|
| 1 | +using BraketSimulator, PythonCall, BenchmarkTools |
| 2 | + |
| 3 | +max_qubits(::Val{:noise}) = 5 |
| 4 | +max_qubits(::Val{:pure}) = 10 |
| 5 | + |
| 6 | +gate_operations = pyimport("braket.default_simulator.gate_operations") |
| 7 | +noise_operations = pyimport("braket.default_simulator.noise_operations") |
| 8 | +local_sv = pyimport("braket.default_simulator.state_vector_simulation") |
| 9 | +local_dm = pyimport("braket.default_simulator.density_matrix_simulation") |
| 10 | +qml = pyimport("pennylane") |
| 11 | +np = pyimport("numpy") |
| 12 | +pnp = pyimport("pennylane.numpy") |
| 13 | +suite = BenchmarkGroup() |
| 14 | +suite["gates"] = BenchmarkGroup() |
| 15 | +suite["noise"] = BenchmarkGroup() |
| 16 | +for gate in [ |
| 17 | + "H", |
| 18 | + "X", |
| 19 | + "Y", |
| 20 | + "Z", |
| 21 | + "V", |
| 22 | + "Vi", |
| 23 | + "T", |
| 24 | + "Ti", |
| 25 | + "S", |
| 26 | + "Si", |
| 27 | + "Rx", |
| 28 | + "Ry", |
| 29 | + "Rz", |
| 30 | + "GPi", |
| 31 | + "GPi2", |
| 32 | + "MS", |
| 33 | + "PhaseShift", |
| 34 | + "CNot", |
| 35 | + "CY", |
| 36 | + "CZ", |
| 37 | + "CV", |
| 38 | + "XX", |
| 39 | + "XY", |
| 40 | + "YY", |
| 41 | + "ZZ", |
| 42 | + "ECR", |
| 43 | + "Swap", |
| 44 | + "ISwap", |
| 45 | + "PSwap", |
| 46 | + "CCNot", |
| 47 | + "CSwap", |
| 48 | + "CPhaseShift", |
| 49 | + "CPhaseShift00", |
| 50 | + "CPhaseShift01", |
| 51 | + "CPhaseShift10", |
| 52 | +] |
| 53 | + suite["gates"][gate] = BenchmarkGroup() |
| 54 | +end |
| 55 | +for noise in [ |
| 56 | + "BitFlip", |
| 57 | + "PhaseFlip", |
| 58 | + "Depolarizing", |
| 59 | + "PauliChannel", |
| 60 | + "AmplitudeDamping", |
| 61 | + "GeneralizedAmplitudeDamping", |
| 62 | + "PhaseDamping", |
| 63 | + "TwoQubitDepolarizing", |
| 64 | + "TwoQubitPauliChannel", |
| 65 | + "TwoQubitDephasing", |
| 66 | + "Kraus", |
| 67 | +] |
| 68 | + suite["noise"][noise] = BenchmarkGroup() |
| 69 | +end |
| 70 | +for n_qubits = 4:2:max_qubits(Val(:pure)) |
| 71 | + n_amps = 2^n_qubits |
| 72 | + angle = π / 3.5 |
| 73 | + angle2 = π / 5.2 |
| 74 | + angle3 = π / 0.6 |
| 75 | + for q in 0:0#n_qubits-1 |
| 76 | + for (gate_str, gate, py_gate) in zip( |
| 77 | + ["H", "X", "Y", "Z", "V", "Vi", "T", "Ti", "S", "Si"], |
| 78 | + [BraketSimulator.H(), |
| 79 | + BraketSimulator.X(), |
| 80 | + BraketSimulator.Y(), |
| 81 | + BraketSimulator.Z(), |
| 82 | + BraketSimulator.V(), |
| 83 | + BraketSimulator.Vi(), |
| 84 | + BraketSimulator.T(), |
| 85 | + BraketSimulator.Ti(), |
| 86 | + BraketSimulator.S(), |
| 87 | + BraketSimulator.Si(), |
| 88 | + ], |
| 89 | + [ |
| 90 | + [gate_operations.Hadamard([q])], |
| 91 | + [gate_operations.PauliX([q])], |
| 92 | + [gate_operations.PauliY([q])], |
| 93 | + [gate_operations.PauliZ([q])], |
| 94 | + [gate_operations.V([q])], |
| 95 | + [gate_operations.Vi([q])], |
| 96 | + [gate_operations.T([q])], |
| 97 | + [gate_operations.Ti([q])], |
| 98 | + [gate_operations.S([q])], |
| 99 | + [gate_operations.Si([q])], |
| 100 | + ], |
| 101 | + ) |
| 102 | + suite["gates"][gate_str][(string(n_qubits), string(q), "Julia")] = |
| 103 | + @benchmarkable BraketSimulator.apply_gate!($gate, sv, $q) setup = |
| 104 | + (sv = zeros(ComplexF64, $n_amps)) |
| 105 | + suite["gates"][gate_str][(string(n_qubits), string(q), "BraketSV")] = |
| 106 | + @benchmarkable py_sv.evolve($py_gate) setup = |
