-0.5), r'$\left\vert0\right\rangle_{Q_%d}$' %
i, va='center', ha='center', fontsize=18)
def qft():
num_bit = 5
with DynamicShow((10, 3.5), '_qft.png') as ds:
handler = QuantumCircuit(num_bit=num_bit, y0=2.)
handler.x += 0.7
for i in range(num_bit):
if i ==1:
context = handler.block(slice(i, num_bit-1), pad_y=0.1, pad_x=0.2)
boxes = context.__enter__()
for k in range(i, num_bit):
if i==k:
handler.gate(_.GATE, i, 'H')
else:
if i ==0 and k==1+2:
context = handler.block(slice(i, k), pad_y=0.1, pad_x = 0.15)
boxes = context.__enter__()
handler.gate((_.C, _.WIDE), (k, i), ['',r'R${}_%d$'%(k-i+1)])
if i ==0 and k==1+2:
context.__exit__(None, None, None)
boxes[0].text("A", "top")
if i==1 and k==num_bit-1:
context.__exit__(None, None, None)
boxes[0].text("B", "top")
handler.x+=1.0
handler.x+=0.2
for i in range(num_bit):
handler.gate(_.END, i)
# text |0>s
for i in range(num_bit):
plt.text(*handler.get_position(i, x=-0.5), r'$\left\vert ?\right\rangle_{Q_%d}$' %
(i+1), va='center', ha='center', fontsize=16)
plt.text(8.5, -3, "Quantum Fourier Transformation circuit of size 5", ha='center')
def plot_net(num_node_list, figsize, filename, fontsize=16):
with DynamicShow(figsize, filename + '.svg') as d: # 隐藏坐标轴
seq_list = draw_feed_forward(d.ax, num_node_list=num_node_list)
for i, layer_nodes in enumerate(seq_list):
[
node.text(r'$a_{%i}^{(%i)}$' % (j, i), 'center', fontsize)
for j, node in enumerate(layer_nodes)
]
def twoqubit():
INIT = NodeBrush("tn.tri", size=0.36, color="none", rotate=np.pi / 6)
PIN = NodeBrush("pin")
handler = QuantumCircuit(num_bit=2, y0=2.)
handler.x -= 0.5
itheta = [0]
def count():
itheta[0] += 1
return itheta[0]
def reset():
handler.edge.lw = 0
handler.gate(INIT, 0, "0", fontsize=12)
handler.edge.lw = 2
def rxgate(i):
handler.gate(_.WIDE, i, r'$R_x^{%d}$' % count(), fontsize=14)
def rzgate(i):
handler.gate(_.WIDE, i, r'$R_z^{%d}$' % count(), fontsize=14)
def cphase():
handler.gate((_.C, _.GATE), (0, 1),
["", r"$\theta^{%d}$" % count()],
fontsize=12)
with DynamicShow((12, 2), 'twoqubit.png') as ds:
depth = 2
for i in range(3):
reset()
if i == 0:
handler.gate(INIT, 1, '0', fontsize=12)
handler.gate(INIT, 0, '0', fontsize=12)
handler.x += 1
#for di in range(depth):
with handler.block(slice(0, 1), pad_x=0.2, pad_y=0.1) as b:
rxgate(0)
rxgate(1)
handler.x += 1.0
rzgate(0)
rzgate(1)
handler.x += 1.0
cphase()
b[0].text(r"$\times d$", "top")
handler.x += 1
handler.gate(_.MEASURE, 0)
if i != 2:
handler.x += 0.7
handler.gate(_.GATE, 0, r'$\circlearrowleft$', fontsize=16)
handler.x += 0.5
else:
handler.gate(_.MEASURE, 1)
def tebd():
# define a grid with grid space dx = 1, and dy = 1.
grid = Grid((1, 1))
# define a set of brushes.
# NodeBrush can place a node at some location, like `node_brush >> (x, y)`,
# and it will return a Node instance.
# EdgeBrush can connect two Nodes (or Pin as a special Node),
# like `edge_brush >> node_a, node_b`, and will return an Edge instance.
size = 'normal'
mps = NodeBrush('tn.mps', size=size)
# invisible node can be used as a placeholder
invisible_mps = NodeBrush('invisible', size=size)
# define a two site mpo, which will occupy 1 column, 0 rows.
mpo21 = NodeBrush('tn.mpo', size=size)
edge = EdgeBrush('-', lw=2.)
