/
graph.jl
198 lines (153 loc) · 4.32 KB
/
graph.jl
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
using MetaGraphs
using LightGraphs
using GraphPlot
using CSV
@testset "Rank reveal correctly decomposes energy row-wise" begin
energy = [[1 2 3]; [0 -1 0]; [1 2 3]]
P, E = rank_reveal(energy, :PE)
@test size(P) == (3, 2)
@test size(E) == (2, 3)
@test P * E ≈ energy
end
@testset "Rank reveal correctly decomposes energy column-wise" begin
energy = [[1, 2, 3] [0, -1, 1] [1, 2, 3]]
E, P = rank_reveal(energy, :EP)
@test size(P) == (2, 3)
@test size(E) == (3, 2)
@test E * P ≈ energy
end
@testset "Lattice graph" begin
m = 4
n = 4
t = 4
β = 1
t = 4
L = n * m * (2 * t)
instance = "$(@__DIR__)/instances/chimera_droplets/$(L)power/001.txt"
ig = ising_graph(instance, L)
update_cells!(
ig,
rule = square_lattice((m, n, 2*t)),
)
@time fg = factor_graph(ig)
@test collect(vertices(fg)) == collect(1:m * n)
@test nv(fg) == m * n
@info "Verifying cluster properties for Lattice" m, n, t
clv = []
cle = []
rank = get_prop(ig, :rank)
for v ∈ vertices(fg)
cl = get_prop(fg, v, :cluster)
push!(clv, keys(cl.vertices))
push!(cle, collect(cl.edges))
for (g, l) ∈ cl.vertices
@test cl.rank[l] == rank[g]
end
end
@test isempty(intersect(clv...))
@test isempty(intersect(cle...))
end
@testset "Factor graph builds on pathological instance" begin
m = 3
n = 4
t = 3
β = 1
L = n * m * t
instance = "$(@__DIR__)/instances/pathological/test_$(m)_$(n)_$(t).txt"
ising = CSV.File(instance, types=[Int, Int, Float64], header=0, comment = "#")
couplings = Dict()
for (i, j, v) ∈ ising
push!(couplings, (i, j) => v)
end
cedges = Dict()
push!(cedges, (1, 2) => [(1, 4), (1, 5), (1, 6)])
push!(cedges, (1, 5) => [(1, 13)])
push!(cedges, (2, 3) => [(4, 7), (5, 7), (6, 8), (6, 9)])
push!(cedges, (2, 6) => [(6, 16), (6, 18), (5, 16)])
push!(cedges, (5, 6) => [(13, 16), (13, 18)])
push!(cedges, (6, 10) => [(18, 28)])
push!(cedges, (10, 11) => [(28, 31), (28, 32), (28, 33), (29, 31), (29, 32), (29, 33), (30, 31), (30, 32), (30, 33)])
cells = Dict()
push!(cells, 1 => [1])
push!(cells, 2 => [4, 5, 6])
push!(cells, 3 => [7, 8, 9])
push!(cells, 4 => [])
push!(cells, 5 => [13])
push!(cells, 6 => [16, 18])
push!(cells, 7 => [])
push!(cells, 8 => [])
push!(cells, 9 => [])
push!(cells, 10 => [28, 29, 30])
push!(cells, 11 => [31, 32, 33])
push!(cells, 12 => [])
d = 2
rank = Dict()
for (c, idx) ∈ cells
if !isempty(idx)
push!(rank, c => fill(d, length(idx)))
end
end
bond_dimensions = [2, 2, 8, 4, 2, 2, 8]
ig = ising_graph(instance, L)
update_cells!(
ig,
rule = square_lattice((m, n, t)),
)
fg = factor_graph(
ig,
energy=energy,
spectrum=full_spectrum,
)
for (bd, e) in zip(bond_dimensions, edges(fg))
pl, en, pr = get_prop(fg, e, :split)
println(e)
println(size(pl), " ", size(en), " ", size(pr))
@test min(size(en)...) == bd
end
for (i, j) ∈ keys(cedges)
pl, en, pr = get_prop(fg, i, j, :split)
base_i = all_states(rank[i])
base_j = all_states(rank[j])
idx_i = enum(cells[i])
idx_j = enum(cells[j])
energy = zeros(prod(rank[i]), prod(rank[j]))
for (ii, σ) ∈ enumerate(base_i)
for (jj, η) ∈ enumerate(base_j)
eij = 0.
for (k, l) ∈ values(cedges[i, j])
kk, ll = enum(cells[i])[k], enum(cells[j])[l]
s, r = σ[idx_i[k]], η[idx_j[l]]
J = couplings[k, l]
eij += s * J * r
end
energy[ii, jj] = eij
end
end
println("Edge ", i, " => ", j)
display(energy)
@test energy ≈ pl * (en * pr)
end
for v ∈ vertices(fg)
cl = get_prop(fg, v, :cluster)
@test issetequal(keys(cl.vertices), cells[v])
for w ∈ neighbors(fg, v)
ed = get_prop(fg, v, w, :edge)
for e in cedges[(v, w)] @test e ∈ Tuple.(ed.edges) end
for e in ed.edges @test Tuple(e) ∈ cedges[(v, w)] end
end
end
end
@testset "Rank reveal correctly decomposes energy row-wise" begin
energy = [[1 2 3]; [0 -1 0]; [1 2 3]]
P, E = rank_reveal(energy, :PE)
@test size(P) == (3, 2)
@test size(E) == (2, 3)
@test P * E ≈ energy
end
@testset "Rank reveal correctly decomposes energy column-wise" begin
energy = [[1, 2, 3] [0, -1, 1] [1, 2, 3]]
E, P = rank_reveal(energy, :EP)
@test size(P) == (2, 3)
@test size(E) == (3, 2)
@test E * P ≈ energy
end