| 107 | + (py_sv = local_sv.StateVectorSimulation($n_qubits, 0, 1)) |
| 108 | + end |
| 109 | + for (gate_str, gate, py_gate) in zip( |
| 110 | + ["Rx", "Ry", "Rz", "PhaseShift", "GPi", "GPi2"], |
| 111 | + [BraketSimulator.Rx(angle), |
| 112 | + BraketSimulator.Ry(angle), |
| 113 | + BraketSimulator.Rz(angle), |
| 114 | + BraketSimulator.PhaseShift(angle), |
| 115 | + BraketSimulator.GPi(angle), |
| 116 | + BraketSimulator.GPi2(angle), |
| 117 | + ], |
| 118 | + [ |
| 119 | + gate_operations.RotX([q], angle), |
| 120 | + gate_operations.RotY([q], angle), |
| 121 | + gate_operations.RotZ([q], angle), |
| 122 | + gate_operations.PhaseShift([q], angle), |
| 123 | + gate_operations.GPi([q], angle), |
| 124 | + gate_operations.GPi2([q], angle), |
| 125 | + ], |
| 126 | + ) |
| 127 | + suite["gates"][gate_str][(string(n_qubits), string(q), "Julia")] = |
| 128 | + @benchmarkable BraketSimulator.apply_gate!($gate, sv, $q) setup = |
| 129 | + (sv = zeros(ComplexF64, $n_amps)) |
| 130 | + suite["gates"][gate_str][(string(n_qubits), string(q), "BraketSV")] = |
| 131 | + @benchmarkable py_sv.evolve([$py_gate]) setup = |
| 132 | + (py_sv = local_sv.StateVectorSimulation($n_qubits, 0, 1)) |
| 133 | + end |
| 134 | + # do just one pair rather than setdiff(0:n_qubits-1, q) |
| 135 | + # to avoid redundancies (benchmark results shouldn't depend |
| 136 | + # on input qubits) |
| 137 | + for q2 in [mod(q+1, n_qubits)] |
| 138 | + for (gate_str, gate, py_gate) in zip( |
| 139 | + [ |
| 140 | + "XX", |
| 141 | + "XY", |
| 142 | + "YY", |
| 143 | + "ZZ", |
| 144 | + "CPhaseShift", |
| 145 | + "CPhaseShift00", |
| 146 | + "CPhaseShift10", |
| 147 | + "CPhaseShift01", |
| 148 | + "PSwap", |
| 149 | + "MS", |
| 150 | + ], |
| 151 | + [ |
| 152 | + BraketSimulator.XX(angle), |
| 153 | + BraketSimulator.XY(angle), |
| 154 | + BraketSimulator.YY(angle), |
| 155 | + BraketSimulator.ZZ(angle), |
| 156 | + BraketSimulator.CPhaseShift(angle), |
| 157 | + BraketSimulator.CPhaseShift00(angle), |
| 158 | + BraketSimulator.CPhaseShift10(angle), |
| 159 | + BraketSimulator.CPhaseShift01(angle), |
| 160 | + BraketSimulator.PSwap(angle), |
| 161 | + BraketSimulator.MS(angle, angle2, angle3), |
| 162 | + ], |
| 163 | + [ |
| 164 | + gate_operations.XX([q, q2], angle), |
| 165 | + gate_operations.XY([q, q2], angle), |
| 166 | + gate_operations.YY([q, q2], angle), |
| 167 | + gate_operations.ZZ([q, q2], angle), |
| 168 | + gate_operations.CPhaseShift([q, q2], angle), |
| 169 | + gate_operations.CPhaseShift00([q, q2], angle), |
| 170 | + gate_operations.CPhaseShift10([q, q2], angle), |
| 171 | + gate_operations.CPhaseShift01([q, q2], angle), |
| 172 | + gate_operations.PSwap([q, q2], angle), |
| 173 | + gate_operations.MS([q, q2], angle, angle2, angle3), |
| 174 | + ], |
| 175 | + ) |
| 176 | + suite["gates"][gate_str][(string(n_qubits), string(q), string(q2), "Julia")] = |
| 177 | + @benchmarkable BraketSimulator.apply_gate!($gate, sv, $q, $q2) setup = |
| 178 | + (sv = zeros(ComplexF64, $n_amps)) |
| 179 | + suite["gates"][gate_str][(string(n_qubits), string(q), string(q2), "BraketSV")] = |
| 180 | + @benchmarkable py_sv.evolve([$py_gate]) setup = |
| 181 | + (py_sv = local_sv.StateVectorSimulation($n_qubits, 0, 1)) |
| 182 | + end |
| 183 | + for (gate_str, gate, py_gate) in zip( |