with DynamicShow((6, 4), filename='_tebd.png') as ds:
# add a sequence of mps nodes, a store them in a list for future use.
mps_list = []
for i in range(8):
mps_list.append(mps >> grid[i, 0])
mps_list[-1].text(r'$\sigma_%d$' % i, position='bottom')
mps_list.append(invisible_mps >> grid[i + 1, 0])
# add mpo and connect nodes
for layer in range(4):
# set brush color, it will overide theme color!
# You can set brush color to None to restore theme color.
mpo21.color = theme.RED if layer % 2 == 0 else theme.GREEN
mpo_list = []
start = layer % 2
for i, (mps_l, mps_r) in enumerate(
zip(mps_list[start::2], mps_list[start + 1::2])):
# place an two site mpo slightly above the center of two mps nodes
y = mps_l.position[1] + layer + 1
mpo_list.append(
mpo21 >> grid[mps_l.position[0]:mps_r.position[0], y:y])
if layer == 0:
# if this is the first mpo layer, connect mps and newly added mpo.
pin_l = mps_l
pin_r = mps_r
else:
# otherwise, place a pin at the top surface of previous mpo,
# we also require it horizontally aligned to some `mps_l` object.
# pin is a special node, which is zero sized,
# we can use it to connect nodes, add texts.
# if you're about to place some pin at `left` or
# `right` surface of a node,
# align is then intepreted as vertial align.
pin_l = mpo_list_pre[i].pin('top', align=mps_l)
pin_r = mpo_list_pre[i].pin('top', align=mps_r)
if layer < 2:
edge >> (mps_l, mps_r)
edge >> (pin_l, mpo_list[-1].pin('bottom', align=mps_l))
edge >> (pin_r, mpo_list[-1].pin('bottom', align=mps_r))
mpo_list_pre = mpo_list
def grover():
num_bit = 5
niter = 2
_.BOX.size = (0.8, 0.3)
with DynamicShow((10, 3.5), '_grover.png') as ds:
handler = QuantumCircuit(num_bit=num_bit,
y0=2.,
locs=-0.8 * np.arange(num_bit))
handler.x -= 0.8
with handler.block(slice(0, num_bit - 1), pad_x=0.2,
pad_y=0.2) as boxes:
handler.x += 2.0
handler.gate(_.BOX, slice(0, num_bit), '$U$')
handler.x += 0.5
boxes[0].text("A", 'top')
handler.x += 1.5
with handler.block(slice(0, num_bit - 1), pad_x=0.2,
pad_y=0.2) as boxes:
handler.x += 0.5
handler.gate(_.BOX, slice(0, num_bit), r'oracle', fontsize=14)
handler.x += 1.5
with handler.block(slice(0, num_bit - 1), pad_x=0.1,
pad_y=0.1) as bxs:
handler.x += 0.5
handler.gate(_.BOX, slice(0, num_bit), r'$U^\dagger$')
handler.x += 1.5
handler.gate([_.NC] * (num_bit - 1) + [_.WIDE], range(num_bit),
[''] * (num_bit - 1) + ['-Z'])
handler.x += 1.5
handler.gate(_.BOX, slice(0, num_bit), '$U$')
handler.x += 0.5
bxs[0].text('B', 'top')
boxes[0].text('C', 'top')
handler.x += 2.0
for i in range(niter - 1):
handler.gate(_.BOX, slice(0, num_bit), r'oracle', fontsize=14)
handler.x += 2.0
handler.gate(_.BOX, slice(0, num_bit), r'$U^\dagger$')
handler.x += 1.5
handler.gate([_.NC] * (num_bit - 1) + [_.WIDE], range(num_bit),
[''] * (num_bit - 1) + ['-Z'])
handler.x += 1.5
handler.gate(_.BOX, slice(0, num_bit), '$U$')
handler.x += 2.5
handler.x -= 0.8
for i in range(num_bit):
handler.gate(_.END, i)
# text |0>s
for i in range(num_bit):
plt.text(*handler.get_position(i, x=-0.5),
r'$\left\vert 0\right\rangle_{Q_%d}$' % (i + 1),
va='center',
ha='center',
fontsize=16)
plt.text(8.5, -4.2, "Grover Search Circuit", ha='center')
def real_bp():
with DynamicShow((6, 6), '_feed_forward.png') as d: # 隐藏坐标轴
seq_list = draw_feed_forward(d.ax,
num_node_list=[4, 5, 5, 5, 6, 6, 6, 1])
print("!!!")
