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5c61046 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 | # braid_diff.jl β Differentiable Artin Generators on Heavy-Hex
module BraidDiff
using LinearAlgebra
using Random
export BraidWord, braid_to_circuit, gumbel_softmax_braid, markov_loss
export apply_braid_relations
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Types
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
struct BraidWord
generators::Vector{Int}
edge_indices::Vector{Int}
n_strands::Int
end
BraidWord(n_strands::Int) = BraidWord(Int[], Int[], n_strands)
const HERON_EDGES_0 = [
(0, 1), (1, 2),
(0, 3), (1, 3), (1, 4), (2, 4), (2, 5),
(3, 4), (4, 5), (5, 6),
(3, 7), (4, 7), (4, 8), (5, 8), (5, 9), (6, 9),
(7, 8), (8, 9)
]
const HERON_EDGE_INDEX = Dict(edge => i for (i, edge) in enumerate(HERON_EDGES_0))
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Braid Word Operations
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
Base.length(bw::BraidWord) = length(bw.generators)
function Base.:(==)(bw1::BraidWord, bw2::BraidWord)
bw1.generators == bw2.generators && bw1.edge_indices == bw2.edge_indices
end
function Base.hash(bw::BraidWord, h::UInt)
hash(bw.generators, hash(bw.edge_indices, hash(bw.n_strands, h)))
end
function Base.inv(bw::BraidWord)::BraidWord
BraidWord(reverse(-bw.generators), reverse(bw.edge_indices), bw.n_strands)
end
function Base.:*(bw1::BraidWord, bw2::BraidWord)::BraidWord
@assert bw1.n_strands == bw2.n_strands
BraidWord(vcat(bw1.generators, bw2.generators),
vcat(bw1.edge_indices, bw2.edge_indices),
bw1.n_strands)
end
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Braid β Circuit (CX/H sequences on Heron edges)
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
struct BraidCircuitOp
gate::String
qubits::Vector{Int}
params::Vector{Float64}
end
"""
braid_to_circuit_ops(bw::BraidWord, n_qubits::Int) -> Vector{BraidCircuitOp}
Map Artin generators to SWAP/CX sequences on Heron edges.
Ο_i β H(t) Β· CX(c,t) Β· H(t) Β· CX(c,t) Β· H(t)
Ο_iβ»ΒΉ β inverse sequence
"""
function braid_to_circuit_ops(bw::BraidWord, n_qubits::Int)::Vector{BraidCircuitOp}
ops = BraidCircuitOp[]
for (gen, edge_idx) in zip(bw.generators, bw.edge_indices)
if edge_idx > length(HERON_EDGES_0)
continue
end
q1, q2 = HERON_EDGES_0[edge_idx]
if q1 >= n_qubits || q2 >= n_qubits
continue
end
if gen > 0
push!(ops, BraidCircuitOp("H", [q2], Float64[]))
push!(ops, BraidCircuitOp("CX", [q1, q2], Float64[]))
push!(ops, BraidCircuitOp("H", [q2], Float64[]))
push!(ops, BraidCircuitOp("CX", [q1, q2], Float64[]))
push!(ops, BraidCircuitOp("H", [q2], Float64[]))
else
push!(ops, BraidCircuitOp("H", [q2], Float64[]))
push!(ops, BraidCircuitOp("CX", [q2, q1], Float64[]))
push!(ops, BraidCircuitOp("H", [q2], Float64[]))
push!(ops, BraidCircuitOp("CX", [q2, q1], Float64[]))
push!(ops, BraidCircuitOp("H", [q2], Float64[]))
end
end
return ops
end
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Gumbel-Softmax Braid (Differentiable Selection)
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
"""
gumbel_softmax_braid(logits, Ο=1.0)
Differentiable braid generator selection via Gumbel-Softmax.
logits: [n_generators, n_positions]
"""
function gumbel_softmax_braid(logits::Matrix{Float64}, Ο::Float64=1.0)::BraidWord
n_gens, n_pos = size(logits)
generators = Int[]
edge_indices = Int[]
for pos in 1:n_pos
gumbel = -log.(-log.(rand(n_gens) .+ 1e-20) .+ 1e-20)
y = (logits[:, pos] .+ gumbel) ./ Ο
y_max = maximum(y)
probs = exp.(y .- y_max) ./ sum(exp.(y .- y_max))
gen_idx = argmax(probs)
sign = rand() < 0.5 ? 1 : -1
push!(generators, sign * gen_idx)
if gen_idx <= length(HERON_EDGES_0)
edge = HERON_EDGES_0[gen_idx]
push!(edge_indices, HERON_EDGE_INDEX[edge])
else
push!(edge_indices, 1)
end
end
BraidWord(generators, edge_indices, n_gens + 1)
end
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Markov Loss
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function markov_loss(bw::BraidWord, kernel_fidelity::Float64, gate_count::Int;
Ξ»_length::Float64=0.01, Ξ»_gates::Float64=0.001)::Float64
length_penalty = Ξ»_length * length(bw)
gate_penalty = Ξ»_gates * gate_count
return -kernel_fidelity + length_penalty + gate_penalty
end
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
# Braid Group Relations (Artin Presentation)
# βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
function shares_vertex(e1::Int, e2::Int)::Bool
if e1 > length(HERON_EDGES_0) || e2 > length(HERON_EDGES_0)
return false
end
q1a, q1b = HERON_EDGES_0[e1]
q2a, q2b = HERON_EDGES_0[e2]
return q1a == q2a || q1a == q2b || q1b == q2a || q1b == q2b
end
"""
apply_braid_relations(bw::BraidWord)
Apply Artin relations:
1. Ο_i Ο_j = Ο_j Ο_i for |i-j| > 1 (far commutativity)
2. Ο_i Ο_{i+1} Ο_i = Ο_{i+1} Ο_i Ο_{i+1} (braid relation)
"""
function apply_braid_relations(bw::BraidWord)::BraidWord
gens = copy(bw.generators)
edges = copy(bw.edge_indices)
changed = true
while changed
changed = false
i = 1
while i <= length(gens) - 1
e1, e2 = edges[i], edges[i+1]
if !shares_vertex(e1, e2)
gens[i], gens[i+1] = gens[i+1], gens[i]
edges[i], edges[i+1] = edges[i+1], edges[i]
changed = true
i += 1
elseif shares_vertex(e1, e2) && i <= length(gens) - 2
g1, g3 = gens[i], gens[i+2]
e3 = edges[i+2]
if g1 == g3 && e1 == e3
g2 = gens[i+1]
gens[i], gens[i+1], gens[i+2] = g2, g1, g2
edges[i], edges[i+1], edges[i+2] = e2, e1, e2
changed = true
i += 2
else
i += 1
end
else
i += 1
end
end
end
BraidWord(gens, edges, bw.n_strands)
end
end # module BraidDiff
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