| 184 | + ["CNot", "CY", "CZ", "CV", "Swap", "ISwap", "ECR"], |
| 185 | + [BraketSimulator.CNot(), |
| 186 | + BraketSimulator.CY(), |
| 187 | + BraketSimulator.CZ(), |
| 188 | + BraketSimulator.CV(), |
| 189 | + BraketSimulator.Swap(), |
| 190 | + BraketSimulator.ISwap(), |
| 191 | + BraketSimulator.ECR(), |
| 192 | + ], |
| 193 | + [ |
| 194 | + gate_operations.CX([q, q2]), |
| 195 | + gate_operations.CY([q, q2]), |
| 196 | + gate_operations.CZ([q, q2]), |
| 197 | + gate_operations.CV([q, q2]), |
| 198 | + gate_operations.Swap([q, q2]), |
| 199 | + gate_operations.ISwap([q, q2]), |
| 200 | + gate_operations.ECR([q, q2]), |
| 201 | + ], |
| 202 | + ) |
| 203 | + suite["gates"][gate_str][(string(n_qubits), string(q), string(q2), "Julia")] = |
| 204 | + @benchmarkable BraketSimulator.apply_gate!($gate, sv, $q, $q2) setup = |
| 205 | + (sv = zeros(ComplexF64, $n_amps)) |
| 206 | + suite["gates"][gate_str][(string(n_qubits), string(q), string(q2), "BraketSV")] = |
| 207 | + @benchmarkable py_sv.evolve([$py_gate]) setup = |
| 208 | + (py_sv = local_sv.StateVectorSimulation($n_qubits, 0, 1)) |
| 209 | + end |
| 210 | + # do just one pair rather than setdiff(0:n_qubits - 1, q, q2) |
| 211 | + # to avoid redundancies (benchmark results shouldn't depend |
| 212 | + # on input qubits) |
| 213 | + for q3 in [mod(q+2, n_qubits)] |
| 214 | + for (gate_str, gate, py_gate) in zip( |
| 215 | + ["CCNot", "CSwap"], |
| 216 | + [BraketSimulator.CCNot(), BraketSimulator.CSwap()], |
| 217 | + [gate_operations.CCNot([q, q2, 2]), gate_operations.CSwap([q, q2, 2])], |
| 218 | + ) |
| 219 | + suite["gates"][gate_str][( |
| 220 | + string(n_qubits), |
| 221 | + string(q), |
| 222 | + string(q2), |
| 223 | + string(q3), |
| 224 | + "Julia", |
| 225 | + )] = @benchmarkable BraketSimulator.apply_gate!($gate, sv, $q, $q2, $q3) setup = |
| 226 | + (sv = zeros(ComplexF64, $n_amps)) |
| 227 | + suite["gates"][gate_str][( |
| 228 | + string(n_qubits), |
| 229 | + string(q), |
| 230 | + string(q2), |
| 231 | + string(q3), |
| 232 | + "BraketSV", |
| 233 | + )] = @benchmarkable py_sv.evolve([$py_gate]) setup = |
| 234 | + (py_sv = local_sv.StateVectorSimulation($n_qubits, 0, 1)) |
| 235 | + end |
| 236 | + end |
| 237 | + end |
| 238 | + end |
| 239 | +end |
| 240 | + |
| 241 | +for n_qubits = 2:2:max_qubits(Val(:noise)) |
| 242 | + n_amps = 2^n_qubits |
| 243 | + prob = 0.1 |
| 244 | + gamma = 0.2 |
| 245 | + # do just qubit rather than 0:n_qubits - 1 |
| 246 | + # to avoid redundancies |
| 247 | + for q in 0:0 |
| 248 | + for (noise_str, noise, py_noise) in zip( |
| 249 | + ["BitFlip", "PhaseFlip", "Depolarizing", "AmplitudeDamping", "PhaseDamping"], |
| 250 | + [ |
| 251 | + BraketSimulator.BitFlip(prob), |
| 252 | + BraketSimulator.PhaseFlip(prob), |
| 253 | + BraketSimulator.Depolarizing(prob), |
| 254 | + BraketSimulator.AmplitudeDamping(prob), |
| 255 | + BraketSimulator.PhaseDamping(prob), |
| 256 | + ], |
| 257 | + [ |
| 258 | + noise_operations.BitFlip([q], prob), |
| 259 | + noise_operations.PhaseFlip([q], prob), |
| 260 | + noise_operations.Depolarizing([q], prob), |
| 261 | + noise_operations.AmplitudeDamping([q], prob), |
| 262 | + noise_operations.PhaseDamping([q], prob), |
| 263 | + ], |
| 264 | + ) |
| 265 | + suite["noise"][noise_str][(string(n_qubits), string(q), "Julia")] = |