for i, layer_nodes in enumerate(seq_list):
[
node.text('$z_{%i}^{(%i)}$' % (j, i), 'center', fontsize=16)
for j, node in enumerate(layer_nodes)
]
def origin(self, tp="png"):
with DynamicShow(figsize=(5, 4), filename="origin.%s" % tp) as ds:
xs = [0, 0, -1, 1, -2, 0, 2.0]
ys = [3, 2, 1, 1, 0, 0, 0.0]
locs = zip(xs, ys)
A, B, C, D, E, F, G = [nbrush >> loc for loc in locs]
for x in ["A", "B", "C", "D", "E", "F", "G"]:
eval("%s.text('%s')" % (x, x))
pairs = [(A, B), (B, C), (B, D), (C, E), (C, F), (D, F), (D, G),
(E, F), (F, G)]
edges = [edge >> pair for pair in pairs]
def fourqubit():
nbit = 4
INIT = NodeBrush("tn.tri", size=0.36, color="none", rotate=np.pi / 6)
PIN = NodeBrush("pin")
handler = QuantumCircuit(num_bit=nbit, y0=2.)
handler.x -= 0.5
itheta = [0]
def count():
itheta[0] += 1
return itheta[0]
def reset():
handler.edge.lw = 0
handler.gate(INIT, 0, "0", fontsize=12)
handler.edge.lw = 2
def rxgate(i):
handler.gate(_.WIDE, i, r'$R_x^{%d}$' % count(), fontsize=14)
def rzgate(i):
handler.gate(_.WIDE, i, r'$R_z^{%d}$' % count(), fontsize=14)
def cphase(i, j):
handler.gate((_.C, _.GATE), (i, j),
["", r"$\theta^{%d}$" % count()],
fontsize=12)
with DynamicShow((8, 3), 'fourqubit.png') as ds:
handler.edge.lw = 2
for i in range(nbit):
handler.gate(INIT, i, '0', fontsize=12)
handler.x += 1
for i in range(nbit - 1):
with handler.block(slice(i, nbit - 1), pad_x=0.2, pad_y=0.1) as b:
rxgate(i)
rxgate(nbit - 1)
handler.x += 1.0
rzgate(i)
rzgate(nbit - 1)
handler.x += 1.0
cphase(i, nbit - 1)
b[0].text(r"$\times d$", "top")
handler.x += 1.2
for i in range(nbit):
handler.gate(_.MEASURE, i)
def draw(self, file=None, size=(10, 6)):
"""
Draw the network architecture
Param:
- file: The file where the image will be saved. Default: None
- size: the image size. Default: (10,6)
"""
with DynamicShow(size, filename=file) as d:
num_hidden_layer = len(self.architecture) - 2
token_list = ['\sigma^z'] + [
'y^{(%s)}' % (i + 1) for i in range(num_hidden_layer)
] + ['\psi']
kind_list = ['nn.input'
] + ['nn.hidden'] * num_hidden_layer + ['nn.output']
radius_list = [0.1] + [0.2] * num_hidden_layer + [0.3]
x_list = 1.5 * np.arange(len(self.architecture)) + 1.5
seq_list = []
# Input pins
inputPins = NodeBrush('qc.C', d.ax)
seq_list.append(
node_sequence(inputPins,
self.inputs,
center=(0, 0),
space=(0, 1)))
# Network and connections
for n, kind, radius, y in zip(self.architecture, kind_list,
radius_list, x_list):
b = NodeBrush(kind, d.ax)
seq_list.append(
node_sequence(b, n, center=(y, 0), space=(0, 1)))
for st, et in zip(seq_list[:-1], seq_list[1:]):
connecta2a(st, et, EdgeBrush('-->', d.ax))
# Output pins
outputEdge = EdgeBrush('---', d.ax)
outputPins = NodeBrush('qc.C', d.ax)
seq_list.append(
node_sequence(outputPins,
self.architecture[-1],
center=(x_list[-1] + 1.5, 0),
space=(0, 1)))
connect121(seq_list[-2], seq_list[-1], outputEdge)
def qft():
num_bit = 5
num_bit2 = 3
with DynamicShow((7, 5), '_phaseest.png') as ds:
handler = QuantumCircuit(
num_bit=num_bit + num_bit2,
y0=2.,
locs=-np.append(0.8 * np.arange(num_bit),
0.9 * num_bit + 0.3 * np.arange(num_bit2)))
