diff --git a/benchmarks/stability.jl b/benchmarks/stability.jl new file mode 100644 index 00000000..8f8e20b4 --- /dev/null +++ b/benchmarks/stability.jl @@ -0,0 +1,160 @@ +# using MPI +using LinearAlgebra +using MKL +using SpinGlassEngine +using SpinGlassNetworks +using SpinGlassTensors +#using SpinGlassExhaustive +using Logging +using CSV +using DataFrames +using Memoization +using JSON3 + +#= +function brute_force_gpu(ig::IsingGraph; num_states::Int) + brute_force(ig, :GPU, num_states=num_states) +end +=# + +# MPI.Init() +size = 1 +rank = 0 +# size = MPI.Comm_size(MPI.COMM_WORLD) +# rank = MPI.Comm_rank(MPI.COMM_WORLD) + + +M, N, T = 7,7,3 +INSTANCE_DIR = "$(@__DIR__)/../test/instances/pegasus_random/P8/RCO/SpinGlass/single" +OUTPUT_DIR = "$(@__DIR__)/results/pegasus_random/P8/RCO/droplets/final_bench_Z_EngGauges" + +if !Base.Filesystem.isdir(OUTPUT_DIR) + Base.Filesystem.mkpath(OUTPUT_DIR) +end + +BETAS = collect(0.1:0.1:1.0) #[0.5,] +LAYOUT = (EnergyGauges,) +TRANSFORM = [all_lattice_transformations[4],] + +GAUGE = NoUpdate +STRATEGY = Zipper +SPARSITY = Sparse +graduate_truncation = :graduate_truncate + +INDβ = [3,] +MAX_STATES = [1024,] +BOND_DIM = [8,] + +MAX_SWEEPS = [0,] +VAR_TOL = 1E-16 +TOL_SVD = 1E-16 +ITERS_SVD = 2 +ITERS_VAR = 1 +DTEMP_MULT = 2 +METHOD = :psvd_sparse +I = [1,] +eng = [40, ] +hamming_dist = 74 + +disable_logging(LogLevel(1)) +# BLAS.set_num_threads(1) + +function pegasus_sim(inst, trans, β, Layout, bd, ms, eng, hamming_dist, mstates) + δp = 0.0 + + cl_h = clustered_hamiltonian( + ising_graph(INSTANCE_DIR * "/" * inst), + spectrum=full_spectrum, + cluster_assignment_rule=pegasus_lattice((M, N, T)) + ) + + params = MpsParameters(bd, VAR_TOL, ms, TOL_SVD, ITERS_SVD, ITERS_VAR, DTEMP_MULT, METHOD) + search_params = SearchParameters(mstates, δp) + + net = PEPSNetwork{SquareCrossDoubleNode{Layout}, SPARSITY}(M, N, cl_h, trans) + ctr = MpsContractor{STRATEGY, GAUGE}(net, [β/6, β/3, β/2, β], graduate_truncation, params) + sol1, schmidts = low_energy_spectrum(ctr, search_params, merge_branches(ctr, :nofit, SingleLayerDroplets(eng, hamming_dist, :hamming))) + + sol2 = unpack_droplets(sol1, β) + ig_states = decode_clustered_hamiltonian_state.(Ref(cl_h), sol2.states) + + ldrop = length(sol2.states) + cRAM = round(Base.summarysize(Memoization.caches) * 1E-9; sigdigits=2) + clear_memoize_cache() + sol1, ctr, cRAM, schmidts, ldrop, sol2, ig_states +end + +function run_bench(inst::String, β::Real, t, l, bd, ms, eng, hamming_dist, mstates, i) + hash_name = hash(string(inst, β, t, l, bd, ms, eng, hamming_dist, mstates, i)) + out_path = string(OUTPUT_DIR, "/", hash_name, ".json") + + if isfile(out_path) + println("Skipping for $β, $t, $l, $bd, $eng, $hamming_dist, $ms, $mstates.") + else + data = try + tic_toc = @elapsed sol, ctr, cRAM, schmidts, ldrop, droplets, ig_states = pegasus_sim(inst, t, β, l, bd, ms, eng, hamming_dist, mstates) + + data = DataFrame( + :instance => inst, + :β => β, + :Layout => l, + :transform => t, + :energy => sol.energies[begin], + :probabilities => sol.probabilities, + :discarded_probability => sol.largest_discarded_probability, + :statistic => minimum(values(ctr.statistics)), + :max_states => mstates, + :bond_dim => bd, + :max_sweeps => ms, + :eng => eng, + :hamming_dist => hamming_dist, + :drop_eng => [droplets.energies], + :drop_states => [droplets.states], + :ig_states => [ig_states], + :drop_prob => [droplets.probabilities], + :drop_degeneracy => [droplets.degeneracy], + :drop_ldp => [droplets.largest_discarded_probability], + :drop_number => ldrop, + :iters_svd => ITERS_SVD, + :iters_var => ITERS_VAR, + :dtemp_mult => DTEMP_MULT, + :var_tol => VAR_TOL, + :time => tic_toc, + :cRAM => cRAM, + :schmidts => schmidts + ) + catch err + data = DataFrame( + :instance => inst, + :β => β, + :Layout => l, + :transform => t, + :max_states => mstates, + :hamming_dist => hamming_dist, + :iters_svd => ITERS_SVD, + :iters_var => ITERS_VAR, + :dtemp_mult => DTEMP_MULT, + :bond_dim => bd, + :max_sweeps => ms, + :var_tol => VAR_TOL, + :error => err + ) + end + + json_data = JSON3.write(data) + open(out_path, "w") do io + print(io, json_data) + end + + end +end + +all_params = collect( + Iterators.product( + readdir(INSTANCE_DIR, join=false), BETAS, TRANSFORM, LAYOUT, BOND_DIM, MAX_SWEEPS, eng, hamming_dist, MAX_STATES, I) +) + +for i ∈ (1+rank):size:length(all_params) + run_bench(all_params[i]...) + GC.gc() +end diff --git a/test/instances/pegasus_random/P8/RCO/SpinGlass/single/001_sg.txt b/test/instances/pegasus_random/P8/RCO/SpinGlass/single/001_sg.txt new file mode 100644 index 00000000..5ab21a2a --- /dev/null +++ b/test/instances/pegasus_random/P8/RCO/SpinGlass/single/001_sg.txt @@ -0,0 +1,9284 @@ +# +1 1 0 +2 2 0 +3 3 0 +4 4 0 +5 5 0 +6 6 0 +7 7 0 +8 8 0 +9 9 0 +10 10 0 +11 11 0 +12 12 0 +13 13 0 +14 14 0 +15 15 0 +16 16 0 +17 17 0 +18 18 0 +19 19 0 +20 20 0 +21 21 0 +22 22 0 +23 23 0 +24 24 0 +25 25 0 +26 26 0 +27 27 0 +28 28 0 +29 29 0 +30 30 0 +31 31 0 +32 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