| 266 | + @benchmarkable BraketSimulator.apply_noise!($noise, dm, $q) setup = |
| 267 | + (dm = zeros(ComplexF64, $n_amps, $n_amps)) |
| 268 | + suite["noise"][noise_str][(string(n_qubits), string(q), "BraketSV")] = |
| 269 | + @benchmarkable py_sv.evolve([$py_noise]) setup = |
| 270 | + (py_sv = local_dm.DensityMatrixSimulation($n_qubits, 0)) |
| 271 | + end |
| 272 | + # do just one pair rather than setdiff(0:n_qubits - 1, q, q2) |
| 273 | + # to avoid redundancies (benchmark results shouldn't depend |
| 274 | + # on input qubits) |
| 275 | + for q2 in [mod(q+1, n_qubits)] |
| 276 | + for (noise_str, noise, py_noise) in zip( |
| 277 | + ["TwoQubitDepolarizing", "TwoQubitDephasing"], |
| 278 | + [BraketSimulator.TwoQubitDepolarizing(prob), |
| 279 | + BraketSimulator.TwoQubitDephasing(prob), |
| 280 | + ], |
| 281 | + [ |
| 282 | + noise_operations.TwoQubitDepolarizing([q, q2], prob), |
| 283 | + noise_operations.TwoQubitDephasing([q, q2], prob), |
| 284 | + ], |
| 285 | + ) |
| 286 | + suite["noise"][noise_str][(string(n_qubits), string(q), string(q2), "Julia")] = |
| 287 | + @benchmarkable BraketSimulator.apply_noise!($noise, dm, $q, $q2) setup = |
| 288 | + (dm = zeros(ComplexF64, $n_amps, $n_amps)) |
| 289 | + suite["noise"][noise_str][(string(n_qubits), string(q), string(q2), "BraketSV")] = |
| 290 | + @benchmarkable py_sv.evolve([$py_noise]) setup = |
| 291 | + (py_sv = local_dm.DensityMatrixSimulation($n_qubits, 0)) |
| 292 | + end |
| 293 | + end |
| 294 | + suite["noise"]["GeneralizedAmplitudeDamping"][(string(n_qubits), string(q), "Julia")] = |
| 295 | + @benchmarkable BraketSimulator.apply_noise!( |
| 296 | + BraketSimulator.GeneralizedAmplitudeDamping($prob, $gamma), |
| 297 | + dm, |
| 298 | + $q, |
| 299 | + ) setup = (dm = zeros(ComplexF64, $n_amps, $n_amps)) |
| 300 | + suite["noise"]["GeneralizedAmplitudeDamping"][(string(n_qubits), string(q), "BraketSV")] = |
| 301 | + @benchmarkable py_sv.evolve([ |
| 302 | + noise_operations.GeneralizedAmplitudeDamping([$q], $prob, $gamma), |
| 303 | + ]) setup = (py_sv = local_dm.DensityMatrixSimulation($n_qubits, 0)) |
| 304 | + suite["noise"]["PauliChannel"][(string(n_qubits), string(q), "Julia")] = |
| 305 | + @benchmarkable BraketSimulator.apply_noise!( |
| 306 | + PauliChannel($prob, $gamma, 0.0), |
| 307 | + dm, |
| 308 | + $q, |
| 309 | + ) setup = (dm = zeros(ComplexF64, $n_amps, $n_amps)) |
| 310 | + suite["noise"]["PauliChannel"][(string(n_qubits), string(q), "BraketSV")] = |
| 311 | + @benchmarkable py_sv.evolve([ |
| 312 | + noise_operations.PauliChannel( |
| 313 | + targets = [$q], |
| 314 | + probX = $prob, |
| 315 | + probY = $gamma, |
| 316 | + probZ = 0.0, |
| 317 | + ), |
| 318 | + ]) setup = (py_sv = local_dm.DensityMatrixSimulation($n_qubits, 0)) |
| 319 | + end |
| 320 | +end |
| 321 | +# this is expensive! only do it if we're sure we need to regen parameters |
| 322 | +if !isfile("small_gate_kernel_params.json") |
| 323 | + tune!(suite; verbose=true) |
| 324 | + BenchmarkTools.save("small_gate_kernel_params.json", params(suite)) |
| 325 | +end |
| 326 | +loadparams!(suite, BenchmarkTools.load("small_gate_kernel_params.json")[1], :evals, :samples); |
| 327 | +results = run(suite; verbose = true) |
| 328 | +BenchmarkTools.save("small_gate_kernel_results.json", results) |
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