handler.x += 0.7
with handler.block(slice(0, num_bit - 1), pad_x=0.2,
pad_y=0.2) as boxes:
[handler.gate(_.GATE, i, 'H') for i in range(num_bit)]
boxes[0].text("A", 'top')
handler.x += 1.2
_.BOX.size = (0.4, 0.3)
with handler.block(slice(0, num_bit + num_bit2 - 1),
pad_x=0.2,
pad_y=0.2) as boxes:
for i in range(num_bit):
handler.gate((_.C, _.BOX),
(i, slice(num_bit, num_bit + num_bit2 - 1)),
['', r'$U^{%d}$' % (2**i)])
if i != num_bit - 1:
handler.x += 1.0
boxes[0].text("B", 'top')
handler.x += 0.7
for i in range(num_bit2):
handler.gate(viznet.NodeBrush('pin'), num_bit + i)
handler.x += 0.7
_.BOX.size = (0.6, 0.3)
handler.gate(_.BOX, slice(0, num_bit - 1), r'QFT${}^\dagger$')
handler.x += 1.0
for i in range(num_bit):
handler.gate(_.END, i)
# text |0>s
for i in range(num_bit + num_bit2):
plt.text(*handler.get_position(i, x=-0.5),
r'$\left\vert %s\right\rangle_{Q_%d}$' %
(0 if i < num_bit else '?', i + 1),
va='center',
ha='center',
fontsize=16)
plt.text(3.5, -6, "Quantum Circuit for Phase Estimation", ha='center')
def mera():
with DynamicShow((8, 6), filename='_mera.png') as ds:
initial = base >> (0, 0.001)
pin1 = topc >> (-0.1, dz)
pin2 = topc >> (0.1, dz)
vedge >> (pin1, Pin([-0.1, 0]))
vedge >> (pin2, Pin([0.1, 0]))
nodes = [initial]
for angle, dr, size in zip(
[np.pi, np.pi * 0.9, np.pi * 0.7, 0.4 * np.pi],
[0.9, 1.0, 0.8, 0.8], [0.3, 0.25, 0.2, 0.15]):
nodes = grow(base, nodes, dr=dr, angle=angle, vbar=True, size=size)
grow(leaf,
nodes,
dr=0.6,
angle=0.4 * np.pi,
vbar=False,
size=topc.size)
def blockfocus():
'''illustration of block-focus scheme.'''
num_bit = 6
with DynamicShow((5, 3), '_blockfocus.png') as ds:
handler = QuantumCircuit(num_bit=num_bit)
handler.x += 0.8
handler.gate(_.GATE, 0, 'X')
for i in range(1, num_bit):
handler.gate(_.GATE, i, 'H')
handler.x += 1.2
with handler.block(slice(0, num_bit - 1), pad_x=0.1) as b:
handler.focus([4, 2, 1, 3])
b[0].text('focus', 'top')
handler.x += 1.2
# entangler block
with handler.block(slice(0, 3)) as b:
handler.gate((_.C, _.NOT), (1, 0))
handler.gate((_.C, _.NOT), (3, 2))
handler.x += 0.7
handler.gate((_.C, _.NOT), (2, 0))
handler.x += 0.7
handler.gate((_.C, _.NOT), (3, 2))
b[0].text('entangler', 'top')
handler.x += 1.2
for i in range(num_bit):
handler.gate(_.GATE, i, 'H')
handler.x += 1
for i in range(num_bit):
handler.gate(_.MEASURE, i)
handler.edge.style = '='
handler.x += 0.8
for i in range(num_bit):
handler.gate(_.END, i)
# text |0>s
for i in range(num_bit):
plt.text(-0.5,
-i,
r'$\left\vert0\right\rangle$',
va='center',
ha='center',
fontsize=16)
def test_draw_bm():
'''Draw a Boltzmann Machine'''
num_node_visible = 6
with DynamicShow((5, 4), '_bm.png') as d:
# define brushes
node = NodeBrush('nn.backfed', d.ax, size='normal')
edge = EdgeBrush('---', d.ax)
node_list = add_circled_node_sequence(num_node_visible,
node,
radius=1.0,
offset=(0, 0))
# connect all
for i, nodei in enumerate(node_list):
# add text
nodei.text(r'$\sigma_%d$' % i)
for nodej in node_list:
if nodei is not nodej:
edge >> (nodei, nodej)
def diffcircuit():
'''illustration of block-focus scheme.'''
num_bit = 4
depth = 3
with DynamicShow((10, 4), '_differentiable.png') as ds:
plt.text(5, -4, "Differentiable Circuit of Size 4, depth 2")
handler = QuantumCircuit(num_bit=num_bit)
handler.x += 1.0
with handler.block(slice(0, num_bit - 1), pad_x=0.2, pad_y=0.1) as b:
rot_gate(handler, 1, mask=[0, 1, 1])
b[0].text('Rotation', 'top')
handler.x += 1.0
# entangler block
with handler.block(slice(0, num_bit - 1), pad_x=0, pad_y=0.1) as b:
entangle_gate(handler)
b[0].text('Entangler', 'top')
for i in range(depth - 2):
handler.x += 1.0
rot_gate(handler, 2, mask=[1, 1, 1])
handler.x += 1.0
entangle_gate(handler)
handler.x += 1.0
rot_gate(handler, 3, mask=[1, 1, 0])
handler.x += 1.0
for i in range(num_bit):
handler.gate(_.MEASURE, i)
handler.edge.style = '='
handler.x += 0.8
for i in range(num_bit):
handler.gate(_.END, i)
# text |0>s
for i in range(num_bit):
plt.text(-0.5,
-i,
r'$\left\vert0\right\rangle$',
va='center',
ha='center',
fontsize=16)
def mapped(self, tp="png"):
with DynamicShow(figsize=(5, 4), filename="mapped.%s" % tp) as ds:
xs = [0, 0, -1, 1, -2, 0, 2.0]
ys = [3, 2, 1, 1, 0, 0, 0.0]
locs = zip(xs, ys, "ABCDEFG")
A, B, C, D, E, F, G = locs
pairs = [(A, B), (B, C), (B, D), (C, E), (C, F), (D, F), (D, G),
(E, F), (F, G)]
def share_vertex(pair_i, pair_j):
return (pair_i[0] in pair_j) or (pair_i[1] in pair_j)
enodes = []
def f1():
for p in pairs:
en = e2v >> ((p[0][0] + p[1][0]) / 2,
(p[0][1] + p[1][1]) / 2)
en.text(p[0][2] + p[1][2])
enodes.append(en)
return enodes
def f2():
Ne = len(pairs)
els = []
for i in range(Ne):
for j in range(i + 1, Ne):
if share_vertex(pairs[i], pairs[j]):
els.append(edge2 >> (enodes[i], enodes[j]))
return els
f1()
els = f2()
pdb.set_trace()
for e in els:
e.obj.remove()
def real_bp():
with DynamicShow((3, 3), '_feed_forward.png') as d:
draw_feed_forward(d.ax, num_node_list=[2, 5, 5, 1])
def real_bp():
with DynamicShow((6, 6), '_feed_forward.png') as d:
draw_feed_forward(d.ax, num_node_list=[5, 4, 1])
def plot_ctmrg():
with DynamicShow(figsize=(6, 4), filename="_ctmrg.png") as pl:
grid = Grid(([1.0, 0], [0.5, 0.8]))
box = NodeBrush('box',
size=(0.5, 0.2),
color="#333333",
roundness=0.1,
edgecolor="#333333")
redline = EdgeBrush('-', lw=LW, color="#000000", zorder=100)
blueline = EdgeBrush('-', lw=LW, color="#999999", zorder=-2)
iedge = copy.copy(edge)
iedge.zorder = -1
def ket(isbra=False):
X2 = 2
X1 = 1
Y = 1
E1 = red >> grid[-X1, Y]
E3 = red >> grid[-X1, -Y]
E4 = red >> grid[X1, -Y]
E6 = red >> grid[X1, Y]
E2 = red >> grid[-X2, 0]
E5 = red >> grid[X2, 0]
ES = [E1, E2, E3, E4, E5, E6]
C1 = blue >> grid[-X2, Y]
C2 = blue >> grid[-X2, -Y]
C4 = blue >> grid[X2, Y]
C3 = blue >> grid[X2, -Y]
dYa = 0.3 * (1 if isbra else -1)
bl = copy.copy(grass)
A1 = bl >> grid[-X1, 0] + [0, dYa]
A2 = bl >> grid[X1, 0] + [0, dYa]
QUEUE = [E1, C1, E2, C2, E3, E4, C3, E5, C4, E6]
NQ = 10
for i in range(NQ):
iedge >> (QUEUE[i], QUEUE[(i + 1) % NQ])
eg = redline if isbra else blueline
eg >> (E2, A1)
eg >> (E1, A1)
eg >> (E3, A1)
eg >> (E4, A2)
eg >> (E5, A2)
eg >> (E6, A2)
eg >> (A1, A2)
return A1, A2, ES
A1, A2, ES = ket(True)
A1_, A2_, ES_ = ket()
c = box >> grid[0, 0]
c.text("$\hat{H}$", fontsize=16, color='w')
redline >> (c, A1)
blueline >> (c, A1_)
redline >> (c, A2)
blueline >> (c, A2_)
plt.axis("equal")
plt.axis("off")
plt.tight_layout()
def contract(self, tp="gif"):
steper = NodeBrush("basic")
dbl = EdgeBrush('=', lw=2)
with DynamicShow(figsize=(5, 4), filename="contract.%s" % tp) as ds:
st = steper >> (3, 3)
t = st.text("")
xs = [0, 0, -1, 1, -2, 0, 2.0]
ys = [3, 2, 1, 1, 0, 0, 0.0]
locs = zip(xs, ys)
nds = [nbrush >> loc for loc in locs]
A, B, C, D, E, F, G = nds
for obj, x in zip([A, B, C, D, E, F, G],
["A", "B", "C", "D", "E", "F", "G"]):
obj.text(x)
obj.edges = []
obj.label = x
pairs = [(A, B), (B, C), (B, D), (C, E), (C, F), (D, F), (D, G),
(E, F), (F, G)]
_pairs = [(A, B), (B, C), (B, D), (C, E), (C, F), (D, F), (D, G),
(E, F), (F, G)]
corder = [0, 2, 6, 5, 8, 1, 4, 7, 3]
edges = []
for (ip, pair) in enumerate(pairs):
e = edge >> pair
e.vertices = pair
pair[0].edges.append(ip)
pair[1].edges.append(ip)
edges.append(e)
removed_list = []
sl = []
def update(i):
ip = corder[i]
X, Y = pairs[ip]
_X, _Y = _pairs[ip]
st.objs[-1].remove()
t = st.text(_X.label + _Y.label)
if pairs[ip] in removed_list:
sl[-1].remove()
return
removed_list.append(pairs[ip])
print(X.label, Y.label)
res = edges[ip].remove()
nnode = nbrush >> edges[ip].position
nnode.edges = []
nnode.label = X.label + Y.label
nnode.text(nnode.label)
if i in [3, 5, 7]:
sl.append(selfloop >> nnode.pin("top"))
# special cases
vl = []
for ie in X.edges + Y.edges:
res = edges[ie].remove()
for v in edges[ie].vertices:
if v not in (X, Y):
if v in vl:
#e = dbl >> (v, nnode)
e = next(
filter(lambda e: e.vertices == (v, nnode),
edges))
e.obj.set_linewidth(e.obj.get_linewidth() + 2)
else:
e = edge >> (v, nnode)
nnode.edges.append(ie)
e.vertices = (v, nnode)
edges[ie] = e
print(ie, e.vertices[0].label, e.vertices[1].label)
pairs[ie] = e.vertices
vl.append(v)
try:
v.edges.remove(ie)
except:
pass
X.remove()
Y.remove()
ds.steps = [lambda j=i: update(j) for i in range(len(corder))]
def parseyaml():
with open(os.path.dirname(__file__) + '/circuit.yaml') as f:
datamap = yaml.safe_load(f)
print(datamap)
with DynamicShow(figsize=(6, 6)) as ds:
dict2circuit(datamap)
def test_prodnet2():
with DynamicShow((6, 4), '_prodnet2.png') as d:
draw_prodnet2(d.ax, 6)
def test_prodnet():
with DynamicShow((6, 4), '_prodnet.png